,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
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.
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.
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.
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.
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.
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.
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.
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.
8,1,9000,6000,1,,9000,1200.0,8.0,3,40,7000,1,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is None, assets val is 9000, dec profit is 1200.0, xperience is 8.0, educatn is 3, age is 40, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : None
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is None. The assets val is 9000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>None</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 9000 & None & 9000 & 1200.000000 & 8.000000 & 3 & 40 & 7000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 9000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': None, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is None years. His assets value is 9000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He provided a 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 7000 cedis.
9,1,6000,6000,0,60.0,9500,900.0,7.0,2,28,9000,1,1,1,1,3,0,Yes,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 9500, dec profit is 900.0, xperience is 7.0, educatn is 2, age is 28, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 9500
 - dec profit : 900.0
 - xperience : 7.0
 - educatn : 2
 - age : 28
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 9500. The dec profit is 900.0. The xperience is 7.0. The educatn is 2. The age is 28. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>60.0</td>
      <td>9500</td>
      <td>900.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>28</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 6000 & 60.000000 & 9500 & 900.000000 & 7.000000 & 2 & 28 & 9000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 6000, 'assets val': 9500, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 28-year-old male is applying for a loan of 6000 cedis. The applicant works in manufacturing 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 9500 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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.
10,1,1000,800,1,60.0,4500,250.0,5.0,3,30,4500,0,1,1,1,1,0,No,"sex is 1, amnt req is 1000, maturity is 60.0, assets val is 4500, dec profit is 250.0, xperience is 5.0, educatn is 3, age is 30, collateral is 4500, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 4500
 - dec profit : 250.0
 - xperience : 5.0
 - educatn : 3
 - age : 30
 - collateral : 4500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 60.0. The assets val is 4500. The dec profit is 250.0. The xperience is 5.0. The educatn is 3. The age is 30. The collateral is 4500. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>60.0</td>
      <td>4500</td>
      <td>250.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>30</td>
      <td>4500</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 60.000000 & 4500 & 250.000000 & 5.000000 & 3 & 30 & 4500 & 0 & 1 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 1000, 'assets val': 4500, 'collateral': 4500, 'dec profit': 250.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 30-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 60.0 years. His assets value is 4500 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. 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 does not resides or have his business close to the bank. The value of his collateral is 4500 cedis.
11,0,9000,8500,1,36.0,42000,2000.0,4.0,1,54,9000,0,1,1,1,3,1,No,"sex is 0, amnt req is 9000, maturity is 36.0, assets val is 42000, dec profit is 2000.0, xperience is 4.0, educatn is 1, age is 54, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 36.0
 - assets val : 42000
 - dec profit : 2000.0
 - xperience : 4.0
 - educatn : 1
 - age : 54
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 36.0. The assets val is 42000. The dec profit is 2000.0. The xperience is 4.0. The educatn is 1. The age is 54. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>36.0</td>
      <td>42000</td>
      <td>2000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>54</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 36.000000 & 42000 & 2000.000000 & 4.000000 & 1 & 54 & 9000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 54, 'amnt req': 9000, 'assets val': 42000, 'collateral': 9000, 'dec profit': 2000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 54-year-old female is applying for a loan of 9000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 42000 cedis and her declared profits (after tax) is 2000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
12,0,5000,4000,1,60.0,2000,1500.0,10.0,1,35,2000,1,0,0,0,4,0,No,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 2000, dec profit is 1500.0, xperience is 10.0, educatn is 1, age is 35, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 1500.0
 - xperience : 10.0
 - educatn : 1
 - age : 35
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 2000. The dec profit is 1500.0. The xperience is 10.0. The educatn is 1. The age is 35. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>0</td>
      <td>5000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>1500.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>35</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 0 & 5000 & 60.000000 & 2000 & 1500.000000 & 10.000000 & 1 & 35 & 2000 & 1 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 5000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 1500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",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 related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 1500.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 10.0. She did not provide any guarantor and this is not 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 2000 cedis.
13,0,2000,2000,0,60.0,8000,600.0,3.5,1,40,8000,0,0,1,0,3,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 8000, dec profit is 600.0, xperience is 3.5, educatn is 1, age is 40, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 600.0
 - xperience : 3.5
 - educatn : 1
 - age : 40
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 8000. The dec profit is 600.0. The xperience is 3.5. The educatn is 1. The age is 40. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>60.0</td>
      <td>8000</td>
      <td>600.0</td>
      <td>3.5</td>
      <td>1</td>
      <td>40</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 60.000000 & 8000 & 600.000000 & 3.500000 & 1 & 40 & 8000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.5}",A 40-year-old female is applying for a loan of 2000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.5. 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 8000 cedis.
14,0,8000,5000,1,60.0,2000,100.0,1.0,3,40,5000,1,1,1,1,3,0,No,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 2000, dec profit is 100.0, xperience is 1.0, educatn is 3, age is 40, collateral is 5000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 100.0
 - xperience : 1.0
 - educatn : 3
 - age : 40
 - collateral : 5000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 2000. The dec profit is 100.0. The xperience is 1.0. The educatn is 3. The age is 40. The collateral is 5000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>100.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>40</td>
      <td>5000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 8000 & 60.000000 & 2000 & 100.000000 & 1.000000 & 3 & 40 & 5000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 8000, 'assets val': 2000, 'collateral': 5000, 'dec profit': 100.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 1.0}",A 40-year-old female is applying for a loan of 8000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 100.0 cedis. Her educational background is primary and the number of years that she has been in business is 1.0. She provided a 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 5000 cedis.
15,1,8000,5000,1,15.0,3700,400.0,6.0,1,42,7000,0,0,0,0,1,0,No,"sex is 1, amnt req is 8000, maturity is 15.0, assets val is 3700, dec profit is 400.0, xperience is 6.0, educatn is 1, age is 42, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 15.0
 - assets val : 3700
 - dec profit : 400.0
 - xperience : 6.0
 - educatn : 1
 - age : 42
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 15.0. The assets val is 3700. The dec profit is 400.0. The xperience is 6.0. The educatn is 1. The age is 42. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>8000</td>
      <td>15.0</td>
      <td>3700</td>
      <td>400.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>42</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 8000 & 15.000000 & 3700 & 400.000000 & 6.000000 & 1 & 42 & 7000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 8000, 'assets val': 3700, 'collateral': 7000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 42-year-old male is applying for a loan of 8000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 3700 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary 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 7000 cedis.
16,0,3000,3000,0,15.0,1900,460.0,7.0,2,37,5000,0,0,0,1,4,0,Yes,"sex is 0, amnt req is 3000, maturity is 15.0, assets val is 1900, dec profit is 460.0, xperience is 7.0, educatn is 2, age is 37, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 15.0
 - assets val : 1900
 - dec profit : 460.0
 - xperience : 7.0
 - educatn : 2
 - age : 37
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 15.0. The assets val is 1900. The dec profit is 460.0. The xperience is 7.0. The educatn is 2. The age is 37. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>3000</td>
      <td>15.0</td>
      <td>1900</td>
      <td>460.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>37</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 3000 & 15.000000 & 1900 & 460.000000 & 7.000000 & 2 & 37 & 5000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 3000, 'assets val': 1900, 'collateral': 5000, 'dec profit': 460.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 7.0}",A 37-year-old female is applying for a loan of 3000 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 15.0 years. Her assets value is 1900 cedis and her declared profits (after tax) is 460.0 cedis. Her educational background is secondary and the number of years that she has been in business is 7.0. She did not provide any guarantor and this is not 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 5000 cedis.
17,1,2500,2500,0,36.0,10000,700.0,5.0,1,34,5000,1,0,1,1,5,0,Yes,"sex is 1, amnt req is 2500, maturity is 36.0, assets val is 10000, dec profit is 700.0, xperience is 5.0, educatn is 1, age is 34, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 36.0
 - assets val : 10000
 - dec profit : 700.0
 - xperience : 5.0
 - educatn : 1
 - age : 34
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 36.0. The assets val is 10000. The dec profit is 700.0. The xperience is 5.0. The educatn is 1. The age is 34. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>2500</td>
      <td>36.0</td>
      <td>10000</td>
      <td>700.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>34</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 2500 & 36.000000 & 10000 & 700.000000 & 5.000000 & 1 & 34 & 5000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2500, 'assets val': 10000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 34-year-old male is applying for a loan of 2500 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 36.0 years. His assets value is 10000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 5000 cedis.
18,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
19,0,500,485,1,30.0,5000,270.0,4.0,1,48,1000,0,0,0,1,1,0,No,"sex is 0, amnt req is 500, maturity is 30.0, assets val is 5000, dec profit is 270.0, xperience is 4.0, educatn is 1, age is 48, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 270.0
 - xperience : 4.0
 - educatn : 1
 - age : 48
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 30.0. The assets val is 5000. The dec profit is 270.0. The xperience is 4.0. The educatn is 1. The age is 48. The collateral is 1000. 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>0</td>
      <td>500</td>
      <td>30.0</td>
      <td>5000</td>
      <td>270.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>48</td>
      <td>1000</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 & 0 & 500 & 30.000000 & 5000 & 270.000000 & 4.000000 & 1 & 48 & 1000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 500, 'assets val': 5000, 'collateral': 1000, 'dec profit': 270.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 48-year-old female is applying for a loan of 500 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 270.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 1000 cedis.
20,0,7000,5500,1,30.0,7000,400.0,5.0,2,45,5000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. 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>7000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</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 & 7000 & 30.000000 & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 5000 cedis.
21,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,9000,1,0,1,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 1 & 0 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any 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.
22,0,1000,1000,0,36.0,5000,200.0,3.0,2,45,2000,0,1,1,1,4,1,Yes,"sex is 0, amnt req is 1000, maturity is 36.0, assets val is 5000, dec profit is 200.0, xperience is 3.0, educatn is 2, age is 45, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 5000
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 2
 - age : 45
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 1000. The maturity is 36.0. The assets val is 5000. The dec profit is 200.0. The xperience is 3.0. The educatn is 2. The age is 45. The collateral is 2000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 4. 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>1000</td>
      <td>36.0</td>
      <td>5000</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>45</td>
      <td>2000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 1000 & 36.000000 & 5000 & 200.000000 & 3.000000 & 2 & 45 & 2000 & 0 & 1 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 45, 'amnt req': 1000, 'assets val': 5000, 'collateral': 2000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 45-year-old female is applying for a loan of 1000 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 36.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is secondary and the number of years that she has been in business is 3.0. 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 does not resides or have her business close to the bank. The value of her collateral is 2000 cedis.
23,1,700,700,0,30.0,7000,760.0,2.0,1,37,3000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 700, maturity is 30.0, assets val is 7000, dec profit is 760.0, xperience is 2.0, educatn is 1, age is 37, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 760.0
 - xperience : 2.0
 - educatn : 1
 - age : 37
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 30.0. The assets val is 7000. The dec profit is 760.0. The xperience is 2.0. The educatn is 1. The age is 37. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>700</td>
      <td>30.0</td>
      <td>7000</td>
      <td>760.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>37</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 700 & 30.000000 & 7000 & 760.000000 & 2.000000 & 1 & 37 & 3000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 700, 'assets val': 7000, 'collateral': 3000, 'dec profit': 760.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 37-year-old male is applying for a loan of 700 cedis. The applicant works in commerce 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 7000 cedis and his declared profits (after tax) is 760.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 3000 cedis.
24,0,750,750,0,5.0,4500,250.0,2.0,2,36,3500,0,1,0,0,3,0,Yes,"sex is 0, amnt req is 750, maturity is 5.0, assets val is 4500, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 36, collateral is 3500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 750
 - maturity : 5.0
 - assets val : 4500
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 36
 - collateral : 3500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 750. The maturity is 5.0. The assets val is 4500. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 36. The collateral is 3500. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>750</td>
      <td>5.0</td>
      <td>4500</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>36</td>
      <td>3500</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 750 & 5.000000 & 4500 & 250.000000 & 2.000000 & 2 & 36 & 3500 & 0 & 1 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 750, 'assets val': 4500, 'collateral': 3500, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 5.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 36-year-old female is applying for a loan of 750 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 5.0 years. Her assets value is 4500 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is secondary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not 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 3500 cedis.
25,1,1500,1500,0,36.0,4000,720.0,10.0,1,45,3000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 36.0, assets val is 4000, dec profit is 720.0, xperience is 10.0, educatn is 1, age is 45, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 36.0
 - assets val : 4000
 - dec profit : 720.0
 - xperience : 10.0
 - educatn : 1
 - age : 45
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 36.0. The assets val is 4000. The dec profit is 720.0. The xperience is 10.0. The educatn is 1. The age is 45. The collateral is 3000. 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>1</td>
      <td>1500</td>
      <td>36.0</td>
      <td>4000</td>
      <td>720.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>45</td>
      <td>3000</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 & 1 & 1500 & 36.000000 & 4000 & 720.000000 & 10.000000 & 1 & 45 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 1500, 'assets val': 4000, 'collateral': 3000, 'dec profit': 720.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 10.0}",A 45-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 720.0 cedis. His educational background is tertiary and the number of years that he has been in business is 10.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
26,0,1500,1000,1,30.0,3500,560.0,10.0,1,44,4000,0,0,1,0,1,0,No,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 3500, dec profit is 560.0, xperience is 10.0, educatn is 1, age is 44, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 560.0
 - xperience : 10.0
 - educatn : 1
 - age : 44
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 3500. The dec profit is 560.0. The xperience is 10.0. The educatn is 1. The age is 44. The collateral is 4000. 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>1500</td>
      <td>30.0</td>
      <td>3500</td>
      <td>560.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>44</td>
      <td>4000</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 & 1500 & 30.000000 & 3500 & 560.000000 & 10.000000 & 1 & 44 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 1500, 'assets val': 3500, 'collateral': 4000, 'dec profit': 560.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 10.0}",A 44-year-old female is applying for a loan of 1500 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 30.0 years. Her assets value is 3500 cedis and her declared profits (after tax) is 560.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 10.0. 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 4000 cedis.
27,1,2000,1500,1,60.0,3140,600.0,15.0,1,31,1500,1,0,1,1,1,0,No,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 3140, dec profit is 600.0, xperience is 15.0, educatn is 1, age is 31, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3140
 - dec profit : 600.0
 - xperience : 15.0
 - educatn : 1
 - age : 31
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 3140. The dec profit is 600.0. The xperience is 15.0. The educatn is 1. The age is 31. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>2000</td>
      <td>60.0</td>
      <td>3140</td>
      <td>600.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>31</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 2000 & 60.000000 & 3140 & 600.000000 & 15.000000 & 1 & 31 & 1500 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 2000, 'assets val': 3140, 'collateral': 1500, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 15.0}",A 31-year-old male is applying for a loan of 2000 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 60.0 years. His assets value is 3140 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 15.0. He did not provide any 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 1500 cedis.
28,0,40000,40000,0,60.0,100000,15000.0,6.0,1,42,7000,0,1,1,1,3,1,Yes,"sex is 0, amnt req is 40000, maturity is 60.0, assets val is 100000, dec profit is 15000.0, xperience is 6.0, educatn is 1, age is 42, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 40000
 - maturity : 60.0
 - assets val : 100000
 - dec profit : 15000.0
 - xperience : 6.0
 - educatn : 1
 - age : 42
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 40000. The maturity is 60.0. The assets val is 100000. The dec profit is 15000.0. The xperience is 6.0. The educatn is 1. The age is 42. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>40000</td>
      <td>60.0</td>
      <td>100000</td>
      <td>15000.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>42</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 40000 & 60.000000 & 100000 & 15000.000000 & 6.000000 & 1 & 42 & 7000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 42, 'amnt req': 40000, 'assets val': 100000, 'collateral': 7000, 'dec profit': 15000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 42-year-old female is applying for a loan of 40000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 100000 cedis and her declared profits (after tax) is 15000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 6.0. 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 does not resides or have her business close to the bank. The value of her collateral is 7000 cedis.
29,1,3000,3000,0,60.0,10000,800.0,7.0,1,47,1000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 60.0, assets val is 10000, dec profit is 800.0, xperience is 7.0, educatn is 1, age is 47, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 800.0
 - xperience : 7.0
 - educatn : 1
 - age : 47
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 60.0. The assets val is 10000. The dec profit is 800.0. The xperience is 7.0. The educatn is 1. The age is 47. The collateral is 1000. 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>1</td>
      <td>3000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>800.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>47</td>
      <td>1000</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 & 1 & 3000 & 60.000000 & 10000 & 800.000000 & 7.000000 & 1 & 47 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 3000, 'assets val': 10000, 'collateral': 1000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 47-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 10000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
30,0,500,500,0,15.0,7000,680.0,4.0,1,23,1000,0,1,1,1,4,0,Yes,"sex is 0, amnt req is 500, maturity is 15.0, assets val is 7000, dec profit is 680.0, xperience is 4.0, educatn is 1, age is 23, collateral is 1000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 15.0
 - assets val : 7000
 - dec profit : 680.0
 - xperience : 4.0
 - educatn : 1
 - age : 23
 - collateral : 1000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 15.0. The assets val is 7000. The dec profit is 680.0. The xperience is 4.0. The educatn is 1. The age is 23. The collateral is 1000. The locatn is 0. The guarantor is 1. 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>500</td>
      <td>15.0</td>
      <td>7000</td>
      <td>680.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>23</td>
      <td>1000</td>
      <td>0</td>
      <td>1</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 & 500 & 15.000000 & 7000 & 680.000000 & 4.000000 & 1 & 23 & 1000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 23, 'amnt req': 500, 'assets val': 7000, 'collateral': 1000, 'dec profit': 680.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 23-year-old female is applying for a loan of 500 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 15.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 680.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She provided a 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 1000 cedis.
31,1,3000,1000,1,30.0,6000,900.0,1.0,3,46,2000,0,0,0,1,4,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 6000, dec profit is 900.0, xperience is 1.0, educatn is 3, age is 46, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 900.0
 - xperience : 1.0
 - educatn : 3
 - age : 46
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 6000. The dec profit is 900.0. The xperience is 1.0. The educatn is 3. The age is 46. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>900.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>46</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 3000 & 30.000000 & 6000 & 900.000000 & 1.000000 & 3 & 46 & 2000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 3000, 'assets val': 6000, 'collateral': 2000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 46-year-old male is applying for a loan of 3000 cedis. The applicant works in agriculture 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 6000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. 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.
32,0,3000,3000,0,30.0,5000,450.0,3.0,2,34,4500,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 450.0, xperience is 3.0, educatn is 2, age is 34, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 2
 - age : 34
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 450.0. The xperience is 3.0. The educatn is 2. The age is 34. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>34</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 3000 & 30.000000 & 5000 & 450.000000 & 3.000000 & 2 & 34 & 4500 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 3000, 'assets val': 5000, 'collateral': 4500, 'dec profit': 450.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 34-year-old female is applying for a loan of 3000 cedis. The applicant works in service 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 450.0 cedis. Her educational background is secondary 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 4500 cedis.
33,1,7000,3000,1,12.0,1000,100.0,3.0,3,50,3000,1,0,0,1,4,0,No,"sex is 1, amnt req is 7000, maturity is 12.0, assets val is 1000, dec profit is 100.0, xperience is 3.0, educatn is 3, age is 50, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 12.0
 - assets val : 1000
 - dec profit : 100.0
 - xperience : 3.0
 - educatn : 3
 - age : 50
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 12.0. The assets val is 1000. The dec profit is 100.0. The xperience is 3.0. The educatn is 3. The age is 50. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>7000</td>
      <td>12.0</td>
      <td>1000</td>
      <td>100.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>50</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 7000 & 12.000000 & 1000 & 100.000000 & 3.000000 & 3 & 50 & 3000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 7000, 'assets val': 1000, 'collateral': 3000, 'dec profit': 100.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 12.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 50-year-old male is applying for a loan of 7000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 3000 cedis.
34,1,3000,3000,0,30.0,3700,400.0,3.0,1,45,8000,1,1,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 3700, dec profit is 400.0, xperience is 3.0, educatn is 1, age is 45, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 3700
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 1
 - age : 45
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 3700. The dec profit is 400.0. The xperience is 3.0. The educatn is 1. The age is 45. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>3700</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>45</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 1 & 3000 & 30.000000 & 3700 & 400.000000 & 3.000000 & 1 & 45 & 8000 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 3000, 'assets val': 3700, 'collateral': 8000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 45-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 3700 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 8000 cedis.
35,1,3000,3000,0,36.0,5000,500.0,4.0,1,32,7000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 3000, maturity is 36.0, assets val is 5000, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 32, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 36.0
 - assets val : 5000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 32
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 36.0. The assets val is 5000. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 32. The collateral is 7000. 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>1</td>
      <td>3000</td>
      <td>36.0</td>
      <td>5000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>32</td>
      <td>7000</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 & 1 & 3000 & 36.000000 & 5000 & 500.000000 & 4.000000 & 1 & 32 & 7000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 5000, 'collateral': 7000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 32-year-old male is applying for a loan of 3000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
36,1,600,600,0,60.0,3000,400.0,15.0,1,45,3000,1,1,1,0,3,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 3000, dec profit is 400.0, xperience is 15.0, educatn is 1, age is 45, collateral is 3000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 400.0
 - xperience : 15.0
 - educatn : 1
 - age : 45
 - collateral : 3000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 3000. The dec profit is 400.0. The xperience is 15.0. The educatn is 1. The age is 45. The collateral is 3000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>600</td>
      <td>60.0</td>
      <td>3000</td>
      <td>400.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>45</td>
      <td>3000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 600 & 60.000000 & 3000 & 400.000000 & 15.000000 & 1 & 45 & 3000 & 1 & 1 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 600, 'assets val': 3000, 'collateral': 3000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 15.0}",A 45-year-old male is applying for a loan of 600 cedis. The applicant works in manufacturing 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 3000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 15.0. 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 3000 cedis.
37,1,12000,7000,1,,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is None, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : None
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is None. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>None</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 12000 & None & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': None, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is None years. His assets value is 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
38,1,5000,2000,1,30.0,4000,1400.0,4.0,1,48,3000,0,0,0,0,1,0,No,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 4000, dec profit is 1400.0, xperience is 4.0, educatn is 1, age is 48, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 1400.0
 - xperience : 4.0
 - educatn : 1
 - age : 48
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 4000. The dec profit is 1400.0. The xperience is 4.0. The educatn is 1. The age is 48. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>1400.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>48</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 30.000000 & 4000 & 1400.000000 & 4.000000 & 1 & 48 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 5000, 'assets val': 4000, 'collateral': 3000, 'dec profit': 1400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 48-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 4000 cedis and his declared profits (after tax) is 1400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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.
39,1,7000,5000,1,,900,190.0,1.0,2,43,4000,0,1,0,0,4,0,No,"sex is 1, amnt req is 7000, maturity is None, assets val is 900, dec profit is 190.0, xperience is 1.0, educatn is 2, age is 43, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : None
 - assets val : 900
 - dec profit : 190.0
 - xperience : 1.0
 - educatn : 2
 - age : 43
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is None. The assets val is 900. The dec profit is 190.0. The xperience is 1.0. The educatn is 2. The age is 43. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>7000</td>
      <td>None</td>
      <td>900</td>
      <td>190.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>43</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 7000 & None & 900 & 190.000000 & 1.000000 & 2 & 43 & 4000 & 0 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 7000, 'assets val': 900, 'collateral': 4000, 'dec profit': 190.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': None, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 43-year-old male is applying for a loan of 7000 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 None years. His assets value is 900 cedis and his declared profits (after tax) is 190.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He provided a 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 4000 cedis.
40,0,2000,1500,1,30.0,2450,749.0,2.0,1,25,1500,1,0,0,0,1,0,No,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 2450, dec profit is 749.0, xperience is 2.0, educatn is 1, age is 25, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2450
 - dec profit : 749.0
 - xperience : 2.0
 - educatn : 1
 - age : 25
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 2450. The dec profit is 749.0. The xperience is 2.0. The educatn is 1. The age is 25. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>30.0</td>
      <td>2450</td>
      <td>749.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>25</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 30.000000 & 2450 & 749.000000 & 2.000000 & 1 & 25 & 1500 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 2000, 'assets val': 2450, 'collateral': 1500, 'dec profit': 749.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 25-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 30.0 years. Her assets value is 2450 cedis and her declared profits (after tax) is 749.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 1500 cedis.
41,0,1000,1000,0,30.0,2000,400.0,5.0,3,31,2000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2000, dec profit is 400.0, xperience is 5.0, educatn is 3, age is 31, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 3
 - age : 31
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2000. The dec profit is 400.0. The xperience is 5.0. The educatn is 3. The age is 31. 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>0</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>31</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 & 0 & 1000 & 30.000000 & 2000 & 400.000000 & 5.000000 & 3 & 31 & 2000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 1000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 400.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 31-year-old female is applying for a loan of 1000 cedis. The applicant works in service 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 2000 cedis and her declared profits (after tax) is 400.0 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 not 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.
42,1,300,300,0,30.0,2000,350.0,4.0,1,45,1000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 300, maturity is 30.0, assets val is 2000, dec profit is 350.0, xperience is 4.0, educatn is 1, age is 45, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 350.0
 - xperience : 4.0
 - educatn : 1
 - age : 45
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 30.0. The assets val is 2000. The dec profit is 350.0. The xperience is 4.0. The educatn is 1. The age is 45. The collateral is 1000. 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>1</td>
      <td>300</td>
      <td>30.0</td>
      <td>2000</td>
      <td>350.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>45</td>
      <td>1000</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 & 1 & 300 & 30.000000 & 2000 & 350.000000 & 4.000000 & 1 & 45 & 1000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 300, 'assets val': 2000, 'collateral': 1000, 'dec profit': 350.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 45-year-old male is applying for a loan of 300 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 1000 cedis.
43,1,7000,5000,1,60.0,5000,650.0,3.0,3,47,6000,1,1,0,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 5000, dec profit is 650.0, xperience is 3.0, educatn is 3, age is 47, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 650.0
 - xperience : 3.0
 - educatn : 3
 - age : 47
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 5000. The dec profit is 650.0. The xperience is 3.0. The educatn is 3. The age is 47. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>7000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>47</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 7000 & 60.000000 & 5000 & 650.000000 & 3.000000 & 3 & 47 & 6000 & 1 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He provided a 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 6000 cedis.
44,1,300,300,0,60.0,6000,500.0,20.0,1,45,6000,1,1,1,0,1,0,Yes,"sex is 1, amnt req is 300, maturity is 60.0, assets val is 6000, dec profit is 500.0, xperience is 20.0, educatn is 1, age is 45, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 500.0
 - xperience : 20.0
 - educatn : 1
 - age : 45
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 60.0. The assets val is 6000. The dec profit is 500.0. The xperience is 20.0. The educatn is 1. The age is 45. The collateral is 6000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>300</td>
      <td>60.0</td>
      <td>6000</td>
      <td>500.0</td>
      <td>20.0</td>
      <td>1</td>
      <td>45</td>
      <td>6000</td>
      <td>1</td>
      <td>1</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 & 1 & 300 & 60.000000 & 6000 & 500.000000 & 20.000000 & 1 & 45 & 6000 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 300, 'assets val': 6000, 'collateral': 6000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 20.0}",A 45-year-old male is applying for a loan of 300 cedis. The applicant works in commerce 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 6000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 20.0. 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 6000 cedis.
45,1,9000,7000,1,,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is None, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : None
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is None. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>None</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 9000 & None & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': None, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 None years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
46,0,1500,1500,0,60.0,3000,400.0,2.0,1,27,3000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 1500, maturity is 60.0, assets val is 3000, dec profit is 400.0, xperience is 2.0, educatn is 1, age is 27, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 400.0
 - xperience : 2.0
 - educatn : 1
 - age : 27
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 60.0. The assets val is 3000. The dec profit is 400.0. The xperience is 2.0. The educatn is 1. The age is 27. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1500</td>
      <td>60.0</td>
      <td>3000</td>
      <td>400.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>27</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 1500 & 60.000000 & 3000 & 400.000000 & 2.000000 & 1 & 27 & 3000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 1500, 'assets val': 3000, 'collateral': 3000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 2.0}",A 27-year-old female is applying for a loan of 1500 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 3000 cedis.
47,0,9000,8000,1,36.0,9000,700.0,3.0,3,55,9000,1,0,1,1,3,0,No,"sex is 0, amnt req is 9000, maturity is 36.0, assets val is 9000, dec profit is 700.0, xperience is 3.0, educatn is 3, age is 55, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 36.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 3
 - age : 55
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 36.0. The assets val is 9000. The dec profit is 700.0. The xperience is 3.0. The educatn is 3. The age is 55. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>9000</td>
      <td>36.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>55</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 9000 & 36.000000 & 9000 & 700.000000 & 3.000000 & 3 & 55 & 9000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 9000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 55-year-old female is applying for a loan of 9000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 9000 cedis.
48,1,1000,1000,0,30.0,2800,540.0,10.0,1,36,15000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2800, dec profit is 540.0, xperience is 10.0, educatn is 1, age is 36, collateral is 15000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2800
 - dec profit : 540.0
 - xperience : 10.0
 - educatn : 1
 - age : 36
 - collateral : 15000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2800. The dec profit is 540.0. The xperience is 10.0. The educatn is 1. The age is 36. The collateral is 15000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2800</td>
      <td>540.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>36</td>
      <td>15000</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 & 1 & 1000 & 30.000000 & 2800 & 540.000000 & 10.000000 & 1 & 36 & 15000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1000, 'assets val': 2800, 'collateral': 15000, 'dec profit': 540.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 10.0}",A 36-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 2800 cedis and his declared profits (after tax) is 540.0 cedis. His educational background is tertiary and the number of years that he has been in business is 10.0. He did not provide any 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 15000 cedis.
49,0,9000,8000,1,120.0,9000,700.0,3.0,3,55,9000,1,0,1,1,3,0,No,"sex is 0, amnt req is 9000, maturity is 120.0, assets val is 9000, dec profit is 700.0, xperience is 3.0, educatn is 3, age is 55, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 120.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 3
 - age : 55
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 120.0. The assets val is 9000. The dec profit is 700.0. The xperience is 3.0. The educatn is 3. The age is 55. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>9000</td>
      <td>120.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>55</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 9000 & 120.000000 & 9000 & 700.000000 & 3.000000 & 3 & 55 & 9000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 9000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 120.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 55-year-old female is applying for a loan of 9000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 120.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 9000 cedis.
50,1,800,800,0,36.0,5000,400.0,3.0,1,35,2000,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 800, maturity is 36.0, assets val is 5000, dec profit is 400.0, xperience is 3.0, educatn is 1, age is 35, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 36.0
 - assets val : 5000
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 1
 - age : 35
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 36.0. The assets val is 5000. The dec profit is 400.0. The xperience is 3.0. The educatn is 1. The age is 35. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>800</td>
      <td>36.0</td>
      <td>5000</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>35</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 800 & 36.000000 & 5000 & 400.000000 & 3.000000 & 1 & 35 & 2000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 800, 'assets val': 5000, 'collateral': 2000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 35-year-old male is applying for a loan of 800 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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.
51,1,5000,5000,0,30.0,1000,180.0,4.0,4,40,7000,0,0,1,1,3,1,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 4.0, educatn is 4, age is 40, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 4.0
 - educatn : 4
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 4.0. The educatn is 4. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>4.0</td>
      <td>4</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 30.000000 & 1000 & 180.000000 & 4.000000 & 4 & 40 & 7000 & 0 & 0 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 180.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 4.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is illiterate and the number of years that he has been in business is 4.0. He did not provide any guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
52,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
53,1,9000,8000,1,60.0,9000,600.0,4.0,4,49,9000,1,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 9000, dec profit is 600.0, xperience is 4.0, educatn is 4, age is 49, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 4
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 9000. The dec profit is 600.0. The xperience is 4.0. The educatn is 4. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>4</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 9000 & 60.000000 & 9000 & 600.000000 & 4.000000 & 4 & 49 & 9000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 9000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 600.0, 'educatn': 4, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 49-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is illiterate and the number of years that he has been in business is 4.0. He provided a 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 9000 cedis.
54,1,30000,30000,0,60.0,10000,500.0,1.0,1,45,80000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 30000, maturity is 60.0, assets val is 10000, dec profit is 500.0, xperience is 1.0, educatn is 1, age is 45, collateral is 80000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 30000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 500.0
 - xperience : 1.0
 - educatn : 1
 - age : 45
 - collateral : 80000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 30000. The maturity is 60.0. The assets val is 10000. The dec profit is 500.0. The xperience is 1.0. The educatn is 1. The age is 45. The collateral is 80000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>30000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>500.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>45</td>
      <td>80000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 30000 & 60.000000 & 10000 & 500.000000 & 1.000000 & 1 & 45 & 80000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 30000, 'assets val': 10000, 'collateral': 80000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 1.0}",A 45-year-old male is applying for a loan of 30000 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 10000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 80000 cedis.
55,1,500,500,0,24.0,1000,200.0,2.0,2,35,700,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 24.0, assets val is 1000, dec profit is 200.0, xperience is 2.0, educatn is 2, age is 35, collateral is 700, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 24.0
 - assets val : 1000
 - dec profit : 200.0
 - xperience : 2.0
 - educatn : 2
 - age : 35
 - collateral : 700
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 24.0. The assets val is 1000. The dec profit is 200.0. The xperience is 2.0. The educatn is 2. The age is 35. The collateral is 700. 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>1</td>
      <td>500</td>
      <td>24.0</td>
      <td>1000</td>
      <td>200.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>35</td>
      <td>700</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 & 1 & 500 & 24.000000 & 1000 & 200.000000 & 2.000000 & 2 & 35 & 700 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 500, 'assets val': 1000, 'collateral': 700, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 35-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 700 cedis.
56,1,8000,8000,0,120.0,2800,300.0,11.0,2,49,9000,1,0,1,0,2,0,Yes,"sex is 1, amnt req is 8000, maturity is 120.0, assets val is 2800, dec profit is 300.0, xperience is 11.0, educatn is 2, age is 49, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 120.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 11.0
 - educatn : 2
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 120.0. The assets val is 2800. The dec profit is 300.0. The xperience is 11.0. The educatn is 2. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>8000</td>
      <td>120.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>11.0</td>
      <td>2</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 8000 & 120.000000 & 2800 & 300.000000 & 11.000000 & 2 & 49 & 9000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 2800, 'collateral': 9000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 120.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 11.0}",A 49-year-old male is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 120.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 11.0. He did not provide any 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.
57,0,10000,8000,1,60.0,10000,1000.0,10.0,3,40,8000,1,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 1000.0, xperience is 10.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1000.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 1000.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1000.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 1000.000000 & 10.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 8000 cedis.
58,0,2500,1300,1,60.0,1300,180.0,9.0,1,43,2000,1,0,1,0,1,0,No,"sex is 0, amnt req is 2500, maturity is 60.0, assets val is 1300, dec profit is 180.0, xperience is 9.0, educatn is 1, age is 43, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 1300
 - dec profit : 180.0
 - xperience : 9.0
 - educatn : 1
 - age : 43
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 60.0. The assets val is 1300. The dec profit is 180.0. The xperience is 9.0. The educatn is 1. The age is 43. The collateral is 2000. 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>2500</td>
      <td>60.0</td>
      <td>1300</td>
      <td>180.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>43</td>
      <td>2000</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 & 2500 & 60.000000 & 1300 & 180.000000 & 9.000000 & 1 & 43 & 2000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 2500, 'assets val': 1300, 'collateral': 2000, 'dec profit': 180.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 9.0}",A 43-year-old female is applying for a loan of 2500 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 60.0 years. Her assets value is 1300 cedis and her declared profits (after tax) is 180.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 9.0. 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 2000 cedis.
59,1,1000,1000,0,12.0,3000,100.0,25.0,1,59,3000,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 12.0, assets val is 3000, dec profit is 100.0, xperience is 25.0, educatn is 1, age is 59, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 12.0
 - assets val : 3000
 - dec profit : 100.0
 - xperience : 25.0
 - educatn : 1
 - age : 59
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 12.0. The assets val is 3000. The dec profit is 100.0. The xperience is 25.0. The educatn is 1. The age is 59. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>12.0</td>
      <td>3000</td>
      <td>100.0</td>
      <td>25.0</td>
      <td>1</td>
      <td>59</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 12.000000 & 3000 & 100.000000 & 25.000000 & 1 & 59 & 3000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 59, 'amnt req': 1000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 25.0}",A 59-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 12.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 25.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
60,0,17000,10000,1,36.0,4000,450.0,15.0,1,40,4000,0,0,1,0,1,0,No,"sex is 0, amnt req is 17000, maturity is 36.0, assets val is 4000, dec profit is 450.0, xperience is 15.0, educatn is 1, age is 40, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 17000
 - maturity : 36.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 15.0
 - educatn : 1
 - age : 40
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 17000. The maturity is 36.0. The assets val is 4000. The dec profit is 450.0. The xperience is 15.0. The educatn is 1. The age is 40. The collateral is 4000. 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>17000</td>
      <td>36.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>40</td>
      <td>4000</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 & 17000 & 36.000000 & 4000 & 450.000000 & 15.000000 & 1 & 40 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 17000, 'assets val': 4000, 'collateral': 4000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 15.0}",A 40-year-old female is applying for a loan of 17000 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 450.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 15.0. 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 4000 cedis.
61,1,9000,5000,1,60.0,8000,250.0,2.0,2,39,6000,1,1,1,0,2,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 8000, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 39, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 8000. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>9000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 9000 & 60.000000 & 8000 & 250.000000 & 2.000000 & 2 & 39 & 6000 & 1 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 9000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 9000 cedis. The applicant works in transport 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 8000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary 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 6000 cedis.
62,1,700,600,1,20.0,1200,180.0,2.0,1,26,9700,0,0,0,1,4,0,No,"sex is 1, amnt req is 700, maturity is 20.0, assets val is 1200, dec profit is 180.0, xperience is 2.0, educatn is 1, age is 26, collateral is 9700, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 20.0
 - assets val : 1200
 - dec profit : 180.0
 - xperience : 2.0
 - educatn : 1
 - age : 26
 - collateral : 9700
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 20.0. The assets val is 1200. The dec profit is 180.0. The xperience is 2.0. The educatn is 1. The age is 26. The collateral is 9700. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>700</td>
      <td>20.0</td>
      <td>1200</td>
      <td>180.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>26</td>
      <td>9700</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 700 & 20.000000 & 1200 & 180.000000 & 2.000000 & 1 & 26 & 9700 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 700, 'assets val': 1200, 'collateral': 9700, 'dec profit': 180.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 26-year-old male is applying for a loan of 700 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1200 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 9700 cedis.
63,0,1000,1000,0,30.0,2600,490.0,8.0,3,43,3000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2600, dec profit is 490.0, xperience is 8.0, educatn is 3, age is 43, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2600
 - dec profit : 490.0
 - xperience : 8.0
 - educatn : 3
 - age : 43
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2600. The dec profit is 490.0. The xperience is 8.0. The educatn is 3. The age is 43. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2600</td>
      <td>490.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>43</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 1000 & 30.000000 & 2600 & 490.000000 & 8.000000 & 3 & 43 & 3000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 1000, 'assets val': 2600, 'collateral': 3000, 'dec profit': 490.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 8.0}",A 43-year-old female is applying for a loan of 1000 cedis. The applicant works in service 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 2600 cedis and her declared profits (after tax) is 490.0 cedis. Her educational background is primary and the number of years that she has been in business is 8.0. 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 3000 cedis.
64,1,12000,6000,1,30.0,10000,568.0,2.0,3,38,8000,1,1,0,0,4,0,No,"sex is 1, amnt req is 12000, maturity is 30.0, assets val is 10000, dec profit is 568.0, xperience is 2.0, educatn is 3, age is 38, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 568.0
 - xperience : 2.0
 - educatn : 3
 - age : 38
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - 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 568.0. The xperience is 2.0. The educatn is 3. The age is 38. The collateral is 8000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>568.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>38</td>
      <td>8000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 568.000000 & 2.000000 & 3 & 38 & 8000 & 1 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 12000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 568.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, '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 568.0 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 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 8000 cedis.
65,1,1000,1000,0,20.0,1600,230.0,3.0,1,45,2500,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 20.0, assets val is 1600, dec profit is 230.0, xperience is 3.0, educatn is 1, age is 45, collateral is 2500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 20.0
 - assets val : 1600
 - dec profit : 230.0
 - xperience : 3.0
 - educatn : 1
 - age : 45
 - collateral : 2500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 20.0. The assets val is 1600. The dec profit is 230.0. The xperience is 3.0. The educatn is 1. The age is 45. The collateral is 2500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>20.0</td>
      <td>1600</td>
      <td>230.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>45</td>
      <td>2500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 20.000000 & 1600 & 230.000000 & 3.000000 & 1 & 45 & 2500 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 1000, 'assets val': 1600, 'collateral': 2500, 'dec profit': 230.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 45-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1600 cedis and his declared profits (after tax) is 230.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 2500 cedis.
66,0,300,300,0,30.0,3700,360.0,7.0,3,43,2000,0,0,1,1,4,0,Yes,"sex is 0, amnt req is 300, maturity is 30.0, assets val is 3700, dec profit is 360.0, xperience is 7.0, educatn is 3, age is 43, 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 : 300
 - maturity : 30.0
 - assets val : 3700
 - dec profit : 360.0
 - xperience : 7.0
 - educatn : 3
 - age : 43
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 30.0. The assets val is 3700. The dec profit is 360.0. The xperience is 7.0. The educatn is 3. The age is 43. 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>300</td>
      <td>30.0</td>
      <td>3700</td>
      <td>360.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>43</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 & 300 & 30.000000 & 3700 & 360.000000 & 7.000000 & 3 & 43 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 300, 'assets val': 3700, 'collateral': 2000, 'dec profit': 360.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 7.0}",A 43-year-old female is applying for a loan of 300 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 30.0 years. Her assets value is 3700 cedis and her declared profits (after tax) is 360.0 cedis. Her educational background is primary and the number of years that she has been in business is 7.0. 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.
67,0,1500,1500,0,30.0,3000,350.0,2.0,3,37,4000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 3000, dec profit is 350.0, xperience is 2.0, educatn is 3, age is 37, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 350.0
 - xperience : 2.0
 - educatn : 3
 - age : 37
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 3000. The dec profit is 350.0. The xperience is 2.0. The educatn is 3. The age is 37. The collateral is 4000. 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>0</td>
      <td>1500</td>
      <td>30.0</td>
      <td>3000</td>
      <td>350.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>37</td>
      <td>4000</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 & 0 & 1500 & 30.000000 & 3000 & 350.000000 & 2.000000 & 3 & 37 & 4000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 1500, 'assets val': 3000, 'collateral': 4000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 2.0}",A 37-year-old female is applying for a loan of 1500 cedis. The applicant works in service 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 3000 cedis and her declared profits (after tax) is 350.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 4000 cedis.
68,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
69,0,1000,1000,0,30.0,3000,560.0,10.0,1,34,15000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 3000, dec profit is 560.0, xperience is 10.0, educatn is 1, age is 34, collateral is 15000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 560.0
 - xperience : 10.0
 - educatn : 1
 - age : 34
 - collateral : 15000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 3000. The dec profit is 560.0. The xperience is 10.0. The educatn is 1. The age is 34. The collateral is 15000. 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>1000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>560.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>34</td>
      <td>15000</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 & 1000 & 30.000000 & 3000 & 560.000000 & 10.000000 & 1 & 34 & 15000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 1000, 'assets val': 3000, 'collateral': 15000, 'dec profit': 560.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 10.0}",A 34-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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 560.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 10.0. 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 15000 cedis.
70,1,9000,6000,1,60.0,9000,1200.0,8.0,3,40,7000,1,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 8.0, educatn is 3, age is 40, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 9000 & 60.000000 & 9000 & 1200.000000 & 8.000000 & 3 & 40 & 7000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 9000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He provided a 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 7000 cedis.
71,0,9000,6000,1,30.0,8000,800.0,2.0,4,33,8000,0,0,1,0,4,1,No,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 8000, dec profit is 800.0, xperience is 2.0, educatn is 4, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 4
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 8000. The dec profit is 800.0. The xperience is 2.0. The educatn is 4. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 4. 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>8000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>4</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>4</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 & 8000 & 800.000000 & 2.000000 & 4 & 33 & 8000 & 0 & 0 & 1 & 0 & 4 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 9000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 800.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 33-year-old female is applying for a loan of 9000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
72,0,20000,10000,1,60.0,20000,1000.0,1.0,3,40,9000,1,1,1,1,4,0,No,"sex is 0, amnt req is 20000, maturity is 60.0, assets val is 20000, dec profit is 1000.0, xperience is 1.0, educatn is 3, age is 40, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 20000
 - maturity : 60.0
 - assets val : 20000
 - dec profit : 1000.0
 - xperience : 1.0
 - educatn : 3
 - age : 40
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 20000. The maturity is 60.0. The assets val is 20000. The dec profit is 1000.0. The xperience is 1.0. The educatn is 3. The age is 40. The collateral is 9000. The locatn is 1. The guarantor is 1. 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>20000</td>
      <td>60.0</td>
      <td>20000</td>
      <td>1000.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>40</td>
      <td>9000</td>
      <td>1</td>
      <td>1</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 & 20000 & 60.000000 & 20000 & 1000.000000 & 1.000000 & 3 & 40 & 9000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 20000, 'assets val': 20000, 'collateral': 9000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 1.0}",A 40-year-old female is applying for a loan of 20000 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 60.0 years. Her assets value is 20000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 1.0. She provided a 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 9000 cedis.
73,1,10000,7000,1,60.0,8000,250.0,2.0,2,39,6000,1,1,0,0,2,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 8000, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 39, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 8000. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 2. 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>10000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 10000 & 60.000000 & 8000 & 250.000000 & 2.000000 & 2 & 39 & 6000 & 1 & 1 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 10000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 10000 cedis. The applicant works in transport 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 8000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He provided a 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 6000 cedis.
74,1,3000,3000,0,60.0,3210,760.0,7.0,1,27,1500,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 60.0, assets val is 3210, dec profit is 760.0, xperience is 7.0, educatn is 1, age is 27, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 3210
 - dec profit : 760.0
 - xperience : 7.0
 - educatn : 1
 - age : 27
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 60.0. The assets val is 3210. The dec profit is 760.0. The xperience is 7.0. The educatn is 1. The age is 27. The collateral is 1500. 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>1</td>
      <td>3000</td>
      <td>60.0</td>
      <td>3210</td>
      <td>760.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>27</td>
      <td>1500</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 & 1 & 3000 & 60.000000 & 3210 & 760.000000 & 7.000000 & 1 & 27 & 1500 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 3000, 'assets val': 3210, 'collateral': 1500, 'dec profit': 760.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 27-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 3210 cedis and his declared profits (after tax) is 760.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 1500 cedis.
75,0,300,300,0,60.0,1900,250.0,7.0,1,40,2000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 300, maturity is 60.0, assets val is 1900, dec profit is 250.0, xperience is 7.0, educatn is 1, age is 40, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 60.0
 - assets val : 1900
 - dec profit : 250.0
 - xperience : 7.0
 - educatn : 1
 - age : 40
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 60.0. The assets val is 1900. The dec profit is 250.0. The xperience is 7.0. The educatn is 1. The age is 40. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>300</td>
      <td>60.0</td>
      <td>1900</td>
      <td>250.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>40</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 300 & 60.000000 & 1900 & 250.000000 & 7.000000 & 1 & 40 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 300, 'assets val': 1900, 'collateral': 2000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 40-year-old female is applying for a loan of 300 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 60.0 years. Her assets value is 1900 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. She did not provide any guarantor and this is not 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.
76,0,3000,3000,0,30.0,12000,1400.0,2.0,3,32,5000,0,1,1,1,3,1,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 12000, dec profit is 1400.0, xperience is 2.0, educatn is 3, age is 32, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 1400.0
 - xperience : 2.0
 - educatn : 3
 - age : 32
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 12000. The dec profit is 1400.0. The xperience is 2.0. The educatn is 3. The age is 32. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>3000</td>
      <td>30.0</td>
      <td>12000</td>
      <td>1400.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>32</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 3000 & 30.000000 & 12000 & 1400.000000 & 2.000000 & 3 & 32 & 5000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 12000, 'collateral': 5000, 'dec profit': 1400.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 32-year-old female is applying for a loan of 3000 cedis. The applicant works in manufacturing 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 12000 cedis and her declared profits (after tax) is 1400.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. 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 does not resides or have her business close to the bank. The value of her collateral is 5000 cedis.
77,0,2500,2500,0,30.0,5000,550.0,3.0,1,39,5000,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 2500, maturity is 30.0, assets val is 5000, dec profit is 550.0, xperience is 3.0, educatn is 1, age is 39, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 550.0
 - xperience : 3.0
 - educatn : 1
 - age : 39
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 30.0. The assets val is 5000. The dec profit is 550.0. The xperience is 3.0. The educatn is 1. The age is 39. The collateral is 5000. 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>2500</td>
      <td>30.0</td>
      <td>5000</td>
      <td>550.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>39</td>
      <td>5000</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 & 2500 & 30.000000 & 5000 & 550.000000 & 3.000000 & 1 & 39 & 5000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 2500, 'assets val': 5000, 'collateral': 5000, 'dec profit': 550.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 39-year-old female is applying for a loan of 2500 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 30.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 550.0 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 resides or have her business close to the bank. The value of her collateral is 5000 cedis.
78,1,1500,1500,0,24.0,3000,300.0,4.0,1,33,2000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 24.0, assets val is 3000, dec profit is 300.0, xperience is 4.0, educatn is 1, age is 33, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 24.0
 - assets val : 3000
 - dec profit : 300.0
 - xperience : 4.0
 - educatn : 1
 - age : 33
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 24.0. The assets val is 3000. The dec profit is 300.0. The xperience is 4.0. The educatn is 1. The age is 33. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>24.0</td>
      <td>3000</td>
      <td>300.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>33</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 24.000000 & 3000 & 300.000000 & 4.000000 & 1 & 33 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1500, 'assets val': 3000, 'collateral': 2000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 33-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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.
79,1,7000,7000,0,60.0,3000,500.0,3.0,3,31,8000,0,1,1,1,5,0,Yes,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 3000, dec profit is 500.0, xperience is 3.0, educatn is 3, age is 31, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 500.0
 - xperience : 3.0
 - educatn : 3
 - age : 31
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 3000. The dec profit is 500.0. The xperience is 3.0. The educatn is 3. The age is 31. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>7000</td>
      <td>60.0</td>
      <td>3000</td>
      <td>500.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>31</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 7000 & 60.000000 & 3000 & 500.000000 & 3.000000 & 3 & 31 & 8000 & 0 & 1 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 7000, 'assets val': 3000, 'collateral': 8000, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 31-year-old male is applying for a loan of 7000 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 3000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
80,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,5000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 5000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 5000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
81,0,12000,5000,1,60.0,2000,0.0,0.0,3,39,7000,0,1,0,0,1,0,No,"sex is 0, amnt req is 12000, maturity is 60.0, assets val is 2000, dec profit is 0.0, xperience is 0.0, educatn is 3, age is 39, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 0.0
 - xperience : 0.0
 - educatn : 3
 - age : 39
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 12000. The maturity is 60.0. The assets val is 2000. The dec profit is 0.0. The xperience is 0.0. The educatn is 3. The age is 39. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>12000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>39</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 12000 & 60.000000 & 2000 & 0.000000 & 0.000000 & 3 & 39 & 7000 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 12000, 'assets val': 2000, 'collateral': 7000, 'dec profit': 0.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 0.0}",A 39-year-old female is applying for a loan of 12000 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 60.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 0.0 cedis. Her educational background is primary and the number of years that she has been in business is 0.0. She provided a guarantor and this is not 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 7000 cedis.
82,0,10000,10000,0,30.0,25000,1400.0,6.0,3,50,12000,1,1,1,0,3,1,Yes,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 25000, dec profit is 1400.0, xperience is 6.0, educatn is 3, age is 50, collateral is 12000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 25000
 - dec profit : 1400.0
 - xperience : 6.0
 - educatn : 3
 - age : 50
 - collateral : 12000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 25000. The dec profit is 1400.0. The xperience is 6.0. The educatn is 3. The age is 50. The collateral is 12000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>10000</td>
      <td>30.0</td>
      <td>25000</td>
      <td>1400.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>50</td>
      <td>12000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 10000 & 30.000000 & 25000 & 1400.000000 & 6.000000 & 3 & 50 & 12000 & 1 & 1 & 1 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 50, 'amnt req': 10000, 'assets val': 25000, 'collateral': 12000, 'dec profit': 1400.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 50-year-old female is applying for a loan of 10000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 25000 cedis and her declared profits (after tax) is 1400.0 cedis. Her educational background is primary and the number of years that she has been in business is 6.0. 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 12000 cedis.
83,1,10000,7000,1,30.0,9000,2000.0,4.0,3,34,8900,0,1,1,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 30.0, assets val is 9000, dec profit is 2000.0, xperience is 4.0, educatn is 3, age is 34, collateral is 8900, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 2000.0
 - xperience : 4.0
 - educatn : 3
 - age : 34
 - collateral : 8900
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 30.0. The assets val is 9000. The dec profit is 2000.0. The xperience is 4.0. The educatn is 3. The age is 34. The collateral is 8900. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>10000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>2000.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>34</td>
      <td>8900</td>
      <td>0</td>
      <td>1</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 & 1 & 10000 & 30.000000 & 9000 & 2000.000000 & 4.000000 & 3 & 34 & 8900 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 10000, 'assets val': 9000, 'collateral': 8900, 'dec profit': 2000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 34-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 2000.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8900 cedis.
84,0,600,500,1,60.0,600,125.0,12.0,1,59,2000,1,0,0,0,1,0,No,"sex is 0, amnt req is 600, maturity is 60.0, assets val is 600, dec profit is 125.0, xperience is 12.0, educatn is 1, age is 59, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 60.0
 - assets val : 600
 - dec profit : 125.0
 - xperience : 12.0
 - educatn : 1
 - age : 59
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 60.0. The assets val is 600. The dec profit is 125.0. The xperience is 12.0. The educatn is 1. The age is 59. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>600</td>
      <td>60.0</td>
      <td>600</td>
      <td>125.0</td>
      <td>12.0</td>
      <td>1</td>
      <td>59</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 600 & 60.000000 & 600 & 125.000000 & 12.000000 & 1 & 59 & 2000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 59, 'amnt req': 600, 'assets val': 600, 'collateral': 2000, 'dec profit': 125.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 12.0}",A 59-year-old female is applying for a loan of 600 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 60.0 years. Her assets value is 600 cedis and her declared profits (after tax) is 125.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 12.0. She did not provide any guarantor and this is not 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 2000 cedis.
85,0,10000,8000,1,60.0,10000,1000.0,10.0,3,40,8000,1,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 1000.0, xperience is 10.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1000.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 1000.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1000.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 1000.000000 & 10.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 8000 cedis.
86,0,1500,1200,1,60.0,2200,170.0,6.0,1,42,7000,0,0,0,0,1,0,No,"sex is 0, amnt req is 1500, maturity is 60.0, assets val is 2200, dec profit is 170.0, xperience is 6.0, educatn is 1, age is 42, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 60.0
 - assets val : 2200
 - dec profit : 170.0
 - xperience : 6.0
 - educatn : 1
 - age : 42
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 60.0. The assets val is 2200. The dec profit is 170.0. The xperience is 6.0. The educatn is 1. The age is 42. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1500</td>
      <td>60.0</td>
      <td>2200</td>
      <td>170.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>42</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1500 & 60.000000 & 2200 & 170.000000 & 6.000000 & 1 & 42 & 7000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 1500, 'assets val': 2200, 'collateral': 7000, 'dec profit': 170.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 42-year-old female is applying for a loan of 1500 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 60.0 years. Her assets value is 2200 cedis and her declared profits (after tax) is 170.0 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 not 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 7000 cedis.
87,1,600,300,1,60.0,5000,680.0,20.0,3,45,5000,0,1,0,1,1,0,No,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 5000, dec profit is 680.0, xperience is 20.0, educatn is 3, age is 45, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 680.0
 - xperience : 20.0
 - educatn : 3
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 5000. The dec profit is 680.0. The xperience is 20.0. The educatn is 3. The age is 45. The collateral is 5000. The locatn is 0. The guarantor is 1. 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>600</td>
      <td>60.0</td>
      <td>5000</td>
      <td>680.0</td>
      <td>20.0</td>
      <td>3</td>
      <td>45</td>
      <td>5000</td>
      <td>0</td>
      <td>1</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 & 600 & 60.000000 & 5000 & 680.000000 & 20.000000 & 3 & 45 & 5000 & 0 & 1 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 600, 'assets val': 5000, 'collateral': 5000, 'dec profit': 680.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 20.0}",A 45-year-old male is applying for a loan of 600 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 680.0 cedis. His educational background is primary and the number of years that he has been in business is 20.0. He provided a 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 5000 cedis.
88,1,3500,3500,0,60.0,5000,285.0,12.0,2,35,4000,1,0,1,0,3,0,Yes,"sex is 1, amnt req is 3500, maturity is 60.0, assets val is 5000, dec profit is 285.0, xperience is 12.0, educatn is 2, age is 35, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 3500
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 285.0
 - xperience : 12.0
 - educatn : 2
 - age : 35
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 3500. The maturity is 60.0. The assets val is 5000. The dec profit is 285.0. The xperience is 12.0. The educatn is 2. The age is 35. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>3500</td>
      <td>60.0</td>
      <td>5000</td>
      <td>285.0</td>
      <td>12.0</td>
      <td>2</td>
      <td>35</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 3500 & 60.000000 & 5000 & 285.000000 & 12.000000 & 2 & 35 & 4000 & 1 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 3500, 'assets val': 5000, 'collateral': 4000, 'dec profit': 285.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 12.0}",A 35-year-old male is applying for a loan of 3500 cedis. The applicant works in manufacturing 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 5000 cedis and his declared profits (after tax) is 285.0 cedis. His educational background is secondary and the number of years that he has been in business is 12.0. He did not provide any 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 4000 cedis.
89,0,20000,20000,0,60.0,40000,2500.0,3.0,3,54,8000,1,1,0,0,3,1,Yes,"sex is 0, amnt req is 20000, maturity is 60.0, assets val is 40000, dec profit is 2500.0, xperience is 3.0, educatn is 3, age is 54, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 20000
 - maturity : 60.0
 - assets val : 40000
 - dec profit : 2500.0
 - xperience : 3.0
 - educatn : 3
 - age : 54
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 20000. The maturity is 60.0. The assets val is 40000. The dec profit is 2500.0. The xperience is 3.0. The educatn is 3. The age is 54. The collateral is 8000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>20000</td>
      <td>60.0</td>
      <td>40000</td>
      <td>2500.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>54</td>
      <td>8000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 20000 & 60.000000 & 40000 & 2500.000000 & 3.000000 & 3 & 54 & 8000 & 1 & 1 & 0 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 54, 'amnt req': 20000, 'assets val': 40000, 'collateral': 8000, 'dec profit': 2500.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 54-year-old female is applying for a loan of 20000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 40000 cedis and her declared profits (after tax) is 2500.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not 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 8000 cedis.
90,1,3000,3000,0,30.0,6000,200.0,2.5,1,37,3000,0,0,0,1,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 6000, dec profit is 200.0, xperience is 2.5, educatn is 1, age is 37, 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 : 3000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 200.0
 - xperience : 2.5
 - educatn : 1
 - age : 37
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 6000. The dec profit is 200.0. The xperience is 2.5. The educatn is 1. The age is 37. 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>3000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>200.0</td>
      <td>2.5</td>
      <td>1</td>
      <td>37</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 & 3000 & 30.000000 & 6000 & 200.000000 & 2.500000 & 1 & 37 & 3000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 3000, 'assets val': 6000, 'collateral': 3000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.5}",A 37-year-old male is applying for a loan of 3000 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 6000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.5. 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.
91,0,6000,5000,1,60.0,12000,1250.0,8.0,1,29,4000,1,1,0,0,1,0,No,"sex is 0, amnt req is 6000, maturity is 60.0, assets val is 12000, dec profit is 1250.0, xperience is 8.0, educatn is 1, age is 29, collateral is 4000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 12000
 - dec profit : 1250.0
 - xperience : 8.0
 - educatn : 1
 - age : 29
 - collateral : 4000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 6000. The maturity is 60.0. The assets val is 12000. The dec profit is 1250.0. The xperience is 8.0. The educatn is 1. The age is 29. The collateral is 4000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>6000</td>
      <td>60.0</td>
      <td>12000</td>
      <td>1250.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>29</td>
      <td>4000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 6000 & 60.000000 & 12000 & 1250.000000 & 8.000000 & 1 & 29 & 4000 & 1 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 6000, 'assets val': 12000, 'collateral': 4000, 'dec profit': 1250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 8.0}",A 29-year-old female is applying for a loan of 6000 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 60.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 1250.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. She provided a guarantor and this is not 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 4000 cedis.
92,1,10000,7000,1,60.0,8000,250.0,2.0,2,39,6000,1,1,0,0,2,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 8000, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 39, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 8000. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 2. 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>10000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 10000 & 60.000000 & 8000 & 250.000000 & 2.000000 & 2 & 39 & 6000 & 1 & 1 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 10000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 10000 cedis. The applicant works in transport 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 8000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He provided a 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 6000 cedis.
93,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
94,1,8000,8000,0,36.0,2800,300.0,5.0,2,49,9000,1,0,1,0,2,0,Yes,"sex is 1, amnt req is 8000, maturity is 36.0, assets val is 2800, dec profit is 300.0, xperience is 5.0, educatn is 2, age is 49, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 36.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 5.0
 - educatn : 2
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 36.0. The assets val is 2800. The dec profit is 300.0. The xperience is 5.0. The educatn is 2. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>8000</td>
      <td>36.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 8000 & 36.000000 & 2800 & 300.000000 & 5.000000 & 2 & 49 & 9000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 2800, 'collateral': 9000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 5.0}",A 49-year-old male is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. He did not provide any 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.
95,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
96,1,1200,1200,0,30.0,1500,155.0,7.0,1,39,1000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1200, maturity is 30.0, assets val is 1500, dec profit is 155.0, xperience is 7.0, educatn is 1, age is 39, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1200
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 155.0
 - xperience : 7.0
 - educatn : 1
 - age : 39
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1200. The maturity is 30.0. The assets val is 1500. The dec profit is 155.0. The xperience is 7.0. The educatn is 1. The age is 39. The collateral is 1000. 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>1</td>
      <td>1200</td>
      <td>30.0</td>
      <td>1500</td>
      <td>155.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>39</td>
      <td>1000</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 & 1 & 1200 & 30.000000 & 1500 & 155.000000 & 7.000000 & 1 & 39 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 1200, 'assets val': 1500, 'collateral': 1000, 'dec profit': 155.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 39-year-old male is applying for a loan of 1200 cedis. The applicant works in commerce 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 1500 cedis and his declared profits (after tax) is 155.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
97,0,300,300,0,60.0,4300,400.0,9.0,1,44,3000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 300, maturity is 60.0, assets val is 4300, dec profit is 400.0, xperience is 9.0, educatn is 1, age is 44, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 60.0
 - assets val : 4300
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 1
 - age : 44
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 60.0. The assets val is 4300. The dec profit is 400.0. The xperience is 9.0. The educatn is 1. The age is 44. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>300</td>
      <td>60.0</td>
      <td>4300</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>44</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 300 & 60.000000 & 4300 & 400.000000 & 9.000000 & 1 & 44 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 300, 'assets val': 4300, 'collateral': 3000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 9.0}",A 44-year-old female is applying for a loan of 300 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 60.0 years. Her assets value is 4300 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 9.0. She did not provide any guarantor and this is not 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 3000 cedis.
98,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
99,1,1000,1000,0,30.0,1000,350.0,1.0,3,36,3000,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 1000, dec profit is 350.0, xperience is 1.0, educatn is 3, age is 36, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 350.0
 - xperience : 1.0
 - educatn : 3
 - age : 36
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 1000. The dec profit is 350.0. The xperience is 1.0. The educatn is 3. The age is 36. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>350.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>36</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 30.000000 & 1000 & 350.000000 & 1.000000 & 3 & 36 & 3000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1000, 'assets val': 1000, 'collateral': 3000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 36-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 1000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. 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.
100,0,7000,5500,1,30.0,7000,400.0,5.0,2,45,5000,0,0,0,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>7000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 7000 & 30.000000 & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 5000 cedis.
101,1,3000,3000,0,36.0,5000,500.0,4.0,1,39,7000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 3000, maturity is 36.0, assets val is 5000, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 39, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 36.0
 - assets val : 5000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 39
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 36.0. The assets val is 5000. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 39. The collateral is 7000. 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>3000</td>
      <td>36.0</td>
      <td>5000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>39</td>
      <td>7000</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 & 3000 & 36.000000 & 5000 & 500.000000 & 4.000000 & 1 & 39 & 7000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 3000, 'assets val': 5000, 'collateral': 7000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 39-year-old male is applying for a loan of 3000 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 36.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 7000 cedis.
102,0,5000,5000,0,30.0,8500,500.0,5.0,2,43,7000,0,0,1,1,3,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 8500, dec profit is 500.0, xperience is 5.0, educatn is 2, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 8500
 - dec profit : 500.0
 - xperience : 5.0
 - educatn : 2
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 8500. The dec profit is 500.0. The xperience is 5.0. The educatn is 2. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>30.0</td>
      <td>8500</td>
      <td>500.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 30.000000 & 8500 & 500.000000 & 5.000000 & 2 & 43 & 7000 & 0 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 5000, 'assets val': 8500, 'collateral': 7000, 'dec profit': 500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 43-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 8500 cedis and her declared profits (after tax) is 500.0 cedis. Her educational background is secondary 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 7000 cedis.
103,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,0,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 0 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
104,0,7000,7000,0,60.0,15000,459.0,5.0,1,49,13000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 7000, maturity is 60.0, assets val is 15000, dec profit is 459.0, xperience is 5.0, educatn is 1, age is 49, collateral is 13000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 15000
 - dec profit : 459.0
 - xperience : 5.0
 - educatn : 1
 - age : 49
 - collateral : 13000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 60.0. The assets val is 15000. The dec profit is 459.0. The xperience is 5.0. The educatn is 1. The age is 49. The collateral is 13000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>7000</td>
      <td>60.0</td>
      <td>15000</td>
      <td>459.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>49</td>
      <td>13000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 7000 & 60.000000 & 15000 & 459.000000 & 5.000000 & 1 & 49 & 13000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 7000, 'assets val': 15000, 'collateral': 13000, 'dec profit': 459.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 49-year-old female is applying for a loan of 7000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 15000 cedis and her declared profits (after tax) is 459.0 cedis. Her educational background is tertiary 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 13000 cedis.
105,1,1000,1000,0,30.0,7000,800.0,11.0,1,44,3000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 7000, dec profit is 800.0, xperience is 11.0, educatn is 1, age is 44, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 800.0
 - xperience : 11.0
 - educatn : 1
 - age : 44
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 7000. The dec profit is 800.0. The xperience is 11.0. The educatn is 1. The age is 44. The collateral is 3000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>800.0</td>
      <td>11.0</td>
      <td>1</td>
      <td>44</td>
      <td>3000</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 & 1 & 1000 & 30.000000 & 7000 & 800.000000 & 11.000000 & 1 & 44 & 3000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 1000, 'assets val': 7000, 'collateral': 3000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 11.0}",A 44-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 7000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 11.0. He did not provide any 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 3000 cedis.
106,0,12000,10000,1,30.0,10700,320.0,4.0,2,38,10000,1,1,1,1,3,0,No,"sex is 0, amnt req is 12000, maturity is 30.0, assets val is 10700, dec profit is 320.0, xperience is 4.0, educatn is 2, age is 38, collateral is 10000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 12000
 - maturity : 30.0
 - assets val : 10700
 - dec profit : 320.0
 - xperience : 4.0
 - educatn : 2
 - age : 38
 - collateral : 10000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 12000. The maturity is 30.0. The assets val is 10700. The dec profit is 320.0. The xperience is 4.0. The educatn is 2. The age is 38. The collateral is 10000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>12000</td>
      <td>30.0</td>
      <td>10700</td>
      <td>320.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>38</td>
      <td>10000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 12000 & 30.000000 & 10700 & 320.000000 & 4.000000 & 2 & 38 & 10000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 12000, 'assets val': 10700, 'collateral': 10000, 'dec profit': 320.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 38-year-old female is applying for a loan of 12000 cedis. The applicant works in manufacturing 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 10700 cedis and her declared profits (after tax) is 320.0 cedis. Her educational background is secondary and the number of years that she has been in business is 4.0. She provided a 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 10000 cedis.
107,1,3000,3000,0,30.0,9500,1000.0,6.0,1,40,800,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 9500, dec profit is 1000.0, xperience is 6.0, educatn is 1, age is 40, collateral is 800, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 9500
 - dec profit : 1000.0
 - xperience : 6.0
 - educatn : 1
 - age : 40
 - collateral : 800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 9500. The dec profit is 1000.0. The xperience is 6.0. The educatn is 1. The age is 40. The collateral is 800. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>9500</td>
      <td>1000.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>40</td>
      <td>800</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 & 1 & 3000 & 30.000000 & 9500 & 1000.000000 & 6.000000 & 1 & 40 & 800 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 3000, 'assets val': 9500, 'collateral': 800, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 40-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 9500 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 800 cedis.
108,0,300,300,0,30.0,3000,30.0,1.0,2,28,3000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 300, maturity is 30.0, assets val is 3000, dec profit is 30.0, xperience is 1.0, educatn is 2, age is 28, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 30.0
 - xperience : 1.0
 - educatn : 2
 - age : 28
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 30.0. The assets val is 3000. The dec profit is 30.0. The xperience is 1.0. The educatn is 2. The age is 28. The collateral is 3000. 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>300</td>
      <td>30.0</td>
      <td>3000</td>
      <td>30.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>28</td>
      <td>3000</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 & 300 & 30.000000 & 3000 & 30.000000 & 1.000000 & 2 & 28 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 300, 'assets val': 3000, 'collateral': 3000, 'dec profit': 30.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 28-year-old female is applying for a loan of 300 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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 30.0 cedis. Her educational background is secondary and the number of years that she has been in business is 1.0. 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 3000 cedis.
109,0,300,300,0,30.0,10000,1800.0,6.0,2,35,1800,0,1,0,0,1,0,Yes,"sex is 0, amnt req is 300, maturity is 30.0, assets val is 10000, dec profit is 1800.0, xperience is 6.0, educatn is 2, age is 35, collateral is 1800, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 1800.0
 - xperience : 6.0
 - educatn : 2
 - age : 35
 - collateral : 1800
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 30.0. The assets val is 10000. The dec profit is 1800.0. The xperience is 6.0. The educatn is 2. The age is 35. The collateral is 1800. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>300</td>
      <td>30.0</td>
      <td>10000</td>
      <td>1800.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>35</td>
      <td>1800</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 300 & 30.000000 & 10000 & 1800.000000 & 6.000000 & 2 & 35 & 1800 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 300, 'assets val': 10000, 'collateral': 1800, 'dec profit': 1800.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 35-year-old female is applying for a loan of 300 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1800.0 cedis. Her educational background is secondary and the number of years that she has been in business is 6.0. She provided a guarantor and this is not 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 1800 cedis.
110,1,6000,6000,0,60.0,9500,900.0,7.0,2,28,9000,0,1,1,1,3,0,Yes,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 9500, dec profit is 900.0, xperience is 7.0, educatn is 2, age is 28, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 9500
 - dec profit : 900.0
 - xperience : 7.0
 - educatn : 2
 - age : 28
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 9500. The dec profit is 900.0. The xperience is 7.0. The educatn is 2. The age is 28. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>60.0</td>
      <td>9500</td>
      <td>900.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>28</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 6000 & 60.000000 & 9500 & 900.000000 & 7.000000 & 2 & 28 & 9000 & 0 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 6000, 'assets val': 9500, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 28-year-old male is applying for a loan of 6000 cedis. The applicant works in manufacturing 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 9500 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 9000 cedis.
111,0,3000,2000,1,30.0,4000,500.0,4.0,1,32,3500,0,0,1,1,4,0,No,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 4000, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 32, collateral is 3500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 32
 - collateral : 3500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 4000. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 32. The collateral is 3500. 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>3000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>32</td>
      <td>3500</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 & 3000 & 30.000000 & 4000 & 500.000000 & 4.000000 & 1 & 32 & 3500 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 4000, 'collateral': 3500, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 32-year-old female is applying for a loan of 3000 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 30.0 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 4.0. 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 3500 cedis.
112,0,2000,2000,0,30.0,12000,1200.0,2.0,3,40,4000,0,1,0,0,3,1,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 12000, dec profit is 1200.0, xperience is 2.0, educatn is 3, age is 40, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 1200.0
 - xperience : 2.0
 - educatn : 3
 - age : 40
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 12000. The dec profit is 1200.0. The xperience is 2.0. The educatn is 3. The age is 40. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>2000</td>
      <td>30.0</td>
      <td>12000</td>
      <td>1200.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>40</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 2000 & 30.000000 & 12000 & 1200.000000 & 2.000000 & 3 & 40 & 4000 & 0 & 1 & 0 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 2000, 'assets val': 12000, 'collateral': 4000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 40-year-old female is applying for a loan of 2000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 1200.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 4000 cedis.
113,1,2000,2000,0,60.0,3000,700.0,3.0,1,34,1000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 3000, dec profit is 700.0, xperience is 3.0, educatn is 1, age is 34, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 1
 - age : 34
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 3000. The dec profit is 700.0. The xperience is 3.0. The educatn is 1. The age is 34. The collateral is 1000. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>3000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>34</td>
      <td>1000</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 & 1 & 2000 & 60.000000 & 3000 & 700.000000 & 3.000000 & 1 & 34 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 3000, 'collateral': 1000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
114,1,10000,7000,1,60.0,9000,600.0,4.0,4,49,9000,1,1,0,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 9000, dec profit is 600.0, xperience is 4.0, educatn is 4, age is 49, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 4
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 9000. The dec profit is 600.0. The xperience is 4.0. The educatn is 4. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>10000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>4</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 10000 & 60.000000 & 9000 & 600.000000 & 4.000000 & 4 & 49 & 9000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 10000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 600.0, 'educatn': 4, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 49-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is illiterate and the number of years that he has been in business is 4.0. He provided a 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 9000 cedis.
115,1,600,600,0,60.0,7000,550.0,8.0,1,46,2000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 7000, dec profit is 550.0, xperience is 8.0, educatn is 1, age is 46, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 7000
 - dec profit : 550.0
 - xperience : 8.0
 - educatn : 1
 - age : 46
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 7000. The dec profit is 550.0. The xperience is 8.0. The educatn is 1. The age is 46. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>600</td>
      <td>60.0</td>
      <td>7000</td>
      <td>550.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>46</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 600 & 60.000000 & 7000 & 550.000000 & 8.000000 & 1 & 46 & 2000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 600, 'assets val': 7000, 'collateral': 2000, 'dec profit': 550.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 8.0}",A 46-year-old male is applying for a loan of 600 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 7000 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is tertiary and the number of years that he has been in business is 8.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
116,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,9000,1,0,0,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is not 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.
117,0,2000,2000,0,60.0,60000,1400.0,4.0,2,35,60000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 60000, dec profit is 1400.0, xperience is 4.0, educatn is 2, age is 35, collateral is 60000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 60000
 - dec profit : 1400.0
 - xperience : 4.0
 - educatn : 2
 - age : 35
 - collateral : 60000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 60000. The dec profit is 1400.0. The xperience is 4.0. The educatn is 2. The age is 35. The collateral is 60000. 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>60.0</td>
      <td>60000</td>
      <td>1400.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>35</td>
      <td>60000</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 & 60.000000 & 60000 & 1400.000000 & 4.000000 & 2 & 35 & 60000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 60000, 'collateral': 60000, 'dec profit': 1400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 35-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 60.0 years. Her assets value is 60000 cedis and her declared profits (after tax) is 1400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 4.0. 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 60000 cedis.
118,0,10000,10000,0,60.0,40000,7000.0,3.0,1,49,8000,0,1,1,0,3,1,Yes,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 40000, dec profit is 7000.0, xperience is 3.0, educatn is 1, age is 49, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 40000
 - dec profit : 7000.0
 - xperience : 3.0
 - educatn : 1
 - age : 49
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 40000. The dec profit is 7000.0. The xperience is 3.0. The educatn is 1. The age is 49. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>10000</td>
      <td>60.0</td>
      <td>40000</td>
      <td>7000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>49</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 10000 & 60.000000 & 40000 & 7000.000000 & 3.000000 & 1 & 49 & 8000 & 0 & 1 & 1 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 49, 'amnt req': 10000, 'assets val': 40000, 'collateral': 8000, 'dec profit': 7000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 49-year-old female is applying for a loan of 10000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 40000 cedis and her declared profits (after tax) is 7000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. 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 does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
119,0,500,500,0,60.0,3500,200.0,23.0,2,53,2600,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 500, maturity is 60.0, assets val is 3500, dec profit is 200.0, xperience is 23.0, educatn is 2, age is 53, collateral is 2600, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 60.0
 - assets val : 3500
 - dec profit : 200.0
 - xperience : 23.0
 - educatn : 2
 - age : 53
 - collateral : 2600
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 60.0. The assets val is 3500. The dec profit is 200.0. The xperience is 23.0. The educatn is 2. The age is 53. The collateral is 2600. The locatn is 1. 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>500</td>
      <td>60.0</td>
      <td>3500</td>
      <td>200.0</td>
      <td>23.0</td>
      <td>2</td>
      <td>53</td>
      <td>2600</td>
      <td>1</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 & 500 & 60.000000 & 3500 & 200.000000 & 23.000000 & 2 & 53 & 2600 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 500, 'assets val': 3500, 'collateral': 2600, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 23.0}",A 53-year-old female is applying for a loan of 500 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 60.0 years. Her assets value is 3500 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is secondary and the number of years that she has been in business is 23.0. 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 2600 cedis.
120,1,1000,1000,0,36.0,2000,310.0,3.0,1,44,2000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 2000, dec profit is 310.0, xperience is 3.0, educatn is 1, age is 44, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 2000
 - dec profit : 310.0
 - xperience : 3.0
 - educatn : 1
 - age : 44
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 2000. The dec profit is 310.0. The xperience is 3.0. The educatn is 1. The age is 44. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>36.0</td>
      <td>2000</td>
      <td>310.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>44</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 36.000000 & 2000 & 310.000000 & 3.000000 & 1 & 44 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 1000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 310.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 44-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 310.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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.
121,0,2500,2200,1,30.0,5350,950.0,4.0,1,38,3000,1,0,0,0,1,0,No,"sex is 0, amnt req is 2500, maturity is 30.0, assets val is 5350, dec profit is 950.0, xperience is 4.0, educatn is 1, age is 38, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 30.0
 - assets val : 5350
 - dec profit : 950.0
 - xperience : 4.0
 - educatn : 1
 - age : 38
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 30.0. The assets val is 5350. The dec profit is 950.0. The xperience is 4.0. The educatn is 1. The age is 38. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>2500</td>
      <td>30.0</td>
      <td>5350</td>
      <td>950.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>38</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 2500 & 30.000000 & 5350 & 950.000000 & 4.000000 & 1 & 38 & 3000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2500, 'assets val': 5350, 'collateral': 3000, 'dec profit': 950.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 38-year-old female is applying for a loan of 2500 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 30.0 years. Her assets value is 5350 cedis and her declared profits (after tax) is 950.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 3000 cedis.
122,0,4000,4000,0,30.0,7000,1300.0,4.0,1,44,1000,0,0,1,1,4,0,Yes,"sex is 0, amnt req is 4000, maturity is 30.0, assets val is 7000, dec profit is 1300.0, xperience is 4.0, educatn is 1, age is 44, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 1300.0
 - xperience : 4.0
 - educatn : 1
 - age : 44
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 4000. The maturity is 30.0. The assets val is 7000. The dec profit is 1300.0. The xperience is 4.0. The educatn is 1. The age is 44. The collateral is 1000. 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>4000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>1300.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>44</td>
      <td>1000</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 & 4000 & 30.000000 & 7000 & 1300.000000 & 4.000000 & 1 & 44 & 1000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 7000, 'collateral': 1000, 'dec profit': 1300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 44-year-old female is applying for a loan of 4000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 1300.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 1000 cedis.
123,1,600,600,0,60.0,1000,190.0,1.0,3,26,1000,0,1,1,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 1000, dec profit is 190.0, xperience is 1.0, educatn is 3, age is 26, collateral is 1000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 190.0
 - xperience : 1.0
 - educatn : 3
 - age : 26
 - collateral : 1000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 1000. The dec profit is 190.0. The xperience is 1.0. The educatn is 3. The age is 26. The collateral is 1000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>600</td>
      <td>60.0</td>
      <td>1000</td>
      <td>190.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>26</td>
      <td>1000</td>
      <td>0</td>
      <td>1</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 & 1 & 600 & 60.000000 & 1000 & 190.000000 & 1.000000 & 3 & 26 & 1000 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 600, 'assets val': 1000, 'collateral': 1000, 'dec profit': 190.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 26-year-old male is applying for a loan of 600 cedis. The applicant works in commerce 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 190.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
124,1,3000,2800,1,30.0,5000,550.0,6.0,1,40,4000,0,1,1,1,4,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 550.0, xperience is 6.0, educatn is 1, age is 40, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 550.0
 - xperience : 6.0
 - educatn : 1
 - age : 40
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 550.0. The xperience is 6.0. The educatn is 1. The age is 40. The collateral is 4000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>550.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>40</td>
      <td>4000</td>
      <td>0</td>
      <td>1</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 & 1 & 3000 & 30.000000 & 5000 & 550.000000 & 6.000000 & 1 & 40 & 4000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 3000, 'assets val': 5000, 'collateral': 4000, 'dec profit': 550.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 40-year-old male is applying for a loan of 3000 cedis. The applicant works in agriculture 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 5000 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
125,1,1000,1000,0,30.0,4000,457.0,8.0,1,52,8000,0,0,0,1,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 4000, dec profit is 457.0, xperience is 8.0, educatn is 1, age is 52, collateral is 8000, 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 : 4000
 - dec profit : 457.0
 - xperience : 8.0
 - educatn : 1
 - age : 52
 - collateral : 8000
 - 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 4000. The dec profit is 457.0. The xperience is 8.0. The educatn is 1. The age is 52. The collateral is 8000. 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>4000</td>
      <td>457.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>52</td>
      <td>8000</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 & 4000 & 457.000000 & 8.000000 & 1 & 52 & 8000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 52, 'amnt req': 1000, 'assets val': 4000, 'collateral': 8000, 'dec profit': 457.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 8.0}",A 52-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 4000 cedis and his declared profits (after tax) is 457.0 cedis. His educational background is tertiary 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
126,1,3000,3000,0,30.0,5300,400.0,3.0,2,39,5000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 5300, dec profit is 400.0, xperience is 3.0, educatn is 2, age is 39, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5300
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 2
 - age : 39
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 5300. The dec profit is 400.0. The xperience is 3.0. The educatn is 2. The age is 39. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>3000</td>
      <td>30.0</td>
      <td>5300</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>39</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 3000 & 30.000000 & 5300 & 400.000000 & 3.000000 & 2 & 39 & 5000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 3000, 'assets val': 5300, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 39-year-old male is applying for a loan of 3000 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 30.0 years. His assets value is 5300 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
127,0,900,900,0,30.0,900,100.0,4.0,3,40,7000,0,0,1,0,5,0,Yes,"sex is 0, amnt req is 900, maturity is 30.0, assets val is 900, dec profit is 100.0, xperience is 4.0, educatn is 3, age is 40, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 900
 - maturity : 30.0
 - assets val : 900
 - dec profit : 100.0
 - xperience : 4.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 900. The maturity is 30.0. The assets val is 900. The dec profit is 100.0. The xperience is 4.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>900</td>
      <td>30.0</td>
      <td>900</td>
      <td>100.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 900 & 30.000000 & 900 & 100.000000 & 4.000000 & 3 & 40 & 7000 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 900, 'assets val': 900, 'collateral': 7000, 'dec profit': 100.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 4.0}",A 40-year-old female is applying for a loan of 900 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 900 cedis and her declared profits (after tax) is 100.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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 7000 cedis.
128,0,3000,2000,1,30.0,6000,200.0,10.0,1,35,7000,1,0,0,0,1,0,No,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 6000, dec profit is 200.0, xperience is 10.0, educatn is 1, age is 35, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 200.0
 - xperience : 10.0
 - educatn : 1
 - age : 35
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 6000. The dec profit is 200.0. The xperience is 10.0. The educatn is 1. The age is 35. The collateral is 7000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>3000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>200.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>35</td>
      <td>7000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 3000 & 30.000000 & 6000 & 200.000000 & 10.000000 & 1 & 35 & 7000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 3000, 'assets val': 6000, 'collateral': 7000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 10.0}",A 35-year-old female is applying for a loan of 3000 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 30.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 10.0. She did not provide any guarantor and this is not 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 7000 cedis.
129,0,3000,1000,1,30.0,9000,800.0,3.0,1,44,1000,1,1,1,0,1,0,No,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 9000, dec profit is 800.0, xperience is 3.0, educatn is 1, age is 44, collateral is 1000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 800.0
 - xperience : 3.0
 - educatn : 1
 - age : 44
 - collateral : 1000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 9000. The dec profit is 800.0. The xperience is 3.0. The educatn is 1. The age is 44. The collateral is 1000. The locatn is 1. The guarantor is 1. 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>3000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>800.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>44</td>
      <td>1000</td>
      <td>1</td>
      <td>1</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 & 3000 & 30.000000 & 9000 & 800.000000 & 3.000000 & 1 & 44 & 1000 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 3000, 'assets val': 9000, 'collateral': 1000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 44-year-old female is applying for a loan of 3000 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 30.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a 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 1000 cedis.
130,0,9000,6000,1,30.0,8000,800.0,2.0,4,33,8000,0,0,1,0,4,1,No,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 8000, dec profit is 800.0, xperience is 2.0, educatn is 4, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 4
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 8000. The dec profit is 800.0. The xperience is 2.0. The educatn is 4. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 4. 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>8000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>4</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>4</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 & 8000 & 800.000000 & 2.000000 & 4 & 33 & 8000 & 0 & 0 & 1 & 0 & 4 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 9000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 800.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 33-year-old female is applying for a loan of 9000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
131,0,400,400,0,60.0,2800,370.0,3.0,2,30,3000,0,0,0,1,4,0,Yes,"sex is 0, amnt req is 400, maturity is 60.0, assets val is 2800, dec profit is 370.0, xperience is 3.0, educatn is 2, age is 30, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 400
 - maturity : 60.0
 - assets val : 2800
 - dec profit : 370.0
 - xperience : 3.0
 - educatn : 2
 - age : 30
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 400. The maturity is 60.0. The assets val is 2800. The dec profit is 370.0. The xperience is 3.0. The educatn is 2. The age is 30. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>400</td>
      <td>60.0</td>
      <td>2800</td>
      <td>370.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>30</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 400 & 60.000000 & 2800 & 370.000000 & 3.000000 & 2 & 30 & 3000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 400, 'assets val': 2800, 'collateral': 3000, 'dec profit': 370.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 30-year-old female is applying for a loan of 400 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 60.0 years. Her assets value is 2800 cedis and her declared profits (after tax) is 370.0 cedis. Her educational background is secondary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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 3000 cedis.
132,0,500,500,0,60.0,2600,400.0,16.0,2,53,2800,0,0,1,0,5,0,Yes,"sex is 0, amnt req is 500, maturity is 60.0, assets val is 2600, dec profit is 400.0, xperience is 16.0, educatn is 2, age is 53, collateral is 2800, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 60.0
 - assets val : 2600
 - dec profit : 400.0
 - xperience : 16.0
 - educatn : 2
 - age : 53
 - collateral : 2800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 60.0. The assets val is 2600. The dec profit is 400.0. The xperience is 16.0. The educatn is 2. The age is 53. The collateral is 2800. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>500</td>
      <td>60.0</td>
      <td>2600</td>
      <td>400.0</td>
      <td>16.0</td>
      <td>2</td>
      <td>53</td>
      <td>2800</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 500 & 60.000000 & 2600 & 400.000000 & 16.000000 & 2 & 53 & 2800 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 500, 'assets val': 2600, 'collateral': 2800, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 16.0}",A 53-year-old female is applying for a loan of 500 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 2600 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 16.0. 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 2800 cedis.
133,1,9000,6000,1,60.0,9000,1200.0,8.0,3,40,7000,0,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 8.0, educatn is 3, age is 40, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 9000 & 60.000000 & 9000 & 1200.000000 & 8.000000 & 3 & 40 & 7000 & 0 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 9000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He provided a 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 7000 cedis.
134,1,3500,3500,0,15.0,5500,550.0,3.0,1,38,2000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 3500, maturity is 15.0, assets val is 5500, dec profit is 550.0, xperience is 3.0, educatn is 1, age is 38, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3500
 - maturity : 15.0
 - assets val : 5500
 - dec profit : 550.0
 - xperience : 3.0
 - educatn : 1
 - age : 38
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3500. The maturity is 15.0. The assets val is 5500. The dec profit is 550.0. The xperience is 3.0. The educatn is 1. The age is 38. The collateral is 2000. 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>1</td>
      <td>3500</td>
      <td>15.0</td>
      <td>5500</td>
      <td>550.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>38</td>
      <td>2000</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 & 1 & 3500 & 15.000000 & 5500 & 550.000000 & 3.000000 & 1 & 38 & 2000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 3500, 'assets val': 5500, 'collateral': 2000, 'dec profit': 550.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 38-year-old male is applying for a loan of 3500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 5500 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 2000 cedis.
135,0,2000,1500,1,60.0,2800,300.0,2.0,1,43,3000,0,0,0,1,1,0,No,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 2800, dec profit is 300.0, xperience is 2.0, educatn is 1, age is 43, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 2.0
 - educatn : 1
 - age : 43
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 2800. The dec profit is 300.0. The xperience is 2.0. The educatn is 1. The age is 43. 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>0</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>43</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 & 0 & 2000 & 60.000000 & 2800 & 300.000000 & 2.000000 & 1 & 43 & 3000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 2000, 'assets val': 2800, 'collateral': 3000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 43-year-old female is applying for a loan of 2000 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 60.0 years. Her assets value is 2800 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 3000 cedis.
136,1,1500,1500,0,30.0,700,180.0,3.0,3,30,2000,1,0,0,0,5,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 700, dec profit is 180.0, xperience is 3.0, educatn is 3, age is 30, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 700
 - dec profit : 180.0
 - xperience : 3.0
 - educatn : 3
 - age : 30
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 700. The dec profit is 180.0. The xperience is 3.0. The educatn is 3. The age is 30. The collateral is 2000. 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>1500</td>
      <td>30.0</td>
      <td>700</td>
      <td>180.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>30</td>
      <td>2000</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 & 1500 & 30.000000 & 700 & 180.000000 & 3.000000 & 3 & 30 & 2000 & 1 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 1500, 'assets val': 700, 'collateral': 2000, 'dec profit': 180.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 30-year-old male is applying for a loan of 1500 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 30.0 years. His assets value is 700 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 2000 cedis.
137,0,3000,3000,0,60.0,15000,1000.0,15.0,3,40,1500,1,0,1,1,2,0,Yes,"sex is 0, amnt req is 3000, maturity is 60.0, assets val is 15000, dec profit is 1000.0, xperience is 15.0, educatn is 3, age is 40, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 15000
 - dec profit : 1000.0
 - xperience : 15.0
 - educatn : 3
 - age : 40
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 60.0. The assets val is 15000. The dec profit is 1000.0. The xperience is 15.0. The educatn is 3. The age is 40. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 2. 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>3000</td>
      <td>60.0</td>
      <td>15000</td>
      <td>1000.0</td>
      <td>15.0</td>
      <td>3</td>
      <td>40</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 3000 & 60.000000 & 15000 & 1000.000000 & 15.000000 & 3 & 40 & 1500 & 1 & 0 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 3000, 'assets val': 15000, 'collateral': 1500, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 15.0}",A 40-year-old female is applying for a loan of 3000 cedis. The applicant works in transport sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 15000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 15.0. 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 1500 cedis.
138,1,2000,2000,0,30.0,2000,700.0,1.0,3,35,3000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 700.0, xperience is 1.0, educatn is 3, age is 35, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 700.0
 - xperience : 1.0
 - educatn : 3
 - age : 35
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 700.0. The xperience is 1.0. The educatn is 3. The age is 35. The collateral is 3000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>700.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>35</td>
      <td>3000</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 & 1 & 2000 & 30.000000 & 2000 & 700.000000 & 1.000000 & 3 & 35 & 3000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 2000, 'collateral': 3000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 35-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
139,1,600,600,0,60.0,2000,500.0,2.0,3,26,2000,0,0,0,1,1,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 2000, dec profit is 500.0, xperience is 2.0, educatn is 3, age is 26, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 500.0
 - xperience : 2.0
 - educatn : 3
 - age : 26
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 2000. The dec profit is 500.0. The xperience is 2.0. The educatn is 3. The age is 26. The collateral is 2000. 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>600</td>
      <td>60.0</td>
      <td>2000</td>
      <td>500.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>26</td>
      <td>2000</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 & 600 & 60.000000 & 2000 & 500.000000 & 2.000000 & 3 & 26 & 2000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 600, 'assets val': 2000, 'collateral': 2000, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 26-year-old male is applying for a loan of 600 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 60.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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.
140,1,400,400,0,30.0,4000,500.0,4.0,1,33,100,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 400, maturity is 30.0, assets val is 4000, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 33, collateral is 100, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 33
 - collateral : 100
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 30.0. The assets val is 4000. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 33. The collateral is 100. The locatn is 1. 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>1</td>
      <td>400</td>
      <td>30.0</td>
      <td>4000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>33</td>
      <td>100</td>
      <td>1</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 & 1 & 400 & 30.000000 & 4000 & 500.000000 & 4.000000 & 1 & 33 & 100 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 400, 'assets val': 4000, 'collateral': 100, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 33-year-old male is applying for a loan of 400 cedis. The applicant works in agriculture 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 4000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 100 cedis.
141,1,700,700,0,12.0,1500,318.0,9.0,1,38,20000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 700, maturity is 12.0, assets val is 1500, dec profit is 318.0, xperience is 9.0, educatn is 1, age is 38, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 12.0
 - assets val : 1500
 - dec profit : 318.0
 - xperience : 9.0
 - educatn : 1
 - age : 38
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 12.0. The assets val is 1500. The dec profit is 318.0. The xperience is 9.0. The educatn is 1. The age is 38. The collateral is 20000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>700</td>
      <td>12.0</td>
      <td>1500</td>
      <td>318.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>38</td>
      <td>20000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 700 & 12.000000 & 1500 & 318.000000 & 9.000000 & 1 & 38 & 20000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 700, 'assets val': 1500, 'collateral': 20000, 'dec profit': 318.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 9.0}",A 38-year-old male is applying for a loan of 700 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 1500 cedis and his declared profits (after tax) is 318.0 cedis. His educational background is tertiary and the number of years that he has been in business is 9.0. 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 20000 cedis.
142,0,9000,6000,1,,8000,800.0,2.0,4,33,8000,0,0,1,0,4,1,No,"sex is 0, amnt req is 9000, maturity is None, assets val is 8000, dec profit is 800.0, xperience is 2.0, educatn is 4, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : None
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 4
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is None. The assets val is 8000. The dec profit is 800.0. The xperience is 2.0. The educatn is 4. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 4. 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>None</td>
      <td>8000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>4</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 9000 & None & 8000 & 800.000000 & 2.000000 & 4 & 33 & 8000 & 0 & 0 & 1 & 0 & 4 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 9000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 800.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': None, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 33-year-old female is applying for a loan of 9000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is None years. Her assets value is 8000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
143,1,10000,7000,1,60.0,8000,250.0,2.0,2,39,6000,1,1,1,0,2,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 8000, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 39, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 8000. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>10000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 10000 & 60.000000 & 8000 & 250.000000 & 2.000000 & 2 & 39 & 6000 & 1 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 10000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 10000 cedis. The applicant works in transport 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 8000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary 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 6000 cedis.
144,1,2000,2000,0,30.0,2500,680.0,1.0,2,32,3000,1,0,1,0,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2500, dec profit is 680.0, xperience is 1.0, educatn is 2, age is 32, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 680.0
 - xperience : 1.0
 - educatn : 2
 - age : 32
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2500. The dec profit is 680.0. The xperience is 1.0. The educatn is 2. The age is 32. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>2500</td>
      <td>680.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>32</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 2500 & 680.000000 & 1.000000 & 2 & 32 & 3000 & 1 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 2500, 'collateral': 3000, 'dec profit': 680.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 1.0}",A 32-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 2500 cedis and his declared profits (after tax) is 680.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He did not provide any 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 3000 cedis.
145,0,3000,3000,0,30.0,5000,300.0,5.0,2,36,4000,0,0,0,1,3,0,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 300.0, xperience is 5.0, educatn is 2, age is 36, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 300.0
 - xperience : 5.0
 - educatn : 2
 - age : 36
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 300.0. The xperience is 5.0. The educatn is 2. The age is 36. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 3. 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>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>300.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>36</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 3000 & 30.000000 & 5000 & 300.000000 & 5.000000 & 2 & 36 & 4000 & 0 & 0 & 0 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 3000, 'assets val': 5000, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 36-year-old female is applying for a loan of 3000 cedis. The applicant works in manufacturing 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 300.0 cedis. Her educational background is secondary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 4000 cedis.
146,0,10000,10000,0,60.0,300000,7000.0,2.0,3,52,9000,0,1,1,1,3,1,Yes,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 300000, dec profit is 7000.0, xperience is 2.0, educatn is 3, age is 52, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 300000
 - dec profit : 7000.0
 - xperience : 2.0
 - educatn : 3
 - age : 52
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 300000. The dec profit is 7000.0. The xperience is 2.0. The educatn is 3. The age is 52. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>10000</td>
      <td>60.0</td>
      <td>300000</td>
      <td>7000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>52</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 10000 & 60.000000 & 300000 & 7000.000000 & 2.000000 & 3 & 52 & 9000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 52, 'amnt req': 10000, 'assets val': 300000, 'collateral': 9000, 'dec profit': 7000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 52-year-old female is applying for a loan of 10000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 300000 cedis and her declared profits (after tax) is 7000.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. 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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
147,0,1000,1000,0,30.0,4500,550.0,9.0,2,47,6500,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 4500, dec profit is 550.0, xperience is 9.0, educatn is 2, age is 47, collateral is 6500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 4500
 - dec profit : 550.0
 - xperience : 9.0
 - educatn : 2
 - age : 47
 - collateral : 6500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 4500. The dec profit is 550.0. The xperience is 9.0. The educatn is 2. The age is 47. The collateral is 6500. The locatn is 1. 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>1000</td>
      <td>30.0</td>
      <td>4500</td>
      <td>550.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>47</td>
      <td>6500</td>
      <td>1</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 & 1000 & 30.000000 & 4500 & 550.000000 & 9.000000 & 2 & 47 & 6500 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 1000, 'assets val': 4500, 'collateral': 6500, 'dec profit': 550.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 9.0}",A 47-year-old female is applying for a loan of 1000 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 30.0 years. Her assets value is 4500 cedis and her declared profits (after tax) is 550.0 cedis. Her educational background is secondary and the number of years that she has been in business is 9.0. 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 6500 cedis.
148,1,4000,4000,0,30.0,10000,3600.0,4.0,1,43,6000,1,1,0,0,1,1,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 10000, dec profit is 3600.0, xperience is 4.0, educatn is 1, age is 43, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 1","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 3600.0
 - xperience : 4.0
 - educatn : 1
 - age : 43
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 1",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 10000. The dec profit is 3600.0. The xperience is 4.0. The educatn is 1. The age is 43. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 0. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>3600.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>43</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 4000 & 30.000000 & 10000 & 3600.000000 & 4.000000 & 1 & 43 & 6000 & 1 & 1 & 0 & 0 & 1 & 1 \\
\end{tabular}
","{'age': 43, 'amnt req': 4000, 'assets val': 10000, 'collateral': 6000, 'dec profit': 3600.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 43-year-old male is applying for a loan of 4000 cedis. The applicant works in commerce 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 3600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He provided a guarantor and this is not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He resides or have his business close to the bank. The value of his collateral is 6000 cedis.
149,0,5000,5000,0,30.0,11000,1000.0,9.0,1,27,1500,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 11000, dec profit is 1000.0, xperience is 9.0, educatn is 1, age is 27, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 11000
 - dec profit : 1000.0
 - xperience : 9.0
 - educatn : 1
 - age : 27
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 11000. The dec profit is 1000.0. The xperience is 9.0. The educatn is 1. The age is 27. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>11000</td>
      <td>1000.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>27</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 5000 & 30.000000 & 11000 & 1000.000000 & 9.000000 & 1 & 27 & 1500 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 5000, 'assets val': 11000, 'collateral': 1500, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 9.0}",A 27-year-old female is applying for a loan of 5000 cedis. The applicant works in service 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 11000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 9.0. 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 1500 cedis.
150,1,1500,1500,0,30.0,7000,150.0,4.0,2,33,7000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 7000, dec profit is 150.0, xperience is 4.0, educatn is 2, age is 33, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 150.0
 - xperience : 4.0
 - educatn : 2
 - age : 33
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 7000. The dec profit is 150.0. The xperience is 4.0. The educatn is 2. The age is 33. The collateral is 7000. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>7000</td>
      <td>150.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>33</td>
      <td>7000</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 & 1 & 1500 & 30.000000 & 7000 & 150.000000 & 4.000000 & 2 & 33 & 7000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1500, 'assets val': 7000, 'collateral': 7000, 'dec profit': 150.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 33-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 7000 cedis and his declared profits (after tax) is 150.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
151,1,1000,900,1,20.0,1800,225.0,2.0,1,48,8000,1,0,0,0,1,0,No,"sex is 1, amnt req is 1000, maturity is 20.0, assets val is 1800, dec profit is 225.0, xperience is 2.0, educatn is 1, age is 48, collateral is 8000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 20.0
 - assets val : 1800
 - dec profit : 225.0
 - xperience : 2.0
 - educatn : 1
 - age : 48
 - collateral : 8000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 20.0. The assets val is 1800. The dec profit is 225.0. The xperience is 2.0. The educatn is 1. The age is 48. The collateral is 8000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>20.0</td>
      <td>1800</td>
      <td>225.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>48</td>
      <td>8000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 20.000000 & 1800 & 225.000000 & 2.000000 & 1 & 48 & 8000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 1000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 225.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 48-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1800 cedis and his declared profits (after tax) is 225.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 8000 cedis.
152,0,5000,5000,0,30.0,12000,500.0,20.0,2,52,7000,0,0,1,1,3,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 12000, dec profit is 500.0, xperience is 20.0, educatn is 2, age is 52, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 500.0
 - xperience : 20.0
 - educatn : 2
 - age : 52
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 12000. The dec profit is 500.0. The xperience is 20.0. The educatn is 2. The age is 52. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>30.0</td>
      <td>12000</td>
      <td>500.0</td>
      <td>20.0</td>
      <td>2</td>
      <td>52</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 30.000000 & 12000 & 500.000000 & 20.000000 & 2 & 52 & 7000 & 0 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 52, 'amnt req': 5000, 'assets val': 12000, 'collateral': 7000, 'dec profit': 500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 20.0}",A 52-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 12000 cedis and her declared profits (after tax) is 500.0 cedis. Her educational background is secondary and the number of years that she has been in business is 20.0. 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 7000 cedis.
153,0,20000,10000,1,60.0,5000,100.0,1.0,2,30,9000,1,0,0,1,4,0,No,"sex is 0, amnt req is 20000, maturity is 60.0, assets val is 5000, dec profit is 100.0, xperience is 1.0, educatn is 2, age is 30, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 20000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 100.0
 - xperience : 1.0
 - educatn : 2
 - age : 30
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 20000. The maturity is 60.0. The assets val is 5000. The dec profit is 100.0. The xperience is 1.0. The educatn is 2. The age is 30. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>20000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>100.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>30</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 20000 & 60.000000 & 5000 & 100.000000 & 1.000000 & 2 & 30 & 9000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 20000, 'assets val': 5000, 'collateral': 9000, 'dec profit': 100.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 1.0}",A 30-year-old female is applying for a loan of 20000 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 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 100.0 cedis. Her educational background is secondary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 9000 cedis.
154,1,3000,3000,0,30.0,6000,720.0,2.0,1,50,1100,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 6000, dec profit is 720.0, xperience is 2.0, educatn is 1, age is 50, collateral is 1100, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 720.0
 - xperience : 2.0
 - educatn : 1
 - age : 50
 - collateral : 1100
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 6000. The dec profit is 720.0. The xperience is 2.0. The educatn is 1. The age is 50. The collateral is 1100. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>720.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>50</td>
      <td>1100</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 3000 & 30.000000 & 6000 & 720.000000 & 2.000000 & 1 & 50 & 1100 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 3000, 'assets val': 6000, 'collateral': 1100, 'dec profit': 720.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 50-year-old male is applying for a loan of 3000 cedis. The applicant works in agriculture 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 6000 cedis and his declared profits (after tax) is 720.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 1100 cedis.
155,0,500,500,0,36.0,2000,210.0,3.0,1,25,2500,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 500, maturity is 36.0, assets val is 2000, dec profit is 210.0, xperience is 3.0, educatn is 1, age is 25, collateral is 2500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 36.0
 - assets val : 2000
 - dec profit : 210.0
 - xperience : 3.0
 - educatn : 1
 - age : 25
 - collateral : 2500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 36.0. The assets val is 2000. The dec profit is 210.0. The xperience is 3.0. The educatn is 1. The age is 25. The collateral is 2500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>500</td>
      <td>36.0</td>
      <td>2000</td>
      <td>210.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>25</td>
      <td>2500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 500 & 36.000000 & 2000 & 210.000000 & 3.000000 & 1 & 25 & 2500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 500, 'assets val': 2000, 'collateral': 2500, 'dec profit': 210.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 25-year-old female is applying for a loan of 500 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 2000 cedis and her declared profits (after tax) is 210.0 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 not 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 2500 cedis.
156,0,10000,10000,0,36.0,4000,350.0,10.0,3,35,4000,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 10000, maturity is 36.0, assets val is 4000, dec profit is 350.0, xperience is 10.0, educatn is 3, age is 35, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 36.0
 - assets val : 4000
 - dec profit : 350.0
 - xperience : 10.0
 - educatn : 3
 - age : 35
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 36.0. The assets val is 4000. The dec profit is 350.0. The xperience is 10.0. The educatn is 3. The age is 35. The collateral is 4000. 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>10000</td>
      <td>36.0</td>
      <td>4000</td>
      <td>350.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>35</td>
      <td>4000</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 & 10000 & 36.000000 & 4000 & 350.000000 & 10.000000 & 3 & 35 & 4000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 10000, 'assets val': 4000, 'collateral': 4000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 10.0}",A 35-year-old female is applying for a loan of 10000 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 350.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. 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 4000 cedis.
157,1,600,600,0,36.0,1200,200.0,4.0,1,28,2000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 600, maturity is 36.0, assets val is 1200, dec profit is 200.0, xperience is 4.0, educatn is 1, age is 28, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 36.0
 - assets val : 1200
 - dec profit : 200.0
 - xperience : 4.0
 - educatn : 1
 - age : 28
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 36.0. The assets val is 1200. The dec profit is 200.0. The xperience is 4.0. The educatn is 1. The age is 28. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>600</td>
      <td>36.0</td>
      <td>1200</td>
      <td>200.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>28</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 600 & 36.000000 & 1200 & 200.000000 & 4.000000 & 1 & 28 & 2000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 600, 'assets val': 1200, 'collateral': 2000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 28-year-old male is applying for a loan of 600 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 36.0 years. His assets value is 1200 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
158,1,1200,1200,0,30.0,3700,500.0,5.0,1,35,3000,0,0,1,0,5,0,Yes,"sex is 1, amnt req is 1200, maturity is 30.0, assets val is 3700, dec profit is 500.0, xperience is 5.0, educatn is 1, age is 35, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 1200
 - maturity : 30.0
 - assets val : 3700
 - dec profit : 500.0
 - xperience : 5.0
 - educatn : 1
 - age : 35
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1200. The maturity is 30.0. The assets val is 3700. The dec profit is 500.0. The xperience is 5.0. The educatn is 1. The age is 35. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>1200</td>
      <td>30.0</td>
      <td>3700</td>
      <td>500.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>35</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 1200 & 30.000000 & 3700 & 500.000000 & 5.000000 & 1 & 35 & 3000 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 1200, 'assets val': 3700, 'collateral': 3000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 35-year-old male is applying for a loan of 1200 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 30.0 years. His assets value is 3700 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
159,0,4000,3000,1,60.0,70000,2800.0,4.0,1,43,7000,1,1,0,1,3,1,No,"sex is 0, amnt req is 4000, maturity is 60.0, assets val is 70000, dec profit is 2800.0, xperience is 4.0, educatn is 1, age is 43, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 4000
 - maturity : 60.0
 - assets val : 70000
 - dec profit : 2800.0
 - xperience : 4.0
 - educatn : 1
 - age : 43
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 4000. The maturity is 60.0. The assets val is 70000. The dec profit is 2800.0. The xperience is 4.0. The educatn is 1. The age is 43. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>4000</td>
      <td>60.0</td>
      <td>70000</td>
      <td>2800.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>43</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 4000 & 60.000000 & 70000 & 2800.000000 & 4.000000 & 1 & 43 & 7000 & 1 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 43, 'amnt req': 4000, 'assets val': 70000, 'collateral': 7000, 'dec profit': 2800.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 43-year-old female is applying for a loan of 4000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 70000 cedis and her declared profits (after tax) is 2800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She provided a guarantor and this is not 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 7000 cedis.
160,1,800,800,0,60.0,4000,200.0,15.0,1,40,4000,0,1,1,0,4,0,Yes,"sex is 1, amnt req is 800, maturity is 60.0, assets val is 4000, dec profit is 200.0, xperience is 15.0, educatn is 1, age is 40, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 200.0
 - xperience : 15.0
 - educatn : 1
 - age : 40
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 60.0. The assets val is 4000. The dec profit is 200.0. The xperience is 15.0. The educatn is 1. The age is 40. The collateral is 4000. The locatn is 0. 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>800</td>
      <td>60.0</td>
      <td>4000</td>
      <td>200.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>40</td>
      <td>4000</td>
      <td>0</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 & 800 & 60.000000 & 4000 & 200.000000 & 15.000000 & 1 & 40 & 4000 & 0 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 800, 'assets val': 4000, 'collateral': 4000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 15.0}",A 40-year-old male is applying for a loan of 800 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 60.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 15.0. 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
161,1,3000,2000,1,30.0,5500,870.0,7.0,1,32,20000,1,0,1,0,1,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 5500, dec profit is 870.0, xperience is 7.0, educatn is 1, age is 32, collateral is 20000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5500
 - dec profit : 870.0
 - xperience : 7.0
 - educatn : 1
 - age : 32
 - collateral : 20000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 5500. The dec profit is 870.0. The xperience is 7.0. The educatn is 1. The age is 32. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>5500</td>
      <td>870.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>32</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 & 1 & 3000 & 30.000000 & 5500 & 870.000000 & 7.000000 & 1 & 32 & 20000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 5500, 'collateral': 20000, 'dec profit': 870.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 32-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 5500 cedis and his declared profits (after tax) is 870.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 20000 cedis.
162,1,1500,1000,1,30.0,2000,230.0,3.0,1,50,2000,0,0,1,0,1,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 2000, dec profit is 230.0, xperience is 3.0, educatn is 1, age is 50, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 230.0
 - xperience : 3.0
 - educatn : 1
 - age : 50
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 2000. The dec profit is 230.0. The xperience is 3.0. The educatn is 1. The age is 50. The collateral is 2000. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>2000</td>
      <td>230.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>50</td>
      <td>2000</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 & 1 & 1500 & 30.000000 & 2000 & 230.000000 & 3.000000 & 1 & 50 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 1500, 'assets val': 2000, 'collateral': 2000, 'dec profit': 230.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 50-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 230.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
163,1,3000,1500,1,30.0,5000,750.0,6.0,1,32,2000,0,0,0,0,3,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 750.0, xperience is 6.0, educatn is 1, age is 32, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 750.0
 - xperience : 6.0
 - educatn : 1
 - age : 32
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 750.0. The xperience is 6.0. The educatn is 1. The age is 32. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>750.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>32</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 3000 & 30.000000 & 5000 & 750.000000 & 6.000000 & 1 & 32 & 2000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 5000, 'collateral': 2000, 'dec profit': 750.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 6.0}",A 32-year-old male is applying for a loan of 3000 cedis. The applicant works in manufacturing 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 5000 cedis and his declared profits (after tax) is 750.0 cedis. His educational background is tertiary 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 2000 cedis.
164,1,10000,8000,1,30.0,4600,350.0,2.0,2,29,10000,0,0,0,1,1,0,No,"sex is 1, amnt req is 10000, maturity is 30.0, assets val is 4600, dec profit is 350.0, xperience is 2.0, educatn is 2, age is 29, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4600
 - dec profit : 350.0
 - xperience : 2.0
 - educatn : 2
 - age : 29
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 30.0. The assets val is 4600. The dec profit is 350.0. The xperience is 2.0. The educatn is 2. The age is 29. The collateral is 10000. 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>10000</td>
      <td>30.0</td>
      <td>4600</td>
      <td>350.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>29</td>
      <td>10000</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 & 10000 & 30.000000 & 4600 & 350.000000 & 2.000000 & 2 & 29 & 10000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 10000, 'assets val': 4600, 'collateral': 10000, 'dec profit': 350.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 29-year-old male is applying for a loan of 10000 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 4600 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. 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 10000 cedis.
165,1,2500,2000,1,60.0,5600,600.0,4.0,1,31,1500,0,1,1,0,1,0,No,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 5600, dec profit is 600.0, xperience is 4.0, educatn is 1, age is 31, collateral is 1500, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 5600
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 1
 - age : 31
 - collateral : 1500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 5600. The dec profit is 600.0. The xperience is 4.0. The educatn is 1. The age is 31. The collateral is 1500. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>2500</td>
      <td>60.0</td>
      <td>5600</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>31</td>
      <td>1500</td>
      <td>0</td>
      <td>1</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 & 1 & 2500 & 60.000000 & 5600 & 600.000000 & 4.000000 & 1 & 31 & 1500 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 2500, 'assets val': 5600, 'collateral': 1500, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 31-year-old male is applying for a loan of 2500 cedis. The applicant works in commerce 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 5600 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
166,1,500,500,0,60.0,2000,280.0,4.0,1,29,2000,1,1,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 2000, dec profit is 280.0, xperience is 4.0, educatn is 1, age is 29, collateral is 2000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 280.0
 - xperience : 4.0
 - educatn : 1
 - age : 29
 - collateral : 2000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 2000. The dec profit is 280.0. The xperience is 4.0. The educatn is 1. The age is 29. The collateral is 2000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>500</td>
      <td>60.0</td>
      <td>2000</td>
      <td>280.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>29</td>
      <td>2000</td>
      <td>1</td>
      <td>1</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 & 1 & 500 & 60.000000 & 2000 & 280.000000 & 4.000000 & 1 & 29 & 2000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 500, 'assets val': 2000, 'collateral': 2000, 'dec profit': 280.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 29-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 280.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 2000 cedis.
167,1,500,500,0,15.0,1500,312.0,6.0,1,24,20000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 15.0, assets val is 1500, dec profit is 312.0, xperience is 6.0, educatn is 1, age is 24, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 15.0
 - assets val : 1500
 - dec profit : 312.0
 - xperience : 6.0
 - educatn : 1
 - age : 24
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 15.0. The assets val is 1500. The dec profit is 312.0. The xperience is 6.0. The educatn is 1. The age is 24. The collateral is 20000. 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>1</td>
      <td>500</td>
      <td>15.0</td>
      <td>1500</td>
      <td>312.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>24</td>
      <td>20000</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 & 1 & 500 & 15.000000 & 1500 & 312.000000 & 6.000000 & 1 & 24 & 20000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 24, 'amnt req': 500, 'assets val': 1500, 'collateral': 20000, 'dec profit': 312.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 24-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 1500 cedis and his declared profits (after tax) is 312.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 20000 cedis.
168,1,2000,2000,0,60.0,2000,580.0,2.0,3,32,2000,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2000, dec profit is 580.0, xperience is 2.0, educatn is 3, age is 32, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 580.0
 - xperience : 2.0
 - educatn : 3
 - age : 32
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2000. The dec profit is 580.0. The xperience is 2.0. The educatn is 3. The age is 32. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>580.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>32</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 60.000000 & 2000 & 580.000000 & 2.000000 & 3 & 32 & 2000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 580.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 32-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 580.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 2000 cedis.
169,0,7000,5500,1,30.0,7000,400.0,5.0,2,45,5000,0,0,0,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>7000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 7000 & 30.000000 & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 5000 cedis.
170,0,5000,5000,0,30.0,10000,1800.0,1.0,1,46,1000,0,0,0,1,1,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 10000, dec profit is 1800.0, xperience is 1.0, educatn is 1, age is 46, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 1800.0
 - xperience : 1.0
 - educatn : 1
 - age : 46
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 10000. The dec profit is 1800.0. The xperience is 1.0. The educatn is 1. The age is 46. The collateral is 1000. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>1800.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>46</td>
      <td>1000</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 & 0 & 5000 & 30.000000 & 10000 & 1800.000000 & 1.000000 & 1 & 46 & 1000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 5000, 'assets val': 10000, 'collateral': 1000, 'dec profit': 1800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 46-year-old female is applying for a loan of 5000 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 10000 cedis and her declared profits (after tax) is 1800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 1000 cedis.
171,0,9000,6000,1,30.0,8000,800.0,2.0,4,33,8000,0,0,1,0,4,1,No,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 8000, dec profit is 800.0, xperience is 2.0, educatn is 4, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 4
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 8000. The dec profit is 800.0. The xperience is 2.0. The educatn is 4. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 4. 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>8000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>4</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>4</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 & 8000 & 800.000000 & 2.000000 & 4 & 33 & 8000 & 0 & 0 & 1 & 0 & 4 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 9000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 800.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 33-year-old female is applying for a loan of 9000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
172,1,400,400,0,15.0,8000,600.0,4.0,1,46,4000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 400, maturity is 15.0, assets val is 8000, dec profit is 600.0, xperience is 4.0, educatn is 1, age is 46, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 15.0
 - assets val : 8000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 1
 - age : 46
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 15.0. The assets val is 8000. The dec profit is 600.0. The xperience is 4.0. The educatn is 1. The age is 46. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>400</td>
      <td>15.0</td>
      <td>8000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>46</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 400 & 15.000000 & 8000 & 600.000000 & 4.000000 & 1 & 46 & 4000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 400, 'assets val': 8000, 'collateral': 4000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 46-year-old male is applying for a loan of 400 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 8000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 4000 cedis.
173,0,5000,5000,0,30.0,14000,1300.0,3.0,1,37,1200,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 14000, dec profit is 1300.0, xperience is 3.0, educatn is 1, age is 37, collateral is 1200, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 14000
 - dec profit : 1300.0
 - xperience : 3.0
 - educatn : 1
 - age : 37
 - collateral : 1200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 14000. The dec profit is 1300.0. The xperience is 3.0. The educatn is 1. The age is 37. The collateral is 1200. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>14000</td>
      <td>1300.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>37</td>
      <td>1200</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 & 0 & 5000 & 30.000000 & 14000 & 1300.000000 & 3.000000 & 1 & 37 & 1200 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 5000, 'assets val': 14000, 'collateral': 1200, 'dec profit': 1300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 37-year-old female is applying for a loan of 5000 cedis. The applicant works in service 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 14000 cedis and her declared profits (after tax) is 1300.0 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 not 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 1200 cedis.
174,0,300,300,0,60.0,5200,530.0,19.0,2,50,1500,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 300, maturity is 60.0, assets val is 5200, dec profit is 530.0, xperience is 19.0, educatn is 2, age is 50, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 60.0
 - assets val : 5200
 - dec profit : 530.0
 - xperience : 19.0
 - educatn : 2
 - age : 50
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 60.0. The assets val is 5200. The dec profit is 530.0. The xperience is 19.0. The educatn is 2. The age is 50. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>300</td>
      <td>60.0</td>
      <td>5200</td>
      <td>530.0</td>
      <td>19.0</td>
      <td>2</td>
      <td>50</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 300 & 60.000000 & 5200 & 530.000000 & 19.000000 & 2 & 50 & 1500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 300, 'assets val': 5200, 'collateral': 1500, 'dec profit': 530.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 19.0}",A 50-year-old female is applying for a loan of 300 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 60.0 years. Her assets value is 5200 cedis and her declared profits (after tax) is 530.0 cedis. Her educational background is secondary and the number of years that she has been in business is 19.0. She did not provide any guarantor and this is not 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 1500 cedis.
175,1,1000,1000,0,60.0,5000,400.0,18.0,2,43,5000,0,1,0,0,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 60.0, assets val is 5000, dec profit is 400.0, xperience is 18.0, educatn is 2, age is 43, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 400.0
 - xperience : 18.0
 - educatn : 2
 - age : 43
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 60.0. The assets val is 5000. The dec profit is 400.0. The xperience is 18.0. The educatn is 2. The age is 43. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>400.0</td>
      <td>18.0</td>
      <td>2</td>
      <td>43</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1000 & 60.000000 & 5000 & 400.000000 & 18.000000 & 2 & 43 & 5000 & 0 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 1000, 'assets val': 5000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 18.0}",A 43-year-old male is applying for a loan of 1000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 18.0. He provided a 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 5000 cedis.
176,1,3000,3000,0,30.0,4000,1500.0,7.0,2,37,4000,1,0,1,1,3,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 4000, dec profit is 1500.0, xperience is 7.0, educatn is 2, age is 37, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 1500.0
 - xperience : 7.0
 - educatn : 2
 - age : 37
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 4000. The dec profit is 1500.0. The xperience is 7.0. The educatn is 2. The age is 37. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>3000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>1500.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>37</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 3000 & 30.000000 & 4000 & 1500.000000 & 7.000000 & 2 & 37 & 4000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 3000, 'assets val': 4000, 'collateral': 4000, 'dec profit': 1500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 37-year-old male is applying for a loan of 3000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 1500.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. He did not provide any 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 4000 cedis.
177,1,1500,1500,0,30.0,3000,360.0,2.0,1,24,1000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 3000, dec profit is 360.0, xperience is 2.0, educatn is 1, age is 24, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 360.0
 - xperience : 2.0
 - educatn : 1
 - age : 24
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 3000. The dec profit is 360.0. The xperience is 2.0. The educatn is 1. The age is 24. The collateral is 1000. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>3000</td>
      <td>360.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>24</td>
      <td>1000</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 & 1 & 1500 & 30.000000 & 3000 & 360.000000 & 2.000000 & 1 & 24 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 24, 'amnt req': 1500, 'assets val': 3000, 'collateral': 1000, 'dec profit': 360.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 24-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 360.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
178,1,500,500,0,60.0,2000,150.0,5.0,1,30,2000,0,1,1,0,3,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 2000, dec profit is 150.0, xperience is 5.0, educatn is 1, age is 30, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 150.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 2000. The dec profit is 150.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 2000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>500</td>
      <td>60.0</td>
      <td>2000</td>
      <td>150.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>2000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 500 & 60.000000 & 2000 & 150.000000 & 5.000000 & 1 & 30 & 2000 & 0 & 1 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 500, 'assets val': 2000, 'collateral': 2000, 'dec profit': 150.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 500 cedis. The applicant works in manufacturing 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 2000 cedis and his declared profits (after tax) is 150.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
179,1,12000,10000,1,30.0,9000,490.0,4.0,3,34,9000,0,1,1,1,4,0,No,"sex is 1, amnt req is 12000, maturity is 30.0, assets val is 9000, dec profit is 490.0, xperience is 4.0, educatn is 3, age is 34, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 490.0
 - xperience : 4.0
 - educatn : 3
 - age : 34
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 30.0. The assets val is 9000. The dec profit is 490.0. The xperience is 4.0. The educatn is 3. The age is 34. The collateral is 9000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>12000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>490.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>34</td>
      <td>9000</td>
      <td>0</td>
      <td>1</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 & 1 & 12000 & 30.000000 & 9000 & 490.000000 & 4.000000 & 3 & 34 & 9000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 12000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 490.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 34-year-old male is applying for a loan of 12000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 490.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. 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 does not resides or have his business close to the bank. The value of his collateral is 9000 cedis.
180,1,3000,10000,1,30.0,8000,900.0,2.0,1,38,4000,1,0,1,1,5,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 8000, dec profit is 900.0, xperience is 2.0, educatn is 1, age is 38, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 900.0
 - xperience : 2.0
 - educatn : 1
 - age : 38
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 8000. The dec profit is 900.0. The xperience is 2.0. The educatn is 1. The age is 38. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>3000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>900.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>38</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 3000 & 30.000000 & 8000 & 900.000000 & 2.000000 & 1 & 38 & 4000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 3000, 'assets val': 8000, 'collateral': 4000, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 2.0}",A 38-year-old male is applying for a loan of 3000 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 30.0 years. His assets value is 8000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 4000 cedis.
181,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
182,0,3000,3000,0,60.0,10000,164.0,3.0,1,36,10000,1,0,0,1,1,0,Yes,"sex is 0, amnt req is 3000, maturity is 60.0, assets val is 10000, dec profit is 164.0, xperience is 3.0, educatn is 1, age is 36, collateral is 10000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 164.0
 - xperience : 3.0
 - educatn : 1
 - age : 36
 - collateral : 10000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 60.0. The assets val is 10000. The dec profit is 164.0. The xperience is 3.0. The educatn is 1. The age is 36. The collateral is 10000. The locatn is 1. 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>0</td>
      <td>3000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>164.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>36</td>
      <td>10000</td>
      <td>1</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 & 0 & 3000 & 60.000000 & 10000 & 164.000000 & 3.000000 & 1 & 36 & 10000 & 1 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 3000, 'assets val': 10000, 'collateral': 10000, 'dec profit': 164.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 36-year-old female is applying for a loan of 3000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 164.0 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 not 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 10000 cedis.
183,1,1000,800,1,36.0,2000,192.0,2.0,1,27,1000,0,0,0,0,1,0,No,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 2000, dec profit is 192.0, xperience is 2.0, educatn is 1, age is 27, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 2000
 - dec profit : 192.0
 - xperience : 2.0
 - educatn : 1
 - age : 27
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 2000. The dec profit is 192.0. The xperience is 2.0. The educatn is 1. The age is 27. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>36.0</td>
      <td>2000</td>
      <td>192.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>27</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 36.000000 & 2000 & 192.000000 & 2.000000 & 1 & 27 & 1000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 1000, 'assets val': 2000, 'collateral': 1000, 'dec profit': 192.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 27-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 192.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 1000 cedis.
184,1,10000,7000,1,60.0,10000,470.0,2.0,3,33,8000,1,0,0,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 470.0, xperience is 2.0, educatn is 3, age is 33, collateral is 8000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 470.0
 - xperience : 2.0
 - educatn : 3
 - age : 33
 - collateral : 8000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 470.0. The xperience is 2.0. The educatn is 3. The age is 33. The collateral is 8000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>470.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>33</td>
      <td>8000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 10000 & 60.000000 & 10000 & 470.000000 & 2.000000 & 3 & 33 & 8000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 470.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 33-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 10000 cedis and his declared profits (after tax) is 470.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 8000 cedis.
185,1,5000,3000,1,20.0,6000,600.0,1.0,3,33,6000,1,0,0,0,1,0,No,"sex is 1, amnt req is 5000, maturity is 20.0, assets val is 6000, dec profit is 600.0, xperience is 1.0, educatn is 3, age is 33, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 20.0
 - assets val : 6000
 - dec profit : 600.0
 - xperience : 1.0
 - educatn : 3
 - age : 33
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 20.0. The assets val is 6000. The dec profit is 600.0. The xperience is 1.0. The educatn is 3. The age is 33. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>20.0</td>
      <td>6000</td>
      <td>600.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>33</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 20.000000 & 6000 & 600.000000 & 1.000000 & 3 & 33 & 6000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 5000, 'assets val': 6000, 'collateral': 6000, 'dec profit': 600.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 33-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 6000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. 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 6000 cedis.
186,1,7000,5000,1,60.0,3300,370.0,9.0,2,38,7000,1,0,0,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 3300, dec profit is 370.0, xperience is 9.0, educatn is 2, age is 38, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 3300
 - dec profit : 370.0
 - xperience : 9.0
 - educatn : 2
 - age : 38
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 3300. The dec profit is 370.0. The xperience is 9.0. The educatn is 2. The age is 38. The collateral is 7000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>7000</td>
      <td>60.0</td>
      <td>3300</td>
      <td>370.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>38</td>
      <td>7000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 7000 & 60.000000 & 3300 & 370.000000 & 9.000000 & 2 & 38 & 7000 & 1 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 7000, 'assets val': 3300, 'collateral': 7000, 'dec profit': 370.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 38-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 3300 cedis and his declared profits (after tax) is 370.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 7000 cedis.
187,0,30000,15000,1,30.0,3600,250.0,1.0,2,40,12000,0,1,1,0,1,0,No,"sex is 0, amnt req is 30000, maturity is 30.0, assets val is 3600, dec profit is 250.0, xperience is 1.0, educatn is 2, age is 40, collateral is 12000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 30000
 - maturity : 30.0
 - assets val : 3600
 - dec profit : 250.0
 - xperience : 1.0
 - educatn : 2
 - age : 40
 - collateral : 12000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 30000. The maturity is 30.0. The assets val is 3600. The dec profit is 250.0. The xperience is 1.0. The educatn is 2. The age is 40. The collateral is 12000. The locatn is 0. The guarantor is 1. 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>30000</td>
      <td>30.0</td>
      <td>3600</td>
      <td>250.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>40</td>
      <td>12000</td>
      <td>0</td>
      <td>1</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 & 30000 & 30.000000 & 3600 & 250.000000 & 1.000000 & 2 & 40 & 12000 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 30000, 'assets val': 3600, 'collateral': 12000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 40-year-old female is applying for a loan of 30000 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 30.0 years. Her assets value is 3600 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is secondary and the number of years that she has been in business is 1.0. She provided a 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 12000 cedis.
188,1,2000,2000,0,30.0,4000,700.0,7.0,2,25,10000,0,0,0,1,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 4000, dec profit is 700.0, xperience is 7.0, educatn is 2, age is 25, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 700.0
 - xperience : 7.0
 - educatn : 2
 - age : 25
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 4000. The dec profit is 700.0. The xperience is 7.0. The educatn is 2. The age is 25. The collateral is 10000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 3. 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>30.0</td>
      <td>4000</td>
      <td>700.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>25</td>
      <td>10000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 30.000000 & 4000 & 700.000000 & 7.000000 & 2 & 25 & 10000 & 0 & 0 & 0 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 2000, 'assets val': 4000, 'collateral': 10000, 'dec profit': 700.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 25-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 10000 cedis.
189,1,1200,1070,1,60.0,2000,250.0,5.0,1,38,8000,0,0,0,1,1,0,No,"sex is 1, amnt req is 1200, maturity is 60.0, assets val is 2000, dec profit is 250.0, xperience is 5.0, educatn is 1, age is 38, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1200
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 250.0
 - xperience : 5.0
 - educatn : 1
 - age : 38
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1200. The maturity is 60.0. The assets val is 2000. The dec profit is 250.0. The xperience is 5.0. The educatn is 1. The age is 38. The collateral is 8000. 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>1200</td>
      <td>60.0</td>
      <td>2000</td>
      <td>250.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>38</td>
      <td>8000</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 & 1200 & 60.000000 & 2000 & 250.000000 & 5.000000 & 1 & 38 & 8000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1200, 'assets val': 2000, 'collateral': 8000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 38-year-old male is applying for a loan of 1200 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 60.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 8000 cedis.
190,1,1000,1000,0,30.0,2000,700.0,3.0,3,37,2000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2000, dec profit is 700.0, xperience is 3.0, educatn is 3, age is 37, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 3
 - age : 37
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2000. The dec profit is 700.0. The xperience is 3.0. The educatn is 3. The age is 37. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>37</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 & 1 & 1000 & 30.000000 & 2000 & 700.000000 & 3.000000 & 3 & 37 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 1000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 37-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
191,0,20000,10000,1,60.0,50000,4000.0,4.0,1,47,11000,0,1,1,1,3,1,No,"sex is 0, amnt req is 20000, maturity is 60.0, assets val is 50000, dec profit is 4000.0, xperience is 4.0, educatn is 1, age is 47, collateral is 11000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 20000
 - maturity : 60.0
 - assets val : 50000
 - dec profit : 4000.0
 - xperience : 4.0
 - educatn : 1
 - age : 47
 - collateral : 11000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 20000. The maturity is 60.0. The assets val is 50000. The dec profit is 4000.0. The xperience is 4.0. The educatn is 1. The age is 47. The collateral is 11000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>20000</td>
      <td>60.0</td>
      <td>50000</td>
      <td>4000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>47</td>
      <td>11000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 20000 & 60.000000 & 50000 & 4000.000000 & 4.000000 & 1 & 47 & 11000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 47, 'amnt req': 20000, 'assets val': 50000, 'collateral': 11000, 'dec profit': 4000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 47-year-old female is applying for a loan of 20000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 50000 cedis and her declared profits (after tax) is 4000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 does not resides or have her business close to the bank. The value of her collateral is 11000 cedis.
192,0,2000,2000,0,20.0,4000,500.0,2.0,1,21,2500,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 20.0, assets val is 4000, dec profit is 500.0, xperience is 2.0, educatn is 1, age is 21, collateral is 2500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 20.0
 - assets val : 4000
 - dec profit : 500.0
 - xperience : 2.0
 - educatn : 1
 - age : 21
 - collateral : 2500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 20.0. The assets val is 4000. The dec profit is 500.0. The xperience is 2.0. The educatn is 1. The age is 21. The collateral is 2500. 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>20.0</td>
      <td>4000</td>
      <td>500.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>21</td>
      <td>2500</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 & 20.000000 & 4000 & 500.000000 & 2.000000 & 1 & 21 & 2500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 21, 'amnt req': 2000, 'assets val': 4000, 'collateral': 2500, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 21-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 20.0 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 2.0. 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 2500 cedis.
193,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
194,1,6000,5000,1,36.0,1000,355.0,2.0,1,23,20000,0,0,1,1,4,0,No,"sex is 1, amnt req is 6000, maturity is 36.0, assets val is 1000, dec profit is 355.0, xperience is 2.0, educatn is 1, age is 23, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 36.0
 - assets val : 1000
 - dec profit : 355.0
 - xperience : 2.0
 - educatn : 1
 - age : 23
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 36.0. The assets val is 1000. The dec profit is 355.0. The xperience is 2.0. The educatn is 1. The age is 23. The collateral is 20000. 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>1</td>
      <td>6000</td>
      <td>36.0</td>
      <td>1000</td>
      <td>355.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>23</td>
      <td>20000</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 & 1 & 6000 & 36.000000 & 1000 & 355.000000 & 2.000000 & 1 & 23 & 20000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 23, 'amnt req': 6000, 'assets val': 1000, 'collateral': 20000, 'dec profit': 355.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 23-year-old male is applying for a loan of 6000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 355.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 20000 cedis.
195,1,4000,4000,0,60.0,13000,3000.0,3.0,1,33,9000,0,1,0,1,3,1,Yes,"sex is 1, amnt req is 4000, maturity is 60.0, assets val is 13000, dec profit is 3000.0, xperience is 3.0, educatn is 1, age is 33, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 4000
 - maturity : 60.0
 - assets val : 13000
 - dec profit : 3000.0
 - xperience : 3.0
 - educatn : 1
 - age : 33
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 4000. The maturity is 60.0. The assets val is 13000. The dec profit is 3000.0. The xperience is 3.0. The educatn is 1. The age is 33. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>1</td>
      <td>4000</td>
      <td>60.0</td>
      <td>13000</td>
      <td>3000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>33</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 1 & 4000 & 60.000000 & 13000 & 3000.000000 & 3.000000 & 1 & 33 & 9000 & 0 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 4000, 'assets val': 13000, 'collateral': 9000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 33-year-old male is applying for a loan of 4000 cedis. The applicant works in manufacturing 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 13000 cedis and his declared profits (after tax) is 3000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He provided a guarantor and this is not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 9000 cedis.
196,1,8000,8000,0,60.0,4000,450.0,3.0,3,43,7000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 4000, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 4000. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 4000 & 450.000000 & 3.000000 & 3 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 8000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 8000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
197,0,7000,7000,0,36.0,3000,250.0,13.0,1,38,3000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 7000, maturity is 36.0, assets val is 3000, dec profit is 250.0, xperience is 13.0, educatn is 1, age is 38, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 36.0
 - assets val : 3000
 - dec profit : 250.0
 - xperience : 13.0
 - educatn : 1
 - age : 38
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 36.0. The assets val is 3000. The dec profit is 250.0. The xperience is 13.0. The educatn is 1. The age is 38. The collateral is 3000. 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>7000</td>
      <td>36.0</td>
      <td>3000</td>
      <td>250.0</td>
      <td>13.0</td>
      <td>1</td>
      <td>38</td>
      <td>3000</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 & 7000 & 36.000000 & 3000 & 250.000000 & 13.000000 & 1 & 38 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 7000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 13.0}",A 38-year-old female is applying for a loan of 7000 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 3000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 13.0. 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 3000 cedis.
198,1,600,600,0,15.0,1000,300.0,7.0,1,36,4000,1,0,0,1,5,0,Yes,"sex is 1, amnt req is 600, maturity is 15.0, assets val is 1000, dec profit is 300.0, xperience is 7.0, educatn is 1, age is 36, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 300.0
 - xperience : 7.0
 - educatn : 1
 - age : 36
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 15.0. The assets val is 1000. The dec profit is 300.0. The xperience is 7.0. The educatn is 1. The age is 36. The collateral is 4000. The locatn is 1. 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>600</td>
      <td>15.0</td>
      <td>1000</td>
      <td>300.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>36</td>
      <td>4000</td>
      <td>1</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 & 600 & 15.000000 & 1000 & 300.000000 & 7.000000 & 1 & 36 & 4000 & 1 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 600, 'assets val': 1000, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 7.0}",A 36-year-old male is applying for a loan of 600 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 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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 4000 cedis.
199,1,10000,7000,1,60.0,8000,250.0,2.0,2,39,6000,1,1,1,0,2,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 8000, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 39, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 8000. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>10000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 10000 & 60.000000 & 8000 & 250.000000 & 2.000000 & 2 & 39 & 6000 & 1 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 10000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 10000 cedis. The applicant works in transport 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 8000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary 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 6000 cedis.
200,0,9000,8000,1,36.0,9000,700.0,3.0,3,55,9000,1,0,1,1,3,0,No,"sex is 0, amnt req is 9000, maturity is 36.0, assets val is 9000, dec profit is 700.0, xperience is 3.0, educatn is 3, age is 55, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 36.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 3
 - age : 55
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 36.0. The assets val is 9000. The dec profit is 700.0. The xperience is 3.0. The educatn is 3. The age is 55. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>9000</td>
      <td>36.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>55</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 9000 & 36.000000 & 9000 & 700.000000 & 3.000000 & 3 & 55 & 9000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 9000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 55-year-old female is applying for a loan of 9000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 9000 cedis.
201,0,8000,7000,1,36.0,5000,4000.0,2.0,3,39,9700,0,1,1,1,4,0,No,"sex is 0, amnt req is 8000, maturity is 36.0, assets val is 5000, dec profit is 4000.0, xperience is 2.0, educatn is 3, age is 39, collateral is 9700, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 36.0
 - assets val : 5000
 - dec profit : 4000.0
 - xperience : 2.0
 - educatn : 3
 - age : 39
 - collateral : 9700
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 36.0. The assets val is 5000. The dec profit is 4000.0. The xperience is 2.0. The educatn is 3. The age is 39. The collateral is 9700. The locatn is 0. The guarantor is 1. 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>8000</td>
      <td>36.0</td>
      <td>5000</td>
      <td>4000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>39</td>
      <td>9700</td>
      <td>0</td>
      <td>1</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 & 8000 & 36.000000 & 5000 & 4000.000000 & 2.000000 & 3 & 39 & 9700 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 8000, 'assets val': 5000, 'collateral': 9700, 'dec profit': 4000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 39-year-old female is applying for a loan of 8000 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 36.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 4000.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She provided a 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 9700 cedis.
202,1,6000,6000,0,36.0,7000,550.0,8.0,1,35,2000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 6000, maturity is 36.0, assets val is 7000, dec profit is 550.0, xperience is 8.0, educatn is 1, age is 35, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 36.0
 - assets val : 7000
 - dec profit : 550.0
 - xperience : 8.0
 - educatn : 1
 - age : 35
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 36.0. The assets val is 7000. The dec profit is 550.0. The xperience is 8.0. The educatn is 1. The age is 35. The collateral is 2000. The locatn is 1. 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>1</td>
      <td>6000</td>
      <td>36.0</td>
      <td>7000</td>
      <td>550.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>35</td>
      <td>2000</td>
      <td>1</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 & 1 & 6000 & 36.000000 & 7000 & 550.000000 & 8.000000 & 1 & 35 & 2000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 6000, 'assets val': 7000, 'collateral': 2000, 'dec profit': 550.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 35-year-old male is applying for a loan of 6000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is tertiary and the number of years that he has been in business is 8.0. He did not provide any 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 2000 cedis.
203,1,1000,870,1,30.0,900,180.0,9.0,1,40,3000,0,0,0,1,1,0,No,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 900, dec profit is 180.0, xperience is 9.0, educatn is 1, age is 40, 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 : 900
 - dec profit : 180.0
 - xperience : 9.0
 - educatn : 1
 - age : 40
 - 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 900. The dec profit is 180.0. The xperience is 9.0. The educatn is 1. The age is 40. 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>900</td>
      <td>180.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>40</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 & 900 & 180.000000 & 9.000000 & 1 & 40 & 3000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 1000, 'assets val': 900, 'collateral': 3000, 'dec profit': 180.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 9.0}",A 40-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 900 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is tertiary and the number of years that he has been in business is 9.0. 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.
204,1,500,500,0,60.0,5400,500.0,20.0,3,42,3200,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 5400, dec profit is 500.0, xperience is 20.0, educatn is 3, age is 42, collateral is 3200, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 5400
 - dec profit : 500.0
 - xperience : 20.0
 - educatn : 3
 - age : 42
 - collateral : 3200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 5400. The dec profit is 500.0. The xperience is 20.0. The educatn is 3. The age is 42. The collateral is 3200. 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>1</td>
      <td>500</td>
      <td>60.0</td>
      <td>5400</td>
      <td>500.0</td>
      <td>20.0</td>
      <td>3</td>
      <td>42</td>
      <td>3200</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 & 1 & 500 & 60.000000 & 5400 & 500.000000 & 20.000000 & 3 & 42 & 3200 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 500, 'assets val': 5400, 'collateral': 3200, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 20.0}",A 42-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture 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 5400 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 20.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3200 cedis.
205,1,1000,1000,0,30.0,4800,562.0,8.0,1,33,20000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 4800, dec profit is 562.0, xperience is 8.0, educatn is 1, age is 33, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 4800
 - dec profit : 562.0
 - xperience : 8.0
 - educatn : 1
 - age : 33
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 4800. The dec profit is 562.0. The xperience is 8.0. The educatn is 1. The age is 33. The collateral is 20000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>4800</td>
      <td>562.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>33</td>
      <td>20000</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 & 1 & 1000 & 30.000000 & 4800 & 562.000000 & 8.000000 & 1 & 33 & 20000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1000, 'assets val': 4800, 'collateral': 20000, 'dec profit': 562.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 8.0}",A 33-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 4800 cedis and his declared profits (after tax) is 562.0 cedis. His educational background is tertiary and the number of years that he has been in business is 8.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 20000 cedis.
206,0,1000,1000,0,60.0,1000,120.0,3.0,1,34,6000,1,0,0,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 60.0, assets val is 1000, dec profit is 120.0, xperience is 3.0, educatn is 1, age is 34, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 120.0
 - xperience : 3.0
 - educatn : 1
 - age : 34
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 60.0. The assets val is 1000. The dec profit is 120.0. The xperience is 3.0. The educatn is 1. The age is 34. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>60.0</td>
      <td>1000</td>
      <td>120.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>34</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 60.000000 & 1000 & 120.000000 & 3.000000 & 1 & 34 & 6000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 1000, 'assets val': 1000, 'collateral': 6000, 'dec profit': 120.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 34-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 60.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 120.0 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 not 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 6000 cedis.
207,0,1200,1000,1,12.0,1800,190.0,5.0,1,50,1000,0,0,0,1,1,0,No,"sex is 0, amnt req is 1200, maturity is 12.0, assets val is 1800, dec profit is 190.0, xperience is 5.0, educatn is 1, age is 50, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 1200
 - maturity : 12.0
 - assets val : 1800
 - dec profit : 190.0
 - xperience : 5.0
 - educatn : 1
 - age : 50
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1200. The maturity is 12.0. The assets val is 1800. The dec profit is 190.0. The xperience is 5.0. The educatn is 1. The age is 50. The collateral is 1000. 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>0</td>
      <td>1200</td>
      <td>12.0</td>
      <td>1800</td>
      <td>190.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>50</td>
      <td>1000</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 & 0 & 1200 & 12.000000 & 1800 & 190.000000 & 5.000000 & 1 & 50 & 1000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 1200, 'assets val': 1800, 'collateral': 1000, 'dec profit': 190.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 50-year-old female is applying for a loan of 1200 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 12.0 years. Her assets value is 1800 cedis and her declared profits (after tax) is 190.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 1000 cedis.
208,1,600,300,1,60.0,1000,150.0,15.0,3,40,1000,0,1,0,1,1,0,No,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 1000, dec profit is 150.0, xperience is 15.0, educatn is 3, age is 40, collateral is 1000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 150.0
 - xperience : 15.0
 - educatn : 3
 - age : 40
 - collateral : 1000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 1000. The dec profit is 150.0. The xperience is 15.0. The educatn is 3. The age is 40. The collateral is 1000. The locatn is 0. The guarantor is 1. 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>600</td>
      <td>60.0</td>
      <td>1000</td>
      <td>150.0</td>
      <td>15.0</td>
      <td>3</td>
      <td>40</td>
      <td>1000</td>
      <td>0</td>
      <td>1</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 & 600 & 60.000000 & 1000 & 150.000000 & 15.000000 & 3 & 40 & 1000 & 0 & 1 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 600, 'assets val': 1000, 'collateral': 1000, 'dec profit': 150.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 15.0}",A 40-year-old male is applying for a loan of 600 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 60.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 150.0 cedis. His educational background is primary and the number of years that he has been in business is 15.0. He provided a 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 1000 cedis.
209,0,10000,10000,0,36.0,20000,165.0,9.0,2,45,15000,0,0,1,0,3,0,Yes,"sex is 0, amnt req is 10000, maturity is 36.0, assets val is 20000, dec profit is 165.0, xperience is 9.0, educatn is 2, age is 45, collateral is 15000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 36.0
 - assets val : 20000
 - dec profit : 165.0
 - xperience : 9.0
 - educatn : 2
 - age : 45
 - collateral : 15000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 36.0. The assets val is 20000. The dec profit is 165.0. The xperience is 9.0. The educatn is 2. The age is 45. The collateral is 15000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>10000</td>
      <td>36.0</td>
      <td>20000</td>
      <td>165.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>45</td>
      <td>15000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 10000 & 36.000000 & 20000 & 165.000000 & 9.000000 & 2 & 45 & 15000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 10000, 'assets val': 20000, 'collateral': 15000, 'dec profit': 165.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 9.0}",A 45-year-old female is applying for a loan of 10000 cedis. The applicant works in manufacturing 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 20000 cedis and her declared profits (after tax) is 165.0 cedis. Her educational background is secondary and the number of years that she has been in business is 9.0. 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 15000 cedis.
210,1,1500,1500,0,50.0,1000,125.0,6.0,3,54,2000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 1500, maturity is 50.0, assets val is 1000, dec profit is 125.0, xperience is 6.0, educatn is 3, age is 54, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 50.0
 - assets val : 1000
 - dec profit : 125.0
 - xperience : 6.0
 - educatn : 3
 - age : 54
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 50.0. The assets val is 1000. The dec profit is 125.0. The xperience is 6.0. The educatn is 3. The age is 54. 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>1</td>
      <td>1500</td>
      <td>50.0</td>
      <td>1000</td>
      <td>125.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>54</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 & 1 & 1500 & 50.000000 & 1000 & 125.000000 & 6.000000 & 3 & 54 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 54, 'amnt req': 1500, 'assets val': 1000, 'collateral': 2000, 'dec profit': 125.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 50.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 54-year-old male is applying for a loan of 1500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 50.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 125.0 cedis. His educational background is primary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
211,0,10000,8000,1,60.0,10000,1000.0,10.0,3,40,8000,1,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 1000.0, xperience is 10.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1000.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 1000.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1000.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 1000.000000 & 10.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 8000 cedis.
212,1,10000,8000,1,60.0,1000,113.5,3.0,3,32,7000,1,1,1,0,4,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 1000, dec profit is 113.5, xperience is 3.0, educatn is 3, age is 32, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 113.5
 - xperience : 3.0
 - educatn : 3
 - age : 32
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 1000. The dec profit is 113.5. The xperience is 3.0. The educatn is 3. The age is 32. The collateral is 7000. 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>10000</td>
      <td>60.0</td>
      <td>1000</td>
      <td>113.5</td>
      <td>3.0</td>
      <td>3</td>
      <td>32</td>
      <td>7000</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 & 10000 & 60.000000 & 1000 & 113.500000 & 3.000000 & 3 & 32 & 7000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 10000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 113.5, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 32-year-old male is applying for a loan of 10000 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 60.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 113.5 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 7000 cedis.
213,0,1000,1000,0,30.0,2180,227.0,10.0,1,46,1500,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2180, dec profit is 227.0, xperience is 10.0, educatn is 1, age is 46, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2180
 - dec profit : 227.0
 - xperience : 10.0
 - educatn : 1
 - age : 46
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2180. The dec profit is 227.0. The xperience is 10.0. The educatn is 1. The age is 46. The collateral is 1500. 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>1000</td>
      <td>30.0</td>
      <td>2180</td>
      <td>227.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>46</td>
      <td>1500</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 & 1000 & 30.000000 & 2180 & 227.000000 & 10.000000 & 1 & 46 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 1000, 'assets val': 2180, 'collateral': 1500, 'dec profit': 227.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 10.0}",A 46-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 30.0 years. Her assets value is 2180 cedis and her declared profits (after tax) is 227.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 10.0. 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 1500 cedis.
214,0,2000,2000,0,36.0,6500,860.0,13.0,1,33,15000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 36.0, assets val is 6500, dec profit is 860.0, xperience is 13.0, educatn is 1, age is 33, collateral is 15000, 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 : 6500
 - dec profit : 860.0
 - xperience : 13.0
 - educatn : 1
 - age : 33
 - collateral : 15000
 - 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 6500. The dec profit is 860.0. The xperience is 13.0. The educatn is 1. The age is 33. The collateral is 15000. 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>6500</td>
      <td>860.0</td>
      <td>13.0</td>
      <td>1</td>
      <td>33</td>
      <td>15000</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 & 6500 & 860.000000 & 13.000000 & 1 & 33 & 15000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 2000, 'assets val': 6500, 'collateral': 15000, 'dec profit': 860.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 13.0}",A 33-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 6500 cedis and her declared profits (after tax) is 860.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 13.0. 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 15000 cedis.
215,0,3000,3000,0,15.0,5000,450.0,4.0,1,39,5000,0,0,1,0,2,0,Yes,"sex is 0, amnt req is 3000, maturity is 15.0, assets val is 5000, dec profit is 450.0, xperience is 4.0, educatn is 1, age is 39, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 15.0
 - assets val : 5000
 - dec profit : 450.0
 - xperience : 4.0
 - educatn : 1
 - age : 39
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 15.0. The assets val is 5000. The dec profit is 450.0. The xperience is 4.0. The educatn is 1. The age is 39. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>3000</td>
      <td>15.0</td>
      <td>5000</td>
      <td>450.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>39</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 3000 & 15.000000 & 5000 & 450.000000 & 4.000000 & 1 & 39 & 5000 & 0 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 3000, 'assets val': 5000, 'collateral': 5000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 4.0}",A 39-year-old female is applying for a loan of 3000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 5000 cedis.
216,0,500,500,0,24.0,1000,200.0,2.0,1,29,1500,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 500, maturity is 24.0, assets val is 1000, dec profit is 200.0, xperience is 2.0, educatn is 1, age is 29, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 24.0
 - assets val : 1000
 - dec profit : 200.0
 - xperience : 2.0
 - educatn : 1
 - age : 29
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 24.0. The assets val is 1000. The dec profit is 200.0. The xperience is 2.0. The educatn is 1. The age is 29. The collateral is 1500. 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>500</td>
      <td>24.0</td>
      <td>1000</td>
      <td>200.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>29</td>
      <td>1500</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 & 500 & 24.000000 & 1000 & 200.000000 & 2.000000 & 1 & 29 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 500, 'assets val': 1000, 'collateral': 1500, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 29-year-old female is applying for a loan of 500 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 1000 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 1500 cedis.
217,0,2000,2000,0,30.0,14000,3000.0,4.0,1,38,8000,0,1,1,1,5,1,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 14000, dec profit is 3000.0, xperience is 4.0, educatn is 1, age is 38, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 14000
 - dec profit : 3000.0
 - xperience : 4.0
 - educatn : 1
 - age : 38
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 14000. The dec profit is 3000.0. The xperience is 4.0. The educatn is 1. The age is 38. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>2000</td>
      <td>30.0</td>
      <td>14000</td>
      <td>3000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>38</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 2000 & 30.000000 & 14000 & 3000.000000 & 4.000000 & 1 & 38 & 8000 & 0 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 38, 'amnt req': 2000, 'assets val': 14000, 'collateral': 8000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 4.0}",A 38-year-old female is applying for a loan of 2000 cedis. The applicant works in service 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 14000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
218,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
219,1,500,500,0,60.0,1900,165.0,5.0,3,40,2000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 1900, dec profit is 165.0, xperience is 5.0, educatn is 3, age is 40, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 1900
 - dec profit : 165.0
 - xperience : 5.0
 - educatn : 3
 - age : 40
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 1900. The dec profit is 165.0. The xperience is 5.0. The educatn is 3. The age is 40. 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>1</td>
      <td>500</td>
      <td>60.0</td>
      <td>1900</td>
      <td>165.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>40</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 & 1 & 500 & 60.000000 & 1900 & 165.000000 & 5.000000 & 3 & 40 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 500, 'assets val': 1900, 'collateral': 2000, 'dec profit': 165.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 40-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture 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 1900 cedis and his declared profits (after tax) is 165.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
220,1,600,600,0,30.0,1000,180.0,7.0,1,25,700,1,0,1,1,1,0,Yes,"sex is 1, amnt req is 600, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 7.0, educatn is 1, age is 25, collateral is 700, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 7.0
 - educatn : 1
 - age : 25
 - collateral : 700
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 7.0. The educatn is 1. The age is 25. The collateral is 700. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>600</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>25</td>
      <td>700</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 600 & 30.000000 & 1000 & 180.000000 & 7.000000 & 1 & 25 & 700 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 600, 'assets val': 1000, 'collateral': 700, 'dec profit': 180.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 25-year-old male is applying for a loan of 600 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 700 cedis.
221,1,700,700,0,24.0,1400,140.0,1.0,1,40,3000,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 700, maturity is 24.0, assets val is 1400, dec profit is 140.0, xperience is 1.0, educatn is 1, age is 40, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 24.0
 - assets val : 1400
 - dec profit : 140.0
 - xperience : 1.0
 - educatn : 1
 - age : 40
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 24.0. The assets val is 1400. The dec profit is 140.0. The xperience is 1.0. The educatn is 1. The age is 40. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>700</td>
      <td>24.0</td>
      <td>1400</td>
      <td>140.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>40</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 700 & 24.000000 & 1400 & 140.000000 & 1.000000 & 1 & 40 & 3000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 700, 'assets val': 1400, 'collateral': 3000, 'dec profit': 140.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 40-year-old male is applying for a loan of 700 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 1400 cedis and his declared profits (after tax) is 140.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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.
222,0,1800,1500,1,30.0,2500,278.0,4.0,3,38,2000,0,0,1,0,1,0,No,"sex is 0, amnt req is 1800, maturity is 30.0, assets val is 2500, dec profit is 278.0, xperience is 4.0, educatn is 3, age is 38, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1800
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 278.0
 - xperience : 4.0
 - educatn : 3
 - age : 38
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1800. The maturity is 30.0. The assets val is 2500. The dec profit is 278.0. The xperience is 4.0. The educatn is 3. The age is 38. The collateral is 2000. 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>1800</td>
      <td>30.0</td>
      <td>2500</td>
      <td>278.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>38</td>
      <td>2000</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 & 1800 & 30.000000 & 2500 & 278.000000 & 4.000000 & 3 & 38 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1800, 'assets val': 2500, 'collateral': 2000, 'dec profit': 278.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 38-year-old female is applying for a loan of 1800 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 30.0 years. Her assets value is 2500 cedis and her declared profits (after tax) is 278.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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.
223,1,4000,4000,0,30.0,3250,400.0,9.0,2,44,5000,1,1,1,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 3250, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 44, collateral is 5000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 3250
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 44
 - collateral : 5000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 3250. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 44. The collateral is 5000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>3250</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>44</td>
      <td>5000</td>
      <td>1</td>
      <td>1</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 & 1 & 4000 & 30.000000 & 3250 & 400.000000 & 9.000000 & 2 & 44 & 5000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 3250, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 44-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 3250 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 5000 cedis.
224,1,450,450,1,60.0,7000,120.0,3.0,1,27,600,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 450, maturity is 60.0, assets val is 7000, dec profit is 120.0, xperience is 3.0, educatn is 1, age is 27, collateral is 600, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 450
 - maturity : 60.0
 - assets val : 7000
 - dec profit : 120.0
 - xperience : 3.0
 - educatn : 1
 - age : 27
 - collateral : 600
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 450. The maturity is 60.0. The assets val is 7000. The dec profit is 120.0. The xperience is 3.0. The educatn is 1. The age is 27. The collateral is 600. 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>1</td>
      <td>450</td>
      <td>60.0</td>
      <td>7000</td>
      <td>120.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>27</td>
      <td>600</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 & 1 & 450 & 60.000000 & 7000 & 120.000000 & 3.000000 & 1 & 27 & 600 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 450, 'assets val': 7000, 'collateral': 600, 'dec profit': 120.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 27-year-old male is applying for a loan of 450 cedis. The applicant works in commerce 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 7000 cedis and his declared profits (after tax) is 120.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 600 cedis.
225,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
226,1,9000,6000,1,60.0,9000,1200.0,8.0,3,40,7000,1,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 8.0, educatn is 3, age is 40, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 9000 & 60.000000 & 9000 & 1200.000000 & 8.000000 & 3 & 40 & 7000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 9000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He provided a 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 7000 cedis.
227,1,9000,6000,1,30.0,1000,3000.0,2.0,3,38,7000,1,1,0,0,3,0,No,"sex is 1, amnt req is 9000, maturity is 30.0, assets val is 1000, dec profit is 3000.0, xperience is 2.0, educatn is 3, age is 38, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 3000.0
 - xperience : 2.0
 - educatn : 3
 - age : 38
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 30.0. The assets val is 1000. The dec profit is 3000.0. The xperience is 2.0. The educatn is 3. The age is 38. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>9000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>3000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>38</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 9000 & 30.000000 & 1000 & 3000.000000 & 2.000000 & 3 & 38 & 7000 & 1 & 1 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 9000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 3000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 2.0}",A 38-year-old male is applying for a loan of 9000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 3000.0 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 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 7000 cedis.
228,0,7000,5000,1,60.0,40000,6000.0,3.0,3,44,7000,0,1,1,1,3,1,No,"sex is 0, amnt req is 7000, maturity is 60.0, assets val is 40000, dec profit is 6000.0, xperience is 3.0, educatn is 3, age is 44, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 40000
 - dec profit : 6000.0
 - xperience : 3.0
 - educatn : 3
 - age : 44
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 7000. The maturity is 60.0. The assets val is 40000. The dec profit is 6000.0. The xperience is 3.0. The educatn is 3. The age is 44. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>7000</td>
      <td>60.0</td>
      <td>40000</td>
      <td>6000.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>44</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 7000 & 60.000000 & 40000 & 6000.000000 & 3.000000 & 3 & 44 & 7000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 44, 'amnt req': 7000, 'assets val': 40000, 'collateral': 7000, 'dec profit': 6000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 44-year-old female is applying for a loan of 7000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 40000 cedis and her declared profits (after tax) is 6000.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. 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 does not resides or have her business close to the bank. The value of her collateral is 7000 cedis.
229,1,600,600,0,60.0,2000,200.0,18.0,1,43,2000,0,1,1,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 2000, dec profit is 200.0, xperience is 18.0, educatn is 1, age is 43, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 200.0
 - xperience : 18.0
 - educatn : 1
 - age : 43
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 2000. The dec profit is 200.0. The xperience is 18.0. The educatn is 1. The age is 43. The collateral is 2000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>600</td>
      <td>60.0</td>
      <td>2000</td>
      <td>200.0</td>
      <td>18.0</td>
      <td>1</td>
      <td>43</td>
      <td>2000</td>
      <td>0</td>
      <td>1</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 & 1 & 600 & 60.000000 & 2000 & 200.000000 & 18.000000 & 1 & 43 & 2000 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 600, 'assets val': 2000, 'collateral': 2000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 18.0}",A 43-year-old male is applying for a loan of 600 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 18.0. 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
230,1,2000,2000,0,60.0,2000,620.0,1.0,2,37,2000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2000, dec profit is 620.0, xperience is 1.0, educatn is 2, age is 37, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 620.0
 - xperience : 1.0
 - educatn : 2
 - age : 37
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2000. The dec profit is 620.0. The xperience is 1.0. The educatn is 2. The age is 37. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>2000</td>
      <td>620.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>37</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 2000 & 620.000000 & 1.000000 & 2 & 37 & 2000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 2000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 620.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 1.0}",A 37-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 2000 cedis and his declared profits (after tax) is 620.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
231,1,7000,5000,1,60.0,5000,650.0,3.0,3,47,6000,1,1,1,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 5000, dec profit is 650.0, xperience is 3.0, educatn is 3, age is 47, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 650.0
 - xperience : 3.0
 - educatn : 3
 - age : 47
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 5000. The dec profit is 650.0. The xperience is 3.0. The educatn is 3. The age is 47. The collateral is 6000. 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>7000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>47</td>
      <td>6000</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 & 7000 & 60.000000 & 5000 & 650.000000 & 3.000000 & 3 & 47 & 6000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 6000 cedis.
232,1,1000,1000,0,30.0,1200,125.0,2.0,2,41,2000,0,0,0,0,3,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 1200, dec profit is 125.0, xperience is 2.0, educatn is 2, age is 41, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1200
 - dec profit : 125.0
 - xperience : 2.0
 - educatn : 2
 - age : 41
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 1200. The dec profit is 125.0. The xperience is 2.0. The educatn is 2. The age is 41. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>1200</td>
      <td>125.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>41</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 1200 & 125.000000 & 2.000000 & 2 & 41 & 2000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 1000, 'assets val': 1200, 'collateral': 2000, 'dec profit': 125.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 2.0}",A 41-year-old male is applying for a loan of 1000 cedis. The applicant works in manufacturing 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 1200 cedis and his declared profits (after tax) is 125.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. 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.
233,1,9000,6000,1,60.0,9000,1200.0,8.0,3,40,7000,1,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 8.0, educatn is 3, age is 40, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 9000 & 60.000000 & 9000 & 1200.000000 & 8.000000 & 3 & 40 & 7000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 9000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He provided a 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 7000 cedis.
234,1,1000,800,1,20.0,3000,800.0,1.0,1,56,3500,0,0,1,0,1,0,No,"sex is 1, amnt req is 1000, maturity is 20.0, assets val is 3000, dec profit is 800.0, xperience is 1.0, educatn is 1, age is 56, collateral is 3500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 20.0
 - assets val : 3000
 - dec profit : 800.0
 - xperience : 1.0
 - educatn : 1
 - age : 56
 - collateral : 3500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 20.0. The assets val is 3000. The dec profit is 800.0. The xperience is 1.0. The educatn is 1. The age is 56. The collateral is 3500. 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>1</td>
      <td>1000</td>
      <td>20.0</td>
      <td>3000</td>
      <td>800.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>56</td>
      <td>3500</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 & 1 & 1000 & 20.000000 & 3000 & 800.000000 & 1.000000 & 1 & 56 & 3500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 56, 'amnt req': 1000, 'assets val': 3000, 'collateral': 3500, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 56-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3500 cedis.
235,1,4000,4000,0,30.0,8000,1000.0,4.0,1,20,2260,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 8000, dec profit is 1000.0, xperience is 4.0, educatn is 1, age is 20, collateral is 2260, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 1000.0
 - xperience : 4.0
 - educatn : 1
 - age : 20
 - collateral : 2260
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 8000. The dec profit is 1000.0. The xperience is 4.0. The educatn is 1. The age is 20. The collateral is 2260. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>1000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>20</td>
      <td>2260</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 & 1 & 4000 & 30.000000 & 8000 & 1000.000000 & 4.000000 & 1 & 20 & 2260 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 20, 'amnt req': 4000, 'assets val': 8000, 'collateral': 2260, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 20-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 8000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2260 cedis.
236,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,9000,1,0,0,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is not 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.
237,0,900,800,1,12.0,2000,250.0,3.0,2,41,5000,0,0,0,0,3,0,No,"sex is 0, amnt req is 900, maturity is 12.0, assets val is 2000, dec profit is 250.0, xperience is 3.0, educatn is 2, age is 41, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 900
 - maturity : 12.0
 - assets val : 2000
 - dec profit : 250.0
 - xperience : 3.0
 - educatn : 2
 - age : 41
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 900. The maturity is 12.0. The assets val is 2000. The dec profit is 250.0. The xperience is 3.0. The educatn is 2. The age is 41. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>900</td>
      <td>12.0</td>
      <td>2000</td>
      <td>250.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>41</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 900 & 12.000000 & 2000 & 250.000000 & 3.000000 & 2 & 41 & 5000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 900, 'assets val': 2000, 'collateral': 5000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 41-year-old female is applying for a loan of 900 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 12.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is secondary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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 5000 cedis.
238,1,600,510,1,60.0,6000,700.0,3.0,1,35,7000,0,0,0,1,1,0,No,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 6000, dec profit is 700.0, xperience is 3.0, educatn is 1, age is 35, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 1
 - age : 35
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 6000. The dec profit is 700.0. The xperience is 3.0. The educatn is 1. The age is 35. The collateral is 7000. 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>600</td>
      <td>60.0</td>
      <td>6000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>35</td>
      <td>7000</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 & 600 & 60.000000 & 6000 & 700.000000 & 3.000000 & 1 & 35 & 7000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 600, 'assets val': 6000, 'collateral': 7000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 35-year-old male is applying for a loan of 600 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 60.0 years. His assets value is 6000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 7000 cedis.
239,0,25000,20000,1,36.0,10000,5000.0,20.0,3,45,10000,1,0,0,1,4,0,No,"sex is 0, amnt req is 25000, maturity is 36.0, assets val is 10000, dec profit is 5000.0, xperience is 20.0, educatn is 3, age is 45, collateral is 10000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 25000
 - maturity : 36.0
 - assets val : 10000
 - dec profit : 5000.0
 - xperience : 20.0
 - educatn : 3
 - age : 45
 - collateral : 10000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 25000. The maturity is 36.0. The assets val is 10000. The dec profit is 5000.0. The xperience is 20.0. The educatn is 3. The age is 45. The collateral is 10000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>25000</td>
      <td>36.0</td>
      <td>10000</td>
      <td>5000.0</td>
      <td>20.0</td>
      <td>3</td>
      <td>45</td>
      <td>10000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 25000 & 36.000000 & 10000 & 5000.000000 & 20.000000 & 3 & 45 & 10000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 25000, 'assets val': 10000, 'collateral': 10000, 'dec profit': 5000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 20.0}",A 45-year-old female is applying for a loan of 25000 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 36.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 5000.0 cedis. Her educational background is primary and the number of years that she has been in business is 20.0. She did not provide any guarantor and this is not 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 10000 cedis.
240,0,1000,1000,1,30.0,1500,256.0,4.0,2,22,2000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 1500, dec profit is 256.0, xperience is 4.0, educatn is 2, age is 22, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 256.0
 - xperience : 4.0
 - educatn : 2
 - age : 22
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 1500. The dec profit is 256.0. The xperience is 4.0. The educatn is 2. The age is 22. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>30.0</td>
      <td>1500</td>
      <td>256.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>22</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 30.000000 & 1500 & 256.000000 & 4.000000 & 2 & 22 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 22, 'amnt req': 1000, 'assets val': 1500, 'collateral': 2000, 'dec profit': 256.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 22-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 30.0 years. Her assets value is 1500 cedis and her declared profits (after tax) is 256.0 cedis. Her educational background is secondary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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.
241,0,4000,4000,0,30.0,6000,277.0,4.0,2,43,8000,1,0,0,0,3,0,Yes,"sex is 0, amnt req is 4000, maturity is 30.0, assets val is 6000, dec profit is 277.0, xperience is 4.0, educatn is 2, age is 43, collateral is 8000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 277.0
 - xperience : 4.0
 - educatn : 2
 - age : 43
 - collateral : 8000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 4000. The maturity is 30.0. The assets val is 6000. The dec profit is 277.0. The xperience is 4.0. The educatn is 2. The age is 43. The collateral is 8000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>4000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>277.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>43</td>
      <td>8000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 4000 & 30.000000 & 6000 & 277.000000 & 4.000000 & 2 & 43 & 8000 & 1 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 4000, 'assets val': 6000, 'collateral': 8000, 'dec profit': 277.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 43-year-old female is applying for a loan of 4000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 277.0 cedis. Her educational background is secondary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 8000 cedis.
242,1,10000,10000,0,36.0,12000,1300.0,3.0,1,32,9000,0,0,0,0,3,0,Yes,"sex is 1, amnt req is 10000, maturity is 36.0, assets val is 12000, dec profit is 1300.0, xperience is 3.0, educatn is 1, age is 32, collateral is 9000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 36.0
 - assets val : 12000
 - dec profit : 1300.0
 - xperience : 3.0
 - educatn : 1
 - age : 32
 - collateral : 9000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 36.0. The assets val is 12000. The dec profit is 1300.0. The xperience is 3.0. The educatn is 1. The age is 32. The collateral is 9000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>10000</td>
      <td>36.0</td>
      <td>12000</td>
      <td>1300.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>32</td>
      <td>9000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 10000 & 36.000000 & 12000 & 1300.000000 & 3.000000 & 1 & 32 & 9000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 10000, 'assets val': 12000, 'collateral': 9000, 'dec profit': 1300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 32-year-old male is applying for a loan of 10000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 12000 cedis and his declared profits (after tax) is 1300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 9000 cedis.
243,1,2000,2000,0,60.0,6000,670.0,7.0,1,45,3000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 6000, dec profit is 670.0, xperience is 7.0, educatn is 1, age is 45, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 670.0
 - xperience : 7.0
 - educatn : 1
 - age : 45
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 6000. The dec profit is 670.0. The xperience is 7.0. The educatn is 1. The age is 45. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>6000</td>
      <td>670.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>45</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 60.000000 & 6000 & 670.000000 & 7.000000 & 1 & 45 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 2000, 'assets val': 6000, 'collateral': 3000, 'dec profit': 670.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 45-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 6000 cedis and his declared profits (after tax) is 670.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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.
244,1,2000,1000,1,15.0,2000,150.0,2.0,1,41,2000,0,0,0,1,1,0,No,"sex is 1, amnt req is 2000, maturity is 15.0, assets val is 2000, dec profit is 150.0, xperience is 2.0, educatn is 1, age is 41, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 15.0
 - assets val : 2000
 - dec profit : 150.0
 - xperience : 2.0
 - educatn : 1
 - age : 41
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 15.0. The assets val is 2000. The dec profit is 150.0. The xperience is 2.0. The educatn is 1. The age is 41. The collateral is 2000. 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>2000</td>
      <td>15.0</td>
      <td>2000</td>
      <td>150.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>41</td>
      <td>2000</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 & 2000 & 15.000000 & 2000 & 150.000000 & 2.000000 & 1 & 41 & 2000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 2000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 150.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 41-year-old male is applying for a loan of 2000 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 15.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 150.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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.
245,0,12000,10000,1,60.0,4500,320.0,6.0,2,50,30000,0,0,1,0,3,0,No,"sex is 0, amnt req is 12000, maturity is 60.0, assets val is 4500, dec profit is 320.0, xperience is 6.0, educatn is 2, age is 50, collateral is 30000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 4500
 - dec profit : 320.0
 - xperience : 6.0
 - educatn : 2
 - age : 50
 - collateral : 30000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 12000. The maturity is 60.0. The assets val is 4500. The dec profit is 320.0. The xperience is 6.0. The educatn is 2. The age is 50. The collateral is 30000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>12000</td>
      <td>60.0</td>
      <td>4500</td>
      <td>320.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>50</td>
      <td>30000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 12000 & 60.000000 & 4500 & 320.000000 & 6.000000 & 2 & 50 & 30000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 12000, 'assets val': 4500, 'collateral': 30000, 'dec profit': 320.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 50-year-old female is applying for a loan of 12000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 4500 cedis and her declared profits (after tax) is 320.0 cedis. Her educational background is secondary 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 does not resides or have her business close to the bank. The value of her collateral is 30000 cedis.
246,0,15000,8000,1,30.0,3600,2500.0,5.0,2,30,9500,0,1,1,0,4,0,No,"sex is 0, amnt req is 15000, maturity is 30.0, assets val is 3600, dec profit is 2500.0, xperience is 5.0, educatn is 2, age is 30, collateral is 9500, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 0
 - amnt req : 15000
 - maturity : 30.0
 - assets val : 3600
 - dec profit : 2500.0
 - xperience : 5.0
 - educatn : 2
 - age : 30
 - collateral : 9500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 15000. The maturity is 30.0. The assets val is 3600. The dec profit is 2500.0. The xperience is 5.0. The educatn is 2. The age is 30. The collateral is 9500. The locatn is 0. 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>0</td>
      <td>15000</td>
      <td>30.0</td>
      <td>3600</td>
      <td>2500.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>30</td>
      <td>9500</td>
      <td>0</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 & 0 & 15000 & 30.000000 & 3600 & 2500.000000 & 5.000000 & 2 & 30 & 9500 & 0 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 15000, 'assets val': 3600, 'collateral': 9500, 'dec profit': 2500.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 30-year-old female is applying for a loan of 15000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 3600 cedis and her declared profits (after tax) is 2500.0 cedis. Her educational background is secondary and the number of years that she has been in business is 5.0. She provided a 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 9500 cedis.
247,0,10000,10000,0,60.0,5000,700.0,8.0,1,36,23000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 5000, dec profit is 700.0, xperience is 8.0, educatn is 1, age is 36, collateral is 23000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 700.0
 - xperience : 8.0
 - educatn : 1
 - age : 36
 - collateral : 23000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 5000. The dec profit is 700.0. The xperience is 8.0. The educatn is 1. The age is 36. The collateral is 23000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>10000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>700.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>36</td>
      <td>23000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 10000 & 60.000000 & 5000 & 700.000000 & 8.000000 & 1 & 36 & 23000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 10000, 'assets val': 5000, 'collateral': 23000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 8.0}",A 36-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is not 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 23000 cedis.
248,0,300,300,0,60.0,2400,300.0,8.0,3,46,3000,0,0,1,1,1,0,Yes,"sex is 0, amnt req is 300, maturity is 60.0, assets val is 2400, dec profit is 300.0, xperience is 8.0, educatn is 3, age is 46, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 60.0
 - assets val : 2400
 - dec profit : 300.0
 - xperience : 8.0
 - educatn : 3
 - age : 46
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 60.0. The assets val is 2400. The dec profit is 300.0. The xperience is 8.0. The educatn is 3. The age is 46. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>300</td>
      <td>60.0</td>
      <td>2400</td>
      <td>300.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>46</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 300 & 60.000000 & 2400 & 300.000000 & 8.000000 & 3 & 46 & 3000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 300, 'assets val': 2400, 'collateral': 3000, 'dec profit': 300.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 8.0}",A 46-year-old female is applying for a loan of 300 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 60.0 years. Her assets value is 2400 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is primary and the number of years that she has been in business is 8.0. 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 3000 cedis.
249,1,1500,1000,1,30.0,4000,250.0,3.0,1,26,2500,0,1,0,0,1,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 4000, dec profit is 250.0, xperience is 3.0, educatn is 1, age is 26, collateral is 2500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 250.0
 - xperience : 3.0
 - educatn : 1
 - age : 26
 - collateral : 2500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 4000. The dec profit is 250.0. The xperience is 3.0. The educatn is 1. The age is 26. The collateral is 2500. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>4000</td>
      <td>250.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>26</td>
      <td>2500</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 4000 & 250.000000 & 3.000000 & 1 & 26 & 2500 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 1500, 'assets val': 4000, 'collateral': 2500, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 26-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 4000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He provided a 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 2500 cedis.
250,1,2000,1000,1,15.0,3000,100.0,6.0,3,37,4500,0,0,0,1,5,0,No,"sex is 1, amnt req is 2000, maturity is 15.0, assets val is 3000, dec profit is 100.0, xperience is 6.0, educatn is 3, age is 37, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 15.0
 - assets val : 3000
 - dec profit : 100.0
 - xperience : 6.0
 - educatn : 3
 - age : 37
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 15.0. The assets val is 3000. The dec profit is 100.0. The xperience is 6.0. The educatn is 3. The age is 37. The collateral is 4500. 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>15.0</td>
      <td>3000</td>
      <td>100.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>37</td>
      <td>4500</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 & 15.000000 & 3000 & 100.000000 & 6.000000 & 3 & 37 & 4500 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 2000, 'assets val': 3000, 'collateral': 4500, 'dec profit': 100.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 6.0}",A 37-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 15.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is primary 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 4500 cedis.
251,1,5000,5000,0,30.0,6000,900.0,8.0,1,36,1500,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 6000, dec profit is 900.0, xperience is 8.0, educatn is 1, age is 36, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 900.0
 - xperience : 8.0
 - educatn : 1
 - age : 36
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 6000. The dec profit is 900.0. The xperience is 8.0. The educatn is 1. The age is 36. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>900.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>36</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 30.000000 & 6000 & 900.000000 & 8.000000 & 1 & 36 & 1500 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 5000, 'assets val': 6000, 'collateral': 1500, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 8.0}",A 36-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 6000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is tertiary 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 1500 cedis.
252,1,3500,3000,1,30.0,7000,720.0,3.0,1,38,1000,0,0,0,1,4,0,No,"sex is 1, amnt req is 3500, maturity is 30.0, assets val is 7000, dec profit is 720.0, xperience is 3.0, educatn is 1, age is 38, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 3500
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 720.0
 - xperience : 3.0
 - educatn : 1
 - age : 38
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 3500. The maturity is 30.0. The assets val is 7000. The dec profit is 720.0. The xperience is 3.0. The educatn is 1. The age is 38. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>3500</td>
      <td>30.0</td>
      <td>7000</td>
      <td>720.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>38</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 3500 & 30.000000 & 7000 & 720.000000 & 3.000000 & 1 & 38 & 1000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 3500, 'assets val': 7000, 'collateral': 1000, 'dec profit': 720.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 38-year-old male is applying for a loan of 3500 cedis. The applicant works in agriculture 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 7000 cedis and his declared profits (after tax) is 720.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 1000 cedis.
253,1,8000,8000,0,60.0,4000,450.0,3.0,3,43,7000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 4000, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 4000. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 4000 & 450.000000 & 3.000000 & 3 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 8000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 8000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
254,0,5000,5000,0,60.0,8000,580.0,5.0,3,39,5000,1,0,0,1,3,0,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 8000, dec profit is 580.0, xperience is 5.0, educatn is 3, age is 39, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 580.0
 - xperience : 5.0
 - educatn : 3
 - age : 39
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 8000. The dec profit is 580.0. The xperience is 5.0. The educatn is 3. The age is 39. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 3. 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>60.0</td>
      <td>8000</td>
      <td>580.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>39</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 60.000000 & 8000 & 580.000000 & 5.000000 & 3 & 39 & 5000 & 1 & 0 & 0 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 5000, 'assets val': 8000, 'collateral': 5000, 'dec profit': 580.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 39-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 580.0 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 not 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 5000 cedis.
255,1,2000,2000,0,15.0,3500,300.0,5.0,1,36,4000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 2000, maturity is 15.0, assets val is 3500, dec profit is 300.0, xperience is 5.0, educatn is 1, age is 36, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 15.0
 - assets val : 3500
 - dec profit : 300.0
 - xperience : 5.0
 - educatn : 1
 - age : 36
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 15.0. The assets val is 3500. The dec profit is 300.0. The xperience is 5.0. The educatn is 1. The age is 36. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>15.0</td>
      <td>3500</td>
      <td>300.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>36</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 15.000000 & 3500 & 300.000000 & 5.000000 & 1 & 36 & 4000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2000, 'assets val': 3500, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 36-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 15.0 years. His assets value is 3500 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
256,1,1000,1000,0,60.0,1000,400.0,1.0,1,39,2000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 60.0, assets val is 1000, dec profit is 400.0, xperience is 1.0, educatn is 1, age is 39, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 400.0
 - xperience : 1.0
 - educatn : 1
 - age : 39
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - 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 400.0. The xperience is 1.0. The educatn is 1. The age is 39. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>60.0</td>
      <td>1000</td>
      <td>400.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>39</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 60.000000 & 1000 & 400.000000 & 1.000000 & 1 & 39 & 2000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 1000, 'assets val': 1000, 'collateral': 2000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 39-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 2000 cedis.
257,1,500,500,0,30.0,5000,160.0,6.0,3,48,1800,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 5000, dec profit is 160.0, xperience is 6.0, educatn is 3, age is 48, collateral is 1800, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 160.0
 - xperience : 6.0
 - educatn : 3
 - age : 48
 - collateral : 1800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 5000. The dec profit is 160.0. The xperience is 6.0. The educatn is 3. The age is 48. The collateral is 1800. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>500</td>
      <td>30.0</td>
      <td>5000</td>
      <td>160.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>48</td>
      <td>1800</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 500 & 30.000000 & 5000 & 160.000000 & 6.000000 & 3 & 48 & 1800 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 500, 'assets val': 5000, 'collateral': 1800, 'dec profit': 160.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 6.0}",A 48-year-old male is applying for a loan of 500 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 30.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 160.0 cedis. His educational background is primary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1800 cedis.
258,0,2200,2200,0,30.0,5000,560.0,5.0,3,53,1800,0,1,0,1,4,0,Yes,"sex is 0, amnt req is 2200, maturity is 30.0, assets val is 5000, dec profit is 560.0, xperience is 5.0, educatn is 3, age is 53, collateral is 1800, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 2200
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 560.0
 - xperience : 5.0
 - educatn : 3
 - age : 53
 - collateral : 1800
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 2200. The maturity is 30.0. The assets val is 5000. The dec profit is 560.0. The xperience is 5.0. The educatn is 3. The age is 53. The collateral is 1800. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>2200</td>
      <td>30.0</td>
      <td>5000</td>
      <td>560.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>53</td>
      <td>1800</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 2200 & 30.000000 & 5000 & 560.000000 & 5.000000 & 3 & 53 & 1800 & 0 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 2200, 'assets val': 5000, 'collateral': 1800, 'dec profit': 560.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 53-year-old female is applying for a loan of 2200 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 30.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 560.0 cedis. Her educational background is primary and the number of years that she has been in business is 5.0. She provided a guarantor and this is not 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 1800 cedis.
259,1,1000,1000,0,24.0,2500,350.0,12.0,3,55,1500,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 24.0, assets val is 2500, dec profit is 350.0, xperience is 12.0, educatn is 3, age is 55, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 24.0
 - assets val : 2500
 - dec profit : 350.0
 - xperience : 12.0
 - educatn : 3
 - age : 55
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 24.0. The assets val is 2500. The dec profit is 350.0. The xperience is 12.0. The educatn is 3. The age is 55. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>24.0</td>
      <td>2500</td>
      <td>350.0</td>
      <td>12.0</td>
      <td>3</td>
      <td>55</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 24.000000 & 2500 & 350.000000 & 12.000000 & 3 & 55 & 1500 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 1000, 'assets val': 2500, 'collateral': 1500, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 12.0}",A 55-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 2500 cedis and his declared profits (after tax) is 350.0 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 resides or have his business close to the bank. The value of his collateral is 1500 cedis.
260,0,3000,3000,0,40.0,3000,750.0,7.0,1,28,3000,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 3000, maturity is 40.0, assets val is 3000, dec profit is 750.0, xperience is 7.0, educatn is 1, age is 28, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 40.0
 - assets val : 3000
 - dec profit : 750.0
 - xperience : 7.0
 - educatn : 1
 - age : 28
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 40.0. The assets val is 3000. The dec profit is 750.0. The xperience is 7.0. The educatn is 1. The age is 28. The collateral is 3000. 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>3000</td>
      <td>40.0</td>
      <td>3000</td>
      <td>750.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>28</td>
      <td>3000</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 & 3000 & 40.000000 & 3000 & 750.000000 & 7.000000 & 1 & 28 & 3000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 3000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 750.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 40.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 28-year-old female is applying for a loan of 3000 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 40.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 750.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. 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 3000 cedis.
261,0,1000,1000,0,60.0,7000,540.0,1.0,1,27,5000,0,1,1,1,5,1,Yes,"sex is 0, amnt req is 1000, maturity is 60.0, assets val is 7000, dec profit is 540.0, xperience is 1.0, educatn is 1, age is 27, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 7000
 - dec profit : 540.0
 - xperience : 1.0
 - educatn : 1
 - age : 27
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 1000. The maturity is 60.0. The assets val is 7000. The dec profit is 540.0. The xperience is 1.0. The educatn is 1. The age is 27. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>1000</td>
      <td>60.0</td>
      <td>7000</td>
      <td>540.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>27</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 1000 & 60.000000 & 7000 & 540.000000 & 1.000000 & 1 & 27 & 5000 & 0 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 27, 'amnt req': 1000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 540.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 1.0}",A 27-year-old female is applying for a loan of 1000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 540.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. 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 does not resides or have her business close to the bank. The value of her collateral is 5000 cedis.
262,0,9000,9000,0,30.0,5000,320.0,9.0,4,38,9000,1,1,1,1,1,1,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.
263,0,10000,10000,0,50.0,14000,850.0,4.0,1,45,10000,1,0,0,1,1,0,Yes,"sex is 0, amnt req is 10000, maturity is 50.0, assets val is 14000, dec profit is 850.0, xperience is 4.0, educatn is 1, age is 45, collateral is 10000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 50.0
 - assets val : 14000
 - dec profit : 850.0
 - xperience : 4.0
 - educatn : 1
 - age : 45
 - collateral : 10000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 50.0. The assets val is 14000. The dec profit is 850.0. The xperience is 4.0. The educatn is 1. The age is 45. The collateral is 10000. The locatn is 1. 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>0</td>
      <td>10000</td>
      <td>50.0</td>
      <td>14000</td>
      <td>850.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>45</td>
      <td>10000</td>
      <td>1</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 & 0 & 10000 & 50.000000 & 14000 & 850.000000 & 4.000000 & 1 & 45 & 10000 & 1 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 10000, 'assets val': 14000, 'collateral': 10000, 'dec profit': 850.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 50.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 45-year-old female is applying for a loan of 10000 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 50.0 years. Her assets value is 14000 cedis and her declared profits (after tax) is 850.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 10000 cedis.
264,0,3000,1500,1,30.0,4500,730.0,4.0,1,34,15000,1,0,1,0,1,0,No,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 4500, dec profit is 730.0, xperience is 4.0, educatn is 1, age is 34, collateral is 15000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4500
 - dec profit : 730.0
 - xperience : 4.0
 - educatn : 1
 - age : 34
 - collateral : 15000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 4500. The dec profit is 730.0. The xperience is 4.0. The educatn is 1. The age is 34. The collateral is 15000. 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>3000</td>
      <td>30.0</td>
      <td>4500</td>
      <td>730.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>34</td>
      <td>15000</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 & 3000 & 30.000000 & 4500 & 730.000000 & 4.000000 & 1 & 34 & 15000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 3000, 'assets val': 4500, 'collateral': 15000, 'dec profit': 730.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 34-year-old female is applying for a loan of 3000 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 30.0 years. Her assets value is 4500 cedis and her declared profits (after tax) is 730.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 15000 cedis.
265,1,1200,1000,1,30.0,5000,600.0,10.0,1,32,5000,0,0,0,0,5,0,No,"sex is 1, amnt req is 1200, maturity is 30.0, assets val is 5000, dec profit is 600.0, xperience is 10.0, educatn is 1, age is 32, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 1200
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 600.0
 - xperience : 10.0
 - educatn : 1
 - age : 32
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1200. The maturity is 30.0. The assets val is 5000. The dec profit is 600.0. The xperience is 10.0. The educatn is 1. The age is 32. The collateral is 5000. The locatn is 0. 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>1200</td>
      <td>30.0</td>
      <td>5000</td>
      <td>600.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>32</td>
      <td>5000</td>
      <td>0</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 & 1200 & 30.000000 & 5000 & 600.000000 & 10.000000 & 1 & 32 & 5000 & 0 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 1200, 'assets val': 5000, 'collateral': 5000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 10.0}",A 32-year-old male is applying for a loan of 1200 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 30.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 10.0. 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 5000 cedis.
266,0,800,400,1,15.0,1200,120.0,2.0,1,25,1120,0,1,1,0,1,0,No,"sex is 0, amnt req is 800, maturity is 15.0, assets val is 1200, dec profit is 120.0, xperience is 2.0, educatn is 1, age is 25, collateral is 1120, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 800
 - maturity : 15.0
 - assets val : 1200
 - dec profit : 120.0
 - xperience : 2.0
 - educatn : 1
 - age : 25
 - collateral : 1120
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 800. The maturity is 15.0. The assets val is 1200. The dec profit is 120.0. The xperience is 2.0. The educatn is 1. The age is 25. The collateral is 1120. The locatn is 0. The guarantor is 1. 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>800</td>
      <td>15.0</td>
      <td>1200</td>
      <td>120.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>25</td>
      <td>1120</td>
      <td>0</td>
      <td>1</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 & 800 & 15.000000 & 1200 & 120.000000 & 2.000000 & 1 & 25 & 1120 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 800, 'assets val': 1200, 'collateral': 1120, 'dec profit': 120.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 25-year-old female is applying for a loan of 800 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 15.0 years. Her assets value is 1200 cedis and her declared profits (after tax) is 120.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She provided a 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 1120 cedis.
267,0,1500,1500,0,30.0,3200,548.0,5.0,1,31,3000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 3200, dec profit is 548.0, xperience is 5.0, educatn is 1, age is 31, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3200
 - dec profit : 548.0
 - xperience : 5.0
 - educatn : 1
 - age : 31
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 3200. The dec profit is 548.0. The xperience is 5.0. The educatn is 1. The age is 31. The collateral is 3000. 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>1500</td>
      <td>30.0</td>
      <td>3200</td>
      <td>548.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>31</td>
      <td>3000</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 & 1500 & 30.000000 & 3200 & 548.000000 & 5.000000 & 1 & 31 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 1500, 'assets val': 3200, 'collateral': 3000, 'dec profit': 548.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 31-year-old female is applying for a loan of 1500 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 30.0 years. Her assets value is 3200 cedis and her declared profits (after tax) is 548.0 cedis. Her educational background is tertiary 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 3000 cedis.
268,1,300,300,0,15.0,5000,450.0,4.0,1,53,5000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 300, maturity is 15.0, assets val is 5000, dec profit is 450.0, xperience is 4.0, educatn is 1, age is 53, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 15.0
 - assets val : 5000
 - dec profit : 450.0
 - xperience : 4.0
 - educatn : 1
 - age : 53
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 15.0. The assets val is 5000. The dec profit is 450.0. The xperience is 4.0. The educatn is 1. The age is 53. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>300</td>
      <td>15.0</td>
      <td>5000</td>
      <td>450.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>53</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 300 & 15.000000 & 5000 & 450.000000 & 4.000000 & 1 & 53 & 5000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 300, 'assets val': 5000, 'collateral': 5000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 53-year-old male is applying for a loan of 300 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 5000 cedis.
269,1,2000,2000,0,30.0,2500,560.0,1.0,2,34,2000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2500, dec profit is 560.0, xperience is 1.0, educatn is 2, age is 34, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 560.0
 - xperience : 1.0
 - educatn : 2
 - age : 34
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2500. The dec profit is 560.0. The xperience is 1.0. The educatn is 2. The age is 34. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>2500</td>
      <td>560.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>34</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 2500 & 560.000000 & 1.000000 & 2 & 34 & 2000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 2500, 'collateral': 2000, 'dec profit': 560.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 1.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 2500 cedis and his declared profits (after tax) is 560.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
270,1,2000,2000,0,30.0,4000,480.0,4.0,1,39,2500,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 4000, dec profit is 480.0, xperience is 4.0, educatn is 1, age is 39, collateral is 2500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 480.0
 - xperience : 4.0
 - educatn : 1
 - age : 39
 - collateral : 2500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 4000. The dec profit is 480.0. The xperience is 4.0. The educatn is 1. The age is 39. The collateral is 2500. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>2000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>480.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>39</td>
      <td>2500</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 2000 & 30.000000 & 4000 & 480.000000 & 4.000000 & 1 & 39 & 2500 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 2000, 'assets val': 4000, 'collateral': 2500, 'dec profit': 480.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 39-year-old male is applying for a loan of 2000 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 4000 cedis and his declared profits (after tax) is 480.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2500 cedis.
271,0,1000,1000,0,30.0,2420,499.0,7.0,1,28,2000,0,1,0,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2420, dec profit is 499.0, xperience is 7.0, educatn is 1, age is 28, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2420
 - dec profit : 499.0
 - xperience : 7.0
 - educatn : 1
 - age : 28
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2420. The dec profit is 499.0. The xperience is 7.0. The educatn is 1. The age is 28. The collateral is 2000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>30.0</td>
      <td>2420</td>
      <td>499.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>28</td>
      <td>2000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 30.000000 & 2420 & 499.000000 & 7.000000 & 1 & 28 & 2000 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 1000, 'assets val': 2420, 'collateral': 2000, 'dec profit': 499.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 28-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 30.0 years. Her assets value is 2420 cedis and her declared profits (after tax) is 499.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. She provided a guarantor and this is not 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.
272,0,1000,1000,0,30.0,8000,1000.0,5.0,1,30,1000,0,1,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 8000, dec profit is 1000.0, xperience is 5.0, educatn is 1, age is 30, collateral is 1000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 1000.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 1000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 8000. The dec profit is 1000.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 1000. The locatn is 0. The guarantor is 1. 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>30.0</td>
      <td>8000</td>
      <td>1000.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>1000</td>
      <td>0</td>
      <td>1</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 & 30.000000 & 8000 & 1000.000000 & 5.000000 & 1 & 30 & 1000 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 1000, 'assets val': 8000, 'collateral': 1000, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 30-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 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. She provided a 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 1000 cedis.
273,0,2000,1500,1,20.0,3000,450.0,2.0,1,25,5000,0,0,1,0,1,0,No,"sex is 0, amnt req is 2000, maturity is 20.0, assets val is 3000, dec profit is 450.0, xperience is 2.0, educatn is 1, age is 25, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 20.0
 - assets val : 3000
 - dec profit : 450.0
 - xperience : 2.0
 - educatn : 1
 - age : 25
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 20.0. The assets val is 3000. The dec profit is 450.0. The xperience is 2.0. The educatn is 1. The age is 25. The collateral is 5000. 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>20.0</td>
      <td>3000</td>
      <td>450.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>25</td>
      <td>5000</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 & 20.000000 & 3000 & 450.000000 & 2.000000 & 1 & 25 & 5000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 2000, 'assets val': 3000, 'collateral': 5000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 25-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 20.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 5000 cedis.
274,1,300,300,0,15.0,7000,450.0,5.0,1,33,4500,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 300, maturity is 15.0, assets val is 7000, dec profit is 450.0, xperience is 5.0, educatn is 1, age is 33, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 15.0
 - assets val : 7000
 - dec profit : 450.0
 - xperience : 5.0
 - educatn : 1
 - age : 33
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 15.0. The assets val is 7000. The dec profit is 450.0. The xperience is 5.0. The educatn is 1. The age is 33. The collateral is 4500. 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>1</td>
      <td>300</td>
      <td>15.0</td>
      <td>7000</td>
      <td>450.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>33</td>
      <td>4500</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 & 1 & 300 & 15.000000 & 7000 & 450.000000 & 5.000000 & 1 & 33 & 4500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 300, 'assets val': 7000, 'collateral': 4500, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 33-year-old male is applying for a loan of 300 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4500 cedis.
275,0,2000,2000,0,60.0,3300,385.0,18.0,1,40,1500,1,0,0,1,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 3300, dec profit is 385.0, xperience is 18.0, educatn is 1, age is 40, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3300
 - dec profit : 385.0
 - xperience : 18.0
 - educatn : 1
 - age : 40
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 3300. The dec profit is 385.0. The xperience is 18.0. The educatn is 1. The age is 40. The collateral is 1500. The locatn is 1. 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>0</td>
      <td>2000</td>
      <td>60.0</td>
      <td>3300</td>
      <td>385.0</td>
      <td>18.0</td>
      <td>1</td>
      <td>40</td>
      <td>1500</td>
      <td>1</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 & 0 & 2000 & 60.000000 & 3300 & 385.000000 & 18.000000 & 1 & 40 & 1500 & 1 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2000, 'assets val': 3300, 'collateral': 1500, 'dec profit': 385.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 18.0}",A 40-year-old female is applying for a loan of 2000 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 60.0 years. Her assets value is 3300 cedis and her declared profits (after tax) is 385.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 18.0. She did not provide any guarantor and this is not 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 1500 cedis.
276,1,6000,6000,0,60.0,4600,500.0,4.0,2,41,2000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 4600, dec profit is 500.0, xperience is 4.0, educatn is 2, age is 41, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 4600
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 2
 - age : 41
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 4600. The dec profit is 500.0. The xperience is 4.0. The educatn is 2. The age is 41. The collateral is 2000. 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>1</td>
      <td>6000</td>
      <td>60.0</td>
      <td>4600</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>41</td>
      <td>2000</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 & 1 & 6000 & 60.000000 & 4600 & 500.000000 & 4.000000 & 2 & 41 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 6000, 'assets val': 4600, 'collateral': 2000, 'dec profit': 500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 41-year-old male is applying for a loan of 6000 cedis. The applicant works in commerce 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 4600 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
277,1,12000,7000,1,30.0,9000,700.0,4.0,3,34,9000,0,1,0,1,4,0,No,"sex is 1, amnt req is 12000, maturity is 30.0, assets val is 9000, dec profit is 700.0, xperience is 4.0, educatn is 3, age is 34, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 4.0
 - educatn : 3
 - age : 34
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 30.0. The assets val is 9000. The dec profit is 700.0. The xperience is 4.0. The educatn is 3. The age is 34. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>12000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>34</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 12000 & 30.000000 & 9000 & 700.000000 & 4.000000 & 3 & 34 & 9000 & 0 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 12000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 34-year-old male is applying for a loan of 12000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. He provided a 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 9000 cedis.
278,1,5000,5000,0,30.0,9000,900.0,12.0,1,36,1200,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 9000, dec profit is 900.0, xperience is 12.0, educatn is 1, age is 36, collateral is 1200, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 900.0
 - xperience : 12.0
 - educatn : 1
 - age : 36
 - collateral : 1200
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 9000. The dec profit is 900.0. The xperience is 12.0. The educatn is 1. The age is 36. The collateral is 1200. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>900.0</td>
      <td>12.0</td>
      <td>1</td>
      <td>36</td>
      <td>1200</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 30.000000 & 9000 & 900.000000 & 12.000000 & 1 & 36 & 1200 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1200, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 12.0}",A 36-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 9000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is tertiary 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 resides or have his business close to the bank. The value of his collateral is 1200 cedis.
279,0,20000,15000,1,36.0,15000,8000.0,6.0,3,51,9000,0,1,1,1,3,1,No,"sex is 0, amnt req is 20000, maturity is 36.0, assets val is 15000, dec profit is 8000.0, xperience is 6.0, educatn is 3, age is 51, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 20000
 - maturity : 36.0
 - assets val : 15000
 - dec profit : 8000.0
 - xperience : 6.0
 - educatn : 3
 - age : 51
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 20000. The maturity is 36.0. The assets val is 15000. The dec profit is 8000.0. The xperience is 6.0. The educatn is 3. The age is 51. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>20000</td>
      <td>36.0</td>
      <td>15000</td>
      <td>8000.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>51</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 20000 & 36.000000 & 15000 & 8000.000000 & 6.000000 & 3 & 51 & 9000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 51, 'amnt req': 20000, 'assets val': 15000, 'collateral': 9000, 'dec profit': 8000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 51-year-old female is applying for a loan of 20000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 15000 cedis and her declared profits (after tax) is 8000.0 cedis. Her educational background is primary and the number of years that she has been in business is 6.0. 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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
280,0,500,200,1,36.0,1000,140.0,1.0,1,33,5000,0,0,0,1,4,0,No,"sex is 0, amnt req is 500, maturity is 36.0, assets val is 1000, dec profit is 140.0, xperience is 1.0, educatn is 1, age is 33, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 36.0
 - assets val : 1000
 - dec profit : 140.0
 - xperience : 1.0
 - educatn : 1
 - age : 33
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 36.0. The assets val is 1000. The dec profit is 140.0. The xperience is 1.0. The educatn is 1. The age is 33. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>500</td>
      <td>36.0</td>
      <td>1000</td>
      <td>140.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>33</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 500 & 36.000000 & 1000 & 140.000000 & 1.000000 & 1 & 33 & 5000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 500, 'assets val': 1000, 'collateral': 5000, 'dec profit': 140.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 1.0}",A 33-year-old female is applying for a loan of 500 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 36.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 140.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 5000 cedis.
281,0,2000,2000,0,30.0,5000,880.0,8.0,1,28,15000,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 5000, dec profit is 880.0, xperience is 8.0, educatn is 1, age is 28, collateral is 15000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 880.0
 - xperience : 8.0
 - educatn : 1
 - age : 28
 - collateral : 15000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 5000. The dec profit is 880.0. The xperience is 8.0. The educatn is 1. The age is 28. The collateral is 15000. 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>2000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>880.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>28</td>
      <td>15000</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 & 2000 & 30.000000 & 5000 & 880.000000 & 8.000000 & 1 & 28 & 15000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 2000, 'assets val': 5000, 'collateral': 15000, 'dec profit': 880.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 8.0}",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 30.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 880.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. 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 15000 cedis.
282,0,2000,2000,0,30.0,4000,400.0,1.0,2,35,4000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 1.0, educatn is 2, age is 35, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 1.0
 - educatn : 2
 - age : 35
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 1.0. The educatn is 2. The age is 35. The collateral is 4000. 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>0</td>
      <td>2000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>35</td>
      <td>4000</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 & 0 & 2000 & 30.000000 & 4000 & 400.000000 & 1.000000 & 2 & 35 & 4000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 4000, 'collateral': 4000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 1.0}",A 35-year-old female is applying for a loan of 2000 cedis. The applicant works in service 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 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 4000 cedis.
283,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
284,1,500,500,0,60.0,2500,240.0,5.0,1,30,2500,0,1,0,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 2500, dec profit is 240.0, xperience is 5.0, educatn is 1, age is 30, collateral is 2500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 2500
 - dec profit : 240.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 2500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 2500. The dec profit is 240.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 2500. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>60.0</td>
      <td>2500</td>
      <td>240.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>2500</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 500 & 60.000000 & 2500 & 240.000000 & 5.000000 & 1 & 30 & 2500 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 500, 'assets val': 2500, 'collateral': 2500, 'dec profit': 240.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 500 cedis. The applicant works in commerce 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 2500 cedis and his declared profits (after tax) is 240.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He provided a 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 2500 cedis.
285,0,4000,4000,0,30.0,10000,600.0,5.0,2,43,7000,0,0,1,0,3,0,Yes,"sex is 0, amnt req is 4000, maturity is 30.0, assets val is 10000, dec profit is 600.0, xperience is 5.0, educatn is 2, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 600.0
 - xperience : 5.0
 - educatn : 2
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 4000. The maturity is 30.0. The assets val is 10000. The dec profit is 600.0. The xperience is 5.0. The educatn is 2. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>4000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>600.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 4000 & 30.000000 & 10000 & 600.000000 & 5.000000 & 2 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 4000, 'assets val': 10000, 'collateral': 7000, 'dec profit': 600.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 43-year-old female is applying for a loan of 4000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is secondary 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 7000 cedis.
286,0,10000,8000,1,60.0,10000,1000.0,10.0,3,40,8000,1,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 1000.0, xperience is 10.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1000.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 1000.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1000.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 1000.000000 & 10.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 8000 cedis.
287,1,4000,2000,1,30.0,5000,850.0,1.0,3,42,3000,0,0,1,1,4,0,No,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 5000, dec profit is 850.0, xperience is 1.0, educatn is 3, age is 42, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 850.0
 - xperience : 1.0
 - educatn : 3
 - age : 42
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 5000. The dec profit is 850.0. The xperience is 1.0. The educatn is 3. The age is 42. The collateral is 3000. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>850.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>42</td>
      <td>3000</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 & 1 & 4000 & 30.000000 & 5000 & 850.000000 & 1.000000 & 3 & 42 & 3000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 4000, 'assets val': 5000, 'collateral': 3000, 'dec profit': 850.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 42-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 5000 cedis and his declared profits (after tax) is 850.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
288,1,3000,3000,0,12.0,5000,550.0,5.0,3,29,1800,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 3000, maturity is 12.0, assets val is 5000, dec profit is 550.0, xperience is 5.0, educatn is 3, age is 29, collateral is 1800, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 12.0
 - assets val : 5000
 - dec profit : 550.0
 - xperience : 5.0
 - educatn : 3
 - age : 29
 - collateral : 1800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 12.0. The assets val is 5000. The dec profit is 550.0. The xperience is 5.0. The educatn is 3. The age is 29. The collateral is 1800. 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>1</td>
      <td>3000</td>
      <td>12.0</td>
      <td>5000</td>
      <td>550.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>29</td>
      <td>1800</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 & 1 & 3000 & 12.000000 & 5000 & 550.000000 & 5.000000 & 3 & 29 & 1800 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 3000, 'assets val': 5000, 'collateral': 1800, 'dec profit': 550.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 29-year-old male is applying for a loan of 3000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1800 cedis.
289,1,3000,3000,0,30.0,6000,1400.0,1.0,1,46,5000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 6000, dec profit is 1400.0, xperience is 1.0, educatn is 1, age is 46, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 1400.0
 - xperience : 1.0
 - educatn : 1
 - age : 46
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 6000. The dec profit is 1400.0. The xperience is 1.0. The educatn is 1. The age is 46. The collateral is 5000. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>1400.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>46</td>
      <td>5000</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 & 1 & 3000 & 30.000000 & 6000 & 1400.000000 & 1.000000 & 1 & 46 & 5000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 3000, 'assets val': 6000, 'collateral': 5000, 'dec profit': 1400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 46-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 6000 cedis and his declared profits (after tax) is 1400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
290,1,400,365,1,12.0,4000,800.0,5.0,1,44,6000,0,0,0,1,1,0,No,"sex is 1, amnt req is 400, maturity is 12.0, assets val is 4000, dec profit is 800.0, xperience is 5.0, educatn is 1, age is 44, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 12.0
 - assets val : 4000
 - dec profit : 800.0
 - xperience : 5.0
 - educatn : 1
 - age : 44
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 12.0. The assets val is 4000. The dec profit is 800.0. The xperience is 5.0. The educatn is 1. The age is 44. The collateral is 6000. 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>400</td>
      <td>12.0</td>
      <td>4000</td>
      <td>800.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>44</td>
      <td>6000</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 & 400 & 12.000000 & 4000 & 800.000000 & 5.000000 & 1 & 44 & 6000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 400, 'assets val': 4000, 'collateral': 6000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 44-year-old male is applying for a loan of 400 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 12.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 6000 cedis.
291,0,2500,2000,1,30.0,5000,300.0,6.0,2,36,2000,0,0,0,0,3,0,No,"sex is 0, amnt req is 2500, maturity is 30.0, assets val is 5000, dec profit is 300.0, xperience is 6.0, educatn is 2, age is 36, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 300.0
 - xperience : 6.0
 - educatn : 2
 - age : 36
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 30.0. The assets val is 5000. The dec profit is 300.0. The xperience is 6.0. The educatn is 2. The age is 36. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>2500</td>
      <td>30.0</td>
      <td>5000</td>
      <td>300.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>36</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 2500 & 30.000000 & 5000 & 300.000000 & 6.000000 & 2 & 36 & 2000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2500, 'assets val': 5000, 'collateral': 2000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 36-year-old female is applying for a loan of 2500 cedis. The applicant works in manufacturing sector and the purpose of the loan is 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 300.0 cedis. Her educational background is secondary and the number of years that she has been in business is 6.0. She did not provide any guarantor and this is not 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.
292,0,1500,1500,0,30.0,3000,100.0,3.0,1,42,1500,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 3000, dec profit is 100.0, xperience is 3.0, educatn is 1, age is 42, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 100.0
 - xperience : 3.0
 - educatn : 1
 - age : 42
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 3000. The dec profit is 100.0. The xperience is 3.0. The educatn is 1. The age is 42. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1500</td>
      <td>30.0</td>
      <td>3000</td>
      <td>100.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>42</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1500 & 30.000000 & 3000 & 100.000000 & 3.000000 & 1 & 42 & 1500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 1500, 'assets val': 3000, 'collateral': 1500, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 42-year-old female is applying for a loan of 1500 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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 100.0 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 not 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 1500 cedis.
293,1,5000,2000,1,60.0,3000,1200.0,5.0,1,43,3000,0,0,1,1,5,0,No,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 3000, dec profit is 1200.0, xperience is 5.0, educatn is 1, age is 43, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 1200.0
 - xperience : 5.0
 - educatn : 1
 - age : 43
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 3000. The dec profit is 1200.0. The xperience is 5.0. The educatn is 1. The age is 43. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>5000</td>
      <td>60.0</td>
      <td>3000</td>
      <td>1200.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>43</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 5000 & 60.000000 & 3000 & 1200.000000 & 5.000000 & 1 & 43 & 3000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 5000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 1200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 43-year-old male is applying for a loan of 5000 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 3000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
294,0,3000,3000,0,15.0,2000,360.0,3.0,2,43,4000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 3000, maturity is 15.0, assets val is 2000, dec profit is 360.0, xperience is 3.0, educatn is 2, age is 43, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 15.0
 - assets val : 2000
 - dec profit : 360.0
 - xperience : 3.0
 - educatn : 2
 - age : 43
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 15.0. The assets val is 2000. The dec profit is 360.0. The xperience is 3.0. The educatn is 2. The age is 43. The collateral is 4000. The locatn is 1. 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>3000</td>
      <td>15.0</td>
      <td>2000</td>
      <td>360.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>43</td>
      <td>4000</td>
      <td>1</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 & 3000 & 15.000000 & 2000 & 360.000000 & 3.000000 & 2 & 43 & 4000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 3000, 'assets val': 2000, 'collateral': 4000, 'dec profit': 360.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 43-year-old female is applying for a loan of 3000 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 15.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 360.0 cedis. Her educational background is secondary 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 resides or have her business close to the bank. The value of her collateral is 4000 cedis.
295,0,19000,19000,0,60.0,25000,356.0,5.0,1,63,40000,1,0,1,0,2,0,Yes,"sex is 0, amnt req is 19000, maturity is 60.0, assets val is 25000, dec profit is 356.0, xperience is 5.0, educatn is 1, age is 63, collateral is 40000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 19000
 - maturity : 60.0
 - assets val : 25000
 - dec profit : 356.0
 - xperience : 5.0
 - educatn : 1
 - age : 63
 - collateral : 40000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 19000. The maturity is 60.0. The assets val is 25000. The dec profit is 356.0. The xperience is 5.0. The educatn is 1. The age is 63. The collateral is 40000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>19000</td>
      <td>60.0</td>
      <td>25000</td>
      <td>356.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>63</td>
      <td>40000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 19000 & 60.000000 & 25000 & 356.000000 & 5.000000 & 1 & 63 & 40000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 63, 'amnt req': 19000, 'assets val': 25000, 'collateral': 40000, 'dec profit': 356.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 5.0}",A 63-year-old female is applying for a loan of 19000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 25000 cedis and her declared profits (after tax) is 356.0 cedis. Her educational background is tertiary 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 resides or have her business close to the bank. The value of her collateral is 40000 cedis.
296,0,7000,5000,1,30.0,1300,170.0,5.0,2,45,5000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 1300, dec profit is 170.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 1300
 - dec profit : 170.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 1300. The dec profit is 170.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. 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>7000</td>
      <td>30.0</td>
      <td>1300</td>
      <td>170.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</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 & 7000 & 30.000000 & 1300 & 170.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 1300, 'collateral': 5000, 'dec profit': 170.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 1300 cedis and her declared profits (after tax) is 170.0 cedis. Her educational background is secondary 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 5000 cedis.
297,1,500,500,0,12.0,1500,315.0,6.0,1,37,20000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 12.0, assets val is 1500, dec profit is 315.0, xperience is 6.0, educatn is 1, age is 37, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 12.0
 - assets val : 1500
 - dec profit : 315.0
 - xperience : 6.0
 - educatn : 1
 - age : 37
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 12.0. The assets val is 1500. The dec profit is 315.0. The xperience is 6.0. The educatn is 1. The age is 37. The collateral is 20000. 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>1</td>
      <td>500</td>
      <td>12.0</td>
      <td>1500</td>
      <td>315.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>37</td>
      <td>20000</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 & 1 & 500 & 12.000000 & 1500 & 315.000000 & 6.000000 & 1 & 37 & 20000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 500, 'assets val': 1500, 'collateral': 20000, 'dec profit': 315.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 37-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 1500 cedis and his declared profits (after tax) is 315.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 20000 cedis.
298,1,500,500,0,30.0,3100,300.0,6.0,2,31,2600,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 3100, dec profit is 300.0, xperience is 6.0, educatn is 2, age is 31, collateral is 2600, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 3100
 - dec profit : 300.0
 - xperience : 6.0
 - educatn : 2
 - age : 31
 - collateral : 2600
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 3100. The dec profit is 300.0. The xperience is 6.0. The educatn is 2. The age is 31. The collateral is 2600. 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>1</td>
      <td>500</td>
      <td>30.0</td>
      <td>3100</td>
      <td>300.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>31</td>
      <td>2600</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 & 1 & 500 & 30.000000 & 3100 & 300.000000 & 6.000000 & 2 & 31 & 2600 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 500, 'assets val': 3100, 'collateral': 2600, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 31-year-old male is applying for a loan of 500 cedis. The applicant works in commerce 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 3100 cedis and his declared profits (after tax) is 300.0 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 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 2600 cedis.
299,1,20000,10000,1,30.0,10700,3000.0,4.0,2,38,10000,1,1,1,1,3,0,No,"sex is 1, amnt req is 20000, maturity is 30.0, assets val is 10700, dec profit is 3000.0, xperience is 4.0, educatn is 2, age is 38, collateral is 10000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 20000
 - maturity : 30.0
 - assets val : 10700
 - dec profit : 3000.0
 - xperience : 4.0
 - educatn : 2
 - age : 38
 - collateral : 10000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 20000. The maturity is 30.0. The assets val is 10700. The dec profit is 3000.0. The xperience is 4.0. The educatn is 2. The age is 38. The collateral is 10000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>20000</td>
      <td>30.0</td>
      <td>10700</td>
      <td>3000.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>38</td>
      <td>10000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 20000 & 30.000000 & 10700 & 3000.000000 & 4.000000 & 2 & 38 & 10000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 20000, 'assets val': 10700, 'collateral': 10000, 'dec profit': 3000.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 4.0}",A 38-year-old male is applying for a loan of 20000 cedis. The applicant works in manufacturing 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 10700 cedis and his declared profits (after tax) is 3000.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. 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 10000 cedis.
300,0,8000,8000,0,60.0,12000,4000.0,6.0,3,34,9000,0,1,1,1,3,1,Yes,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 12000, dec profit is 4000.0, xperience is 6.0, educatn is 3, age is 34, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 12000
 - dec profit : 4000.0
 - xperience : 6.0
 - educatn : 3
 - age : 34
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 12000. The dec profit is 4000.0. The xperience is 6.0. The educatn is 3. The age is 34. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>12000</td>
      <td>4000.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>34</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 8000 & 60.000000 & 12000 & 4000.000000 & 6.000000 & 3 & 34 & 9000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 34, 'amnt req': 8000, 'assets val': 12000, 'collateral': 9000, 'dec profit': 4000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 34-year-old female is applying for a loan of 8000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 4000.0 cedis. Her educational background is primary and the number of years that she has been in business is 6.0. 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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
301,1,25000,20000,1,36.0,10000,900.0,25.0,1,50,10000,1,0,1,0,1,0,No,"sex is 1, amnt req is 25000, maturity is 36.0, assets val is 10000, dec profit is 900.0, xperience is 25.0, educatn is 1, age is 50, collateral is 10000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 25000
 - maturity : 36.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 25.0
 - educatn : 1
 - age : 50
 - collateral : 10000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 25000. The maturity is 36.0. The assets val is 10000. The dec profit is 900.0. The xperience is 25.0. The educatn is 1. The age is 50. The collateral is 10000. 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>1</td>
      <td>25000</td>
      <td>36.0</td>
      <td>10000</td>
      <td>900.0</td>
      <td>25.0</td>
      <td>1</td>
      <td>50</td>
      <td>10000</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 & 1 & 25000 & 36.000000 & 10000 & 900.000000 & 25.000000 & 1 & 50 & 10000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 25000, 'assets val': 10000, 'collateral': 10000, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 25.0}",A 50-year-old male is applying for a loan of 25000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 10000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is tertiary and the number of years that he has been in business is 25.0. He did not provide any 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 10000 cedis.
302,0,300,300,0,15.0,4000,250.0,5.0,2,38,2500,0,1,0,0,3,0,Yes,"sex is 0, amnt req is 300, maturity is 15.0, assets val is 4000, dec profit is 250.0, xperience is 5.0, educatn is 2, age is 38, collateral is 2500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 15.0
 - assets val : 4000
 - dec profit : 250.0
 - xperience : 5.0
 - educatn : 2
 - age : 38
 - collateral : 2500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 15.0. The assets val is 4000. The dec profit is 250.0. The xperience is 5.0. The educatn is 2. The age is 38. The collateral is 2500. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>300</td>
      <td>15.0</td>
      <td>4000</td>
      <td>250.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>38</td>
      <td>2500</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 300 & 15.000000 & 4000 & 250.000000 & 5.000000 & 2 & 38 & 2500 & 0 & 1 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 300, 'assets val': 4000, 'collateral': 2500, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 38-year-old female is applying for a loan of 300 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is secondary and the number of years that she has been in business is 5.0. She provided a guarantor and this is not 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 2500 cedis.
303,1,6000,6000,0,60.0,9500,900.0,7.0,2,28,9000,1,1,1,1,3,0,Yes,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 9500, dec profit is 900.0, xperience is 7.0, educatn is 2, age is 28, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 9500
 - dec profit : 900.0
 - xperience : 7.0
 - educatn : 2
 - age : 28
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 9500. The dec profit is 900.0. The xperience is 7.0. The educatn is 2. The age is 28. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>60.0</td>
      <td>9500</td>
      <td>900.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>28</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 6000 & 60.000000 & 9500 & 900.000000 & 7.000000 & 2 & 28 & 9000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 6000, 'assets val': 9500, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 28-year-old male is applying for a loan of 6000 cedis. The applicant works in manufacturing 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 9500 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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.
304,0,2000,2000,0,60.0,2500,263.0,5.0,3,35,2000,1,0,1,1,5,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 2500, dec profit is 263.0, xperience is 5.0, educatn is 3, age is 35, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2500
 - dec profit : 263.0
 - xperience : 5.0
 - educatn : 3
 - age : 35
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 2500. The dec profit is 263.0. The xperience is 5.0. The educatn is 3. The age is 35. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2500</td>
      <td>263.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>35</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 2000 & 60.000000 & 2500 & 263.000000 & 5.000000 & 3 & 35 & 2000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 2500, 'collateral': 2000, 'dec profit': 263.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 35-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 2500 cedis and her declared profits (after tax) is 263.0 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 resides or have her business close to the bank. The value of her collateral is 2000 cedis.
305,0,10000,8000,1,60.0,10000,1000.0,10.0,3,40,8000,1,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 1000.0, xperience is 10.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1000.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 1000.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1000.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 1000.000000 & 10.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 8000 cedis.
306,1,3500,3500,0,40.0,4800,420.0,9.0,2,27,5000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 3500, maturity is 40.0, assets val is 4800, dec profit is 420.0, xperience is 9.0, educatn is 2, age is 27, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 3500
 - maturity : 40.0
 - assets val : 4800
 - dec profit : 420.0
 - xperience : 9.0
 - educatn : 2
 - age : 27
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3500. The maturity is 40.0. The assets val is 4800. The dec profit is 420.0. The xperience is 9.0. The educatn is 2. The age is 27. The collateral is 5000. 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>3500</td>
      <td>40.0</td>
      <td>4800</td>
      <td>420.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>27</td>
      <td>5000</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 & 3500 & 40.000000 & 4800 & 420.000000 & 9.000000 & 2 & 27 & 5000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 3500, 'assets val': 4800, 'collateral': 5000, 'dec profit': 420.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 40.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 9.0}",A 27-year-old male is applying for a loan of 3500 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 40.0 years. His assets value is 4800 cedis and his declared profits (after tax) is 420.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 5000 cedis.
307,0,2000,2000,0,30.0,8000,740.0,4.0,1,25,4000,0,1,1,0,3,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 8000, dec profit is 740.0, xperience is 4.0, educatn is 1, age is 25, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 740.0
 - xperience : 4.0
 - educatn : 1
 - age : 25
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 8000. The dec profit is 740.0. The xperience is 4.0. The educatn is 1. The age is 25. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>8000</td>
      <td>740.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>25</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 8000 & 740.000000 & 4.000000 & 1 & 25 & 4000 & 0 & 1 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 2000, 'assets val': 8000, 'collateral': 4000, 'dec profit': 740.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 25-year-old female is applying for a loan of 2000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 740.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She provided a 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 4000 cedis.
308,0,5000,5000,0,60.0,9000,1200.0,10.0,1,47,1500,1,0,0,0,1,0,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 10.0, educatn is 1, age is 47, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 10.0
 - educatn : 1
 - age : 47
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 10.0. The educatn is 1. The age is 47. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>47</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 5000 & 60.000000 & 9000 & 1200.000000 & 10.000000 & 1 & 47 & 1500 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1500, 'dec profit': 1200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 10.0}",A 47-year-old female is applying for a loan of 5000 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 60.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 1200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 10.0. She did not provide any guarantor and this is not 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 1500 cedis.
309,1,7000,7000,0,30.0,30000,500.0,3.0,3,31,8000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 7000, maturity is 30.0, assets val is 30000, dec profit is 500.0, xperience is 3.0, educatn is 3, age is 31, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 30000
 - dec profit : 500.0
 - xperience : 3.0
 - educatn : 3
 - age : 31
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 30.0. The assets val is 30000. The dec profit is 500.0. The xperience is 3.0. The educatn is 3. The age is 31. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>7000</td>
      <td>30.0</td>
      <td>30000</td>
      <td>500.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>31</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 7000 & 30.000000 & 30000 & 500.000000 & 3.000000 & 3 & 31 & 8000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 7000, 'assets val': 30000, 'collateral': 8000, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 31-year-old male is applying for a loan of 7000 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 30.0 years. His assets value is 30000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
310,0,1000,1000,0,30.0,2000,450.0,8.0,2,45,4000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2000, dec profit is 450.0, xperience is 8.0, educatn is 2, age is 45, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 450.0
 - xperience : 8.0
 - educatn : 2
 - age : 45
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2000. The dec profit is 450.0. The xperience is 8.0. The educatn is 2. The age is 45. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>450.0</td>
      <td>8.0</td>
      <td>2</td>
      <td>45</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 1000 & 30.000000 & 2000 & 450.000000 & 8.000000 & 2 & 45 & 4000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 1000, 'assets val': 2000, 'collateral': 4000, 'dec profit': 450.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 8.0}",A 45-year-old female is applying for a loan of 1000 cedis. The applicant works in service 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 2000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is secondary and the number of years that she has been in business is 8.0. 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 4000 cedis.
311,1,300,300,0,30.0,5600,500.0,3.0,3,39,3000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 300, maturity is 30.0, assets val is 5600, dec profit is 500.0, xperience is 3.0, educatn is 3, age is 39, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 30.0
 - assets val : 5600
 - dec profit : 500.0
 - xperience : 3.0
 - educatn : 3
 - age : 39
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 30.0. The assets val is 5600. The dec profit is 500.0. The xperience is 3.0. The educatn is 3. The age is 39. The collateral is 3000. The locatn is 1. 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>1</td>
      <td>300</td>
      <td>30.0</td>
      <td>5600</td>
      <td>500.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>39</td>
      <td>3000</td>
      <td>1</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 & 1 & 300 & 30.000000 & 5600 & 500.000000 & 3.000000 & 3 & 39 & 3000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 300, 'assets val': 5600, 'collateral': 3000, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 39-year-old male is applying for a loan of 300 cedis. The applicant works in agriculture 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 5600 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 3000 cedis.
312,1,700,700,0,15.0,2000,700.0,2.0,1,40,5000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 700, maturity is 15.0, assets val is 2000, dec profit is 700.0, xperience is 2.0, educatn is 1, age is 40, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 15.0
 - assets val : 2000
 - dec profit : 700.0
 - xperience : 2.0
 - educatn : 1
 - age : 40
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 15.0. The assets val is 2000. The dec profit is 700.0. The xperience is 2.0. The educatn is 1. The age is 40. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>700</td>
      <td>15.0</td>
      <td>2000</td>
      <td>700.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>40</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 700 & 15.000000 & 2000 & 700.000000 & 2.000000 & 1 & 40 & 5000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 700, 'assets val': 2000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 40-year-old male is applying for a loan of 700 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 5000 cedis.
313,0,1500,1500,0,60.0,10000,9000.0,1.0,1,35,6000,1,1,1,1,5,1,Yes,"sex is 0, amnt req is 1500, maturity is 60.0, assets val is 10000, dec profit is 9000.0, xperience is 1.0, educatn is 1, age is 35, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 1500
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 9000.0
 - xperience : 1.0
 - educatn : 1
 - age : 35
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 1500. The maturity is 60.0. The assets val is 10000. The dec profit is 9000.0. The xperience is 1.0. The educatn is 1. The age is 35. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>1500</td>
      <td>60.0</td>
      <td>10000</td>
      <td>9000.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>35</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 1500 & 60.000000 & 10000 & 9000.000000 & 1.000000 & 1 & 35 & 6000 & 1 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 1500, 'assets val': 10000, 'collateral': 6000, 'dec profit': 9000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 1.0}",A 35-year-old female is applying for a loan of 1500 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 9000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. 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 6000 cedis.
314,0,2000,2000,0,60.0,2000,450.0,6.0,3,26,2000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 2000, dec profit is 450.0, xperience is 6.0, educatn is 3, age is 26, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 450.0
 - xperience : 6.0
 - educatn : 3
 - age : 26
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 2000. The dec profit is 450.0. The xperience is 6.0. The educatn is 3. The age is 26. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>450.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>26</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 2000 & 60.000000 & 2000 & 450.000000 & 6.000000 & 3 & 26 & 2000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 2000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 26-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is primary 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 does not resides or have her business close to the bank. The value of her collateral is 2000 cedis.
315,1,500,200,1,20.0,4000,500.0,4.0,1,40,2000,0,0,0,0,1,0,No,"sex is 1, amnt req is 500, maturity is 20.0, assets val is 4000, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 40, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 20.0
 - assets val : 4000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 40
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 20.0. The assets val is 4000. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 40. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>20.0</td>
      <td>4000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>40</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 500 & 20.000000 & 4000 & 500.000000 & 4.000000 & 1 & 40 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 500, 'assets val': 4000, 'collateral': 2000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 40-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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.
316,1,5000,5000,0,15.0,7000,780.0,1.0,1,42,4500,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 5000, maturity is 15.0, assets val is 7000, dec profit is 780.0, xperience is 1.0, educatn is 1, age is 42, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 15.0
 - assets val : 7000
 - dec profit : 780.0
 - xperience : 1.0
 - educatn : 1
 - age : 42
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 15.0. The assets val is 7000. The dec profit is 780.0. The xperience is 1.0. The educatn is 1. The age is 42. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>5000</td>
      <td>15.0</td>
      <td>7000</td>
      <td>780.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>42</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 5000 & 15.000000 & 7000 & 780.000000 & 1.000000 & 1 & 42 & 4500 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 5000, 'assets val': 7000, 'collateral': 4500, 'dec profit': 780.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 1.0}",A 42-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 780.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4500 cedis.
317,0,5000,5000,0,60.0,10000,256.0,5.0,2,36,12000,1,0,1,0,3,0,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 10000, dec profit is 256.0, xperience is 5.0, educatn is 2, age is 36, collateral is 12000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 256.0
 - xperience : 5.0
 - educatn : 2
 - age : 36
 - collateral : 12000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 10000. The dec profit is 256.0. The xperience is 5.0. The educatn is 2. The age is 36. The collateral is 12000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>60.0</td>
      <td>10000</td>
      <td>256.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>36</td>
      <td>12000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 60.000000 & 10000 & 256.000000 & 5.000000 & 2 & 36 & 12000 & 1 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 5000, 'assets val': 10000, 'collateral': 12000, 'dec profit': 256.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 36-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 256.0 cedis. Her educational background is secondary 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 resides or have her business close to the bank. The value of her collateral is 12000 cedis.
318,0,9000,9000,0,30.0,5000,320.0,9.0,4,38,9000,0,1,1,1,1,1,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 0, 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 : 0
 - 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 0. 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>0</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 & 0 & 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': 0, '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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
319,1,2000,1500,1,30.0,3000,200.0,5.0,1,35,1000,0,0,1,1,4,0,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3000, dec profit is 200.0, xperience is 5.0, educatn is 1, age is 35, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 200.0
 - xperience : 5.0
 - educatn : 1
 - age : 35
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3000. The dec profit is 200.0. The xperience is 5.0. The educatn is 1. The age is 35. The collateral is 1000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>200.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>35</td>
      <td>1000</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 & 1 & 2000 & 30.000000 & 3000 & 200.000000 & 5.000000 & 1 & 35 & 1000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 3000, 'collateral': 1000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 35-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
320,0,7000,7000,0,30.0,11000,4000.0,2.0,3,39,12500,0,1,1,1,4,0,Yes,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 11000, dec profit is 4000.0, xperience is 2.0, educatn is 3, age is 39, collateral is 12500, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 11000
 - dec profit : 4000.0
 - xperience : 2.0
 - educatn : 3
 - age : 39
 - collateral : 12500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 11000. The dec profit is 4000.0. The xperience is 2.0. The educatn is 3. The age is 39. The collateral is 12500. The locatn is 0. The guarantor is 1. 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>7000</td>
      <td>30.0</td>
      <td>11000</td>
      <td>4000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>39</td>
      <td>12500</td>
      <td>0</td>
      <td>1</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 & 7000 & 30.000000 & 11000 & 4000.000000 & 2.000000 & 3 & 39 & 12500 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 7000, 'assets val': 11000, 'collateral': 12500, 'dec profit': 4000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 39-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 11000 cedis and her declared profits (after tax) is 4000.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She provided a 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 12500 cedis.
321,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
322,1,500,500,0,15.0,7000,860.0,1.0,3,26,800,0,1,0,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 15.0, assets val is 7000, dec profit is 860.0, xperience is 1.0, educatn is 3, age is 26, collateral is 800, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 15.0
 - assets val : 7000
 - dec profit : 860.0
 - xperience : 1.0
 - educatn : 3
 - age : 26
 - collateral : 800
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 15.0. The assets val is 7000. The dec profit is 860.0. The xperience is 1.0. The educatn is 3. The age is 26. The collateral is 800. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>15.0</td>
      <td>7000</td>
      <td>860.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>26</td>
      <td>800</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 500 & 15.000000 & 7000 & 860.000000 & 1.000000 & 3 & 26 & 800 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 500, 'assets val': 7000, 'collateral': 800, 'dec profit': 860.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 26-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 860.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. He provided a 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 800 cedis.
323,0,2000,2000,0,30.0,4000,460.0,5.0,3,33,6000,0,0,0,0,5,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 4000, dec profit is 460.0, xperience is 5.0, educatn is 3, age is 33, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 460.0
 - xperience : 5.0
 - educatn : 3
 - age : 33
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 4000. The dec profit is 460.0. The xperience is 5.0. The educatn is 3. The age is 33. The collateral is 6000. The locatn is 0. 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>0</td>
      <td>2000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>460.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>33</td>
      <td>6000</td>
      <td>0</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 & 0 & 2000 & 30.000000 & 4000 & 460.000000 & 5.000000 & 3 & 33 & 6000 & 0 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 2000, 'assets val': 4000, 'collateral': 6000, 'dec profit': 460.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 33-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 460.0 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 not 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 6000 cedis.
324,0,10000,7000,1,30.0,20000,14000.0,5.0,3,43,6000,0,1,1,1,3,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 20000, dec profit is 14000.0, xperience is 5.0, educatn is 3, age is 43, collateral is 6000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 20000
 - dec profit : 14000.0
 - xperience : 5.0
 - educatn : 3
 - age : 43
 - collateral : 6000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 20000. The dec profit is 14000.0. The xperience is 5.0. The educatn is 3. The age is 43. The collateral is 6000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>10000</td>
      <td>30.0</td>
      <td>20000</td>
      <td>14000.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>43</td>
      <td>6000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 10000 & 30.000000 & 20000 & 14000.000000 & 5.000000 & 3 & 43 & 6000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 43, 'amnt req': 10000, 'assets val': 20000, 'collateral': 6000, 'dec profit': 14000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 43-year-old female is applying for a loan of 10000 cedis. The applicant works in manufacturing 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 20000 cedis and her declared profits (after tax) is 14000.0 cedis. Her educational background is primary and the number of years that she has been in business is 5.0. 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 does not resides or have her business close to the bank. The value of her collateral is 6000 cedis.
325,1,8000,8000,0,60.0,4000,450.0,3.0,3,43,7000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 4000, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 4000. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 4000 & 450.000000 & 3.000000 & 3 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 8000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 8000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
326,1,6000,6000,0,30.0,8000,545.0,5.0,1,38,3000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 6000, maturity is 30.0, assets val is 8000, dec profit is 545.0, xperience is 5.0, educatn is 1, age is 38, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 545.0
 - xperience : 5.0
 - educatn : 1
 - age : 38
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 30.0. The assets val is 8000. The dec profit is 545.0. The xperience is 5.0. The educatn is 1. The age is 38. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>6000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>545.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>38</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 6000 & 30.000000 & 8000 & 545.000000 & 5.000000 & 1 & 38 & 3000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 6000, 'assets val': 8000, 'collateral': 3000, 'dec profit': 545.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 38-year-old male is applying for a loan of 6000 cedis. The applicant works in commerce 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 8000 cedis and his declared profits (after tax) is 545.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 3000 cedis.
327,0,2000,2000,0,30.0,6000,560.0,7.0,3,32,2000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 6000, dec profit is 560.0, xperience is 7.0, educatn is 3, age is 32, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 560.0
 - xperience : 7.0
 - educatn : 3
 - age : 32
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 6000. The dec profit is 560.0. The xperience is 7.0. The educatn is 3. The age is 32. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>2000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>560.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>32</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 2000 & 30.000000 & 6000 & 560.000000 & 7.000000 & 3 & 32 & 2000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 6000, 'collateral': 2000, 'dec profit': 560.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 7.0}",A 32-year-old female is applying for a loan of 2000 cedis. The applicant works in service 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 6000 cedis and her declared profits (after tax) is 560.0 cedis. Her educational background is primary and the number of years that she has been in business is 7.0. 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.
328,0,1500,1000,1,30.0,1000,120.0,3.0,3,33,6000,0,1,0,0,5,0,No,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 1000, dec profit is 120.0, xperience is 3.0, educatn is 3, age is 33, collateral is 6000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 120.0
 - xperience : 3.0
 - educatn : 3
 - age : 33
 - collateral : 6000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 1000. The dec profit is 120.0. The xperience is 3.0. The educatn is 3. The age is 33. The collateral is 6000. The locatn is 0. The guarantor is 1. 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>0</td>
      <td>1500</td>
      <td>30.0</td>
      <td>1000</td>
      <td>120.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>33</td>
      <td>6000</td>
      <td>0</td>
      <td>1</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 & 0 & 1500 & 30.000000 & 1000 & 120.000000 & 3.000000 & 3 & 33 & 6000 & 0 & 1 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1500, 'assets val': 1000, 'collateral': 6000, 'dec profit': 120.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 33-year-old female is applying for a loan of 1500 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 120.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not 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 6000 cedis.
329,0,3000,2000,1,30.0,4000,825.0,6.0,1,37,15000,0,0,0,1,4,0,No,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 4000, dec profit is 825.0, xperience is 6.0, educatn is 1, age is 37, collateral is 15000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 825.0
 - xperience : 6.0
 - educatn : 1
 - age : 37
 - collateral : 15000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 4000. The dec profit is 825.0. The xperience is 6.0. The educatn is 1. The age is 37. The collateral is 15000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>3000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>825.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>37</td>
      <td>15000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 3000 & 30.000000 & 4000 & 825.000000 & 6.000000 & 1 & 37 & 15000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 3000, 'assets val': 4000, 'collateral': 15000, 'dec profit': 825.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 6.0}",A 37-year-old female is applying for a loan of 3000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 825.0 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 not 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 15000 cedis.
330,1,1000,1000,0,60.0,5000,590.0,4.0,2,29,12000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 60.0, assets val is 5000, dec profit is 590.0, xperience is 4.0, educatn is 2, age is 29, collateral is 12000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 590.0
 - xperience : 4.0
 - educatn : 2
 - age : 29
 - collateral : 12000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 60.0. The assets val is 5000. The dec profit is 590.0. The xperience is 4.0. The educatn is 2. The age is 29. The collateral is 12000. 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>1</td>
      <td>1000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>590.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>29</td>
      <td>12000</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 & 1 & 1000 & 60.000000 & 5000 & 590.000000 & 4.000000 & 2 & 29 & 12000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 1000, 'assets val': 5000, 'collateral': 12000, 'dec profit': 590.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 29-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 590.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 12000 cedis.
331,0,8000,7000,1,,5000,4000.0,2.0,3,39,9000,0,1,1,1,4,0,No,"sex is 0, amnt req is 8000, maturity is None, assets val is 5000, dec profit is 4000.0, xperience is 2.0, educatn is 3, age is 39, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : None
 - assets val : 5000
 - dec profit : 4000.0
 - xperience : 2.0
 - educatn : 3
 - age : 39
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is None. The assets val is 5000. The dec profit is 4000.0. The xperience is 2.0. The educatn is 3. The age is 39. The collateral is 9000. The locatn is 0. The guarantor is 1. 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>8000</td>
      <td>None</td>
      <td>5000</td>
      <td>4000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>39</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 8000 & None & 5000 & 4000.000000 & 2.000000 & 3 & 39 & 9000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 8000, 'assets val': 5000, 'collateral': 9000, 'dec profit': 4000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': None, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 39-year-old female is applying for a loan of 8000 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 None years. Her assets value is 5000 cedis and her declared profits (after tax) is 4000.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She provided a 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 9000 cedis.
332,1,300,300,0,60.0,5000,500.0,4.0,1,36,7000,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 300, maturity is 60.0, assets val is 5000, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 36, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 36
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 60.0. The assets val is 5000. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 36. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>300</td>
      <td>60.0</td>
      <td>5000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>36</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 300 & 60.000000 & 5000 & 500.000000 & 4.000000 & 1 & 36 & 7000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 300, 'assets val': 5000, 'collateral': 7000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 36-year-old male is applying for a loan of 300 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
333,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
334,1,1000,1000,0,60.0,4000,288.0,4.0,1,27,2000,0,0,0,1,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 60.0, assets val is 4000, dec profit is 288.0, xperience is 4.0, educatn is 1, age is 27, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 288.0
 - xperience : 4.0
 - educatn : 1
 - age : 27
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 60.0. The assets val is 4000. The dec profit is 288.0. The xperience is 4.0. The educatn is 1. The age is 27. The collateral is 2000. 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>60.0</td>
      <td>4000</td>
      <td>288.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>27</td>
      <td>2000</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 & 60.000000 & 4000 & 288.000000 & 4.000000 & 1 & 27 & 2000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 1000, 'assets val': 4000, 'collateral': 2000, 'dec profit': 288.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 27-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 60.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 288.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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.
335,1,2000,2000,0,30.0,3800,300.0,2.0,2,28,3800,0,0,0,0,2,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3800, dec profit is 300.0, xperience is 2.0, educatn is 2, age is 28, collateral is 3800, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3800
 - dec profit : 300.0
 - xperience : 2.0
 - educatn : 2
 - age : 28
 - collateral : 3800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3800. The dec profit is 300.0. The xperience is 2.0. The educatn is 2. The age is 28. The collateral is 3800. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>30.0</td>
      <td>3800</td>
      <td>300.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>28</td>
      <td>3800</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 30.000000 & 3800 & 300.000000 & 2.000000 & 2 & 28 & 3800 & 0 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 2000, 'assets val': 3800, 'collateral': 3800, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 28-year-old male is applying for a loan of 2000 cedis. The applicant works in transport 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 3800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. 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 3800 cedis.
336,1,1500,1500,0,60.0,6850,700.0,7.0,1,40,4000,0,1,1,1,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 60.0, assets val is 6850, dec profit is 700.0, xperience is 7.0, educatn is 1, age is 40, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 60.0
 - assets val : 6850
 - dec profit : 700.0
 - xperience : 7.0
 - educatn : 1
 - age : 40
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 60.0. The assets val is 6850. The dec profit is 700.0. The xperience is 7.0. The educatn is 1. The age is 40. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>1500</td>
      <td>60.0</td>
      <td>6850</td>
      <td>700.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>40</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 1500 & 60.000000 & 6850 & 700.000000 & 7.000000 & 1 & 40 & 4000 & 0 & 1 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 1500, 'assets val': 6850, 'collateral': 4000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 40-year-old male is applying for a loan of 1500 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 60.0 years. His assets value is 6850 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
337,0,1000,800,1,30.0,1600,190.0,4.0,1,38,4000,1,0,1,1,4,0,No,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 1600, dec profit is 190.0, xperience is 4.0, educatn is 1, age is 38, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1600
 - dec profit : 190.0
 - xperience : 4.0
 - educatn : 1
 - age : 38
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 1600. The dec profit is 190.0. The xperience is 4.0. The educatn is 1. The age is 38. The collateral is 4000. The locatn is 1. 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>1000</td>
      <td>30.0</td>
      <td>1600</td>
      <td>190.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>38</td>
      <td>4000</td>
      <td>1</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 & 1000 & 30.000000 & 1600 & 190.000000 & 4.000000 & 1 & 38 & 4000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1000, 'assets val': 1600, 'collateral': 4000, 'dec profit': 190.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 38-year-old female is applying for a loan of 1000 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 30.0 years. Her assets value is 1600 cedis and her declared profits (after tax) is 190.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 4000 cedis.
338,0,3000,2500,1,30.0,6000,625.0,5.0,1,34,6000,0,0,1,0,1,0,No,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 6000, dec profit is 625.0, xperience is 5.0, educatn is 1, age is 34, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 625.0
 - xperience : 5.0
 - educatn : 1
 - age : 34
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 6000. The dec profit is 625.0. The xperience is 5.0. The educatn is 1. The age is 34. The collateral is 6000. 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>3000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>625.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>34</td>
      <td>6000</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 & 3000 & 30.000000 & 6000 & 625.000000 & 5.000000 & 1 & 34 & 6000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 3000, 'assets val': 6000, 'collateral': 6000, 'dec profit': 625.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 34-year-old female is applying for a loan of 3000 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 30.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 625.0 cedis. Her educational background is tertiary 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 6000 cedis.
339,0,800,500,1,30.0,1500,500.0,4.0,1,36,1000,1,0,0,0,1,0,No,"sex is 0, amnt req is 800, maturity is 30.0, assets val is 1500, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 36, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 800
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 36
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 800. The maturity is 30.0. The assets val is 1500. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 36. The collateral is 1000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>800</td>
      <td>30.0</td>
      <td>1500</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>36</td>
      <td>1000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 800 & 30.000000 & 1500 & 500.000000 & 4.000000 & 1 & 36 & 1000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 800, 'assets val': 1500, 'collateral': 1000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 36-year-old female is applying for a loan of 800 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 30.0 years. Her assets value is 1500 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 4.0. She did not provide any guarantor and this is not 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 1000 cedis.
340,0,2000,2000,0,60.0,20000,1800.0,1.0,3,37,5000,0,1,0,1,5,1,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 20000, dec profit is 1800.0, xperience is 1.0, educatn is 3, age is 37, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 20000
 - dec profit : 1800.0
 - xperience : 1.0
 - educatn : 3
 - age : 37
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 20000. The dec profit is 1800.0. The xperience is 1.0. The educatn is 3. The age is 37. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 5. 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>2000</td>
      <td>60.0</td>
      <td>20000</td>
      <td>1800.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>37</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>5</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 & 2000 & 60.000000 & 20000 & 1800.000000 & 1.000000 & 3 & 37 & 5000 & 0 & 1 & 0 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 37, 'amnt req': 2000, 'assets val': 20000, 'collateral': 5000, 'dec profit': 1800.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 1.0}",A 37-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 20000 cedis and her declared profits (after tax) is 1800.0 cedis. Her educational background is primary and the number of years that she has been in business is 1.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 5000 cedis.
341,0,850,850,0,60.0,5000,200.0,0.0,3,35,3500,1,0,0,1,5,0,Yes,"sex is 0, amnt req is 850, maturity is 60.0, assets val is 5000, dec profit is 200.0, xperience is 0.0, educatn is 3, age is 35, collateral is 3500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 850
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 200.0
 - xperience : 0.0
 - educatn : 3
 - age : 35
 - collateral : 3500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 850. The maturity is 60.0. The assets val is 5000. The dec profit is 200.0. The xperience is 0.0. The educatn is 3. The age is 35. The collateral is 3500. The locatn is 1. 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>0</td>
      <td>850</td>
      <td>60.0</td>
      <td>5000</td>
      <td>200.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>35</td>
      <td>3500</td>
      <td>1</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 & 0 & 850 & 60.000000 & 5000 & 200.000000 & 0.000000 & 3 & 35 & 3500 & 1 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 850, 'assets val': 5000, 'collateral': 3500, 'dec profit': 200.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 0.0}",A 35-year-old female is applying for a loan of 850 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is primary and the number of years that she has been in business is 0.0. She did not provide any guarantor and this is not 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 3500 cedis.
342,1,5000,4000,1,60.0,8000,842.0,7.0,1,42,6000,1,1,0,0,1,0,No,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 8000, dec profit is 842.0, xperience is 7.0, educatn is 1, age is 42, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 842.0
 - xperience : 7.0
 - educatn : 1
 - age : 42
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 8000. The dec profit is 842.0. The xperience is 7.0. The educatn is 1. The age is 42. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>842.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>42</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 5000 & 60.000000 & 8000 & 842.000000 & 7.000000 & 1 & 42 & 6000 & 1 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 5000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 842.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 8000 cedis and his declared profits (after tax) is 842.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He provided a 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 6000 cedis.
343,1,2000,2000,0,30.0,1400,273.0,5.0,1,28,2000,1,0,1,1,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 1400, dec profit is 273.0, xperience is 5.0, educatn is 1, age is 28, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 1400
 - dec profit : 273.0
 - xperience : 5.0
 - educatn : 1
 - age : 28
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 1400. The dec profit is 273.0. The xperience is 5.0. The educatn is 1. The age is 28. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>2000</td>
      <td>30.0</td>
      <td>1400</td>
      <td>273.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>28</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 2000 & 30.000000 & 1400 & 273.000000 & 5.000000 & 1 & 28 & 2000 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 2000, 'assets val': 1400, 'collateral': 2000, 'dec profit': 273.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 28-year-old male is applying for a loan of 2000 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 1400 cedis and his declared profits (after tax) is 273.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 2000 cedis.
344,1,2000,2000,1,60.0,3800,400.0,3.0,1,56,1800,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 3800, dec profit is 400.0, xperience is 3.0, educatn is 1, age is 56, collateral is 1800, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3800
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 1
 - age : 56
 - collateral : 1800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 3800. The dec profit is 400.0. The xperience is 3.0. The educatn is 1. The age is 56. The collateral is 1800. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>3800</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>56</td>
      <td>1800</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 & 1 & 2000 & 60.000000 & 3800 & 400.000000 & 3.000000 & 1 & 56 & 1800 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 56, 'amnt req': 2000, 'assets val': 3800, 'collateral': 1800, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 56-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 3800 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1800 cedis.
345,1,500,500,0,30.0,2800,400.0,27.0,1,48,3000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 2800, dec profit is 400.0, xperience is 27.0, educatn is 1, age is 48, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 2800
 - dec profit : 400.0
 - xperience : 27.0
 - educatn : 1
 - age : 48
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 2800. The dec profit is 400.0. The xperience is 27.0. The educatn is 1. The age is 48. The collateral is 3000. 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>1</td>
      <td>500</td>
      <td>30.0</td>
      <td>2800</td>
      <td>400.0</td>
      <td>27.0</td>
      <td>1</td>
      <td>48</td>
      <td>3000</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 & 1 & 500 & 30.000000 & 2800 & 400.000000 & 27.000000 & 1 & 48 & 3000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 500, 'assets val': 2800, 'collateral': 3000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 27.0}",A 48-year-old male is applying for a loan of 500 cedis. The applicant works in commerce 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 2800 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 27.0. He did not provide any 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 3000 cedis.
346,1,2000,2000,0,30.0,8600,507.0,10.0,1,32,1500,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 8600, dec profit is 507.0, xperience is 10.0, educatn is 1, age is 32, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 8600
 - dec profit : 507.0
 - xperience : 10.0
 - educatn : 1
 - age : 32
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 8600. The dec profit is 507.0. The xperience is 10.0. The educatn is 1. The age is 32. The collateral is 1500. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>8600</td>
      <td>507.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>32</td>
      <td>1500</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 & 1 & 2000 & 30.000000 & 8600 & 507.000000 & 10.000000 & 1 & 32 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 8600, 'collateral': 1500, 'dec profit': 507.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 10.0}",A 32-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 8600 cedis and his declared profits (after tax) is 507.0 cedis. His educational background is tertiary and the number of years that he has been in business is 10.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
347,1,7000,7000,0,30.0,3600,2000.0,1.0,2,40,2000,0,1,1,0,5,0,Yes,"sex is 1, amnt req is 7000, maturity is 30.0, assets val is 3600, dec profit is 2000.0, xperience is 1.0, educatn is 2, age is 40, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 3600
 - dec profit : 2000.0
 - xperience : 1.0
 - educatn : 2
 - age : 40
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 30.0. The assets val is 3600. The dec profit is 2000.0. The xperience is 1.0. The educatn is 2. The age is 40. The collateral is 2000. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>7000</td>
      <td>30.0</td>
      <td>3600</td>
      <td>2000.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>40</td>
      <td>2000</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 7000 & 30.000000 & 3600 & 2000.000000 & 1.000000 & 2 & 40 & 2000 & 0 & 1 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 7000, 'assets val': 3600, 'collateral': 2000, 'dec profit': 2000.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 1.0}",A 40-year-old male is applying for a loan of 7000 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 30.0 years. His assets value is 3600 cedis and his declared profits (after tax) is 2000.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
348,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
349,1,1000,1000,0,30.0,5600,386.0,10.0,1,38,1500,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 5600, dec profit is 386.0, xperience is 10.0, educatn is 1, age is 38, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 5600
 - dec profit : 386.0
 - xperience : 10.0
 - educatn : 1
 - age : 38
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 5600. The dec profit is 386.0. The xperience is 10.0. The educatn is 1. The age is 38. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>5600</td>
      <td>386.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>38</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 30.000000 & 5600 & 386.000000 & 10.000000 & 1 & 38 & 1500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1000, 'assets val': 5600, 'collateral': 1500, 'dec profit': 386.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 10.0}",A 38-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 5600 cedis and his declared profits (after tax) is 386.0 cedis. His educational background is tertiary and the number of years that he has been in business is 10.0. 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 1500 cedis.
350,1,800,800,0,30.0,4000,60.0,12.0,1,36,4000,0,0,0,1,1,0,Yes,"sex is 1, amnt req is 800, maturity is 30.0, assets val is 4000, dec profit is 60.0, xperience is 12.0, educatn is 1, age is 36, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 60.0
 - xperience : 12.0
 - educatn : 1
 - age : 36
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 30.0. The assets val is 4000. The dec profit is 60.0. The xperience is 12.0. The educatn is 1. The age is 36. The collateral is 4000. 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>800</td>
      <td>30.0</td>
      <td>4000</td>
      <td>60.0</td>
      <td>12.0</td>
      <td>1</td>
      <td>36</td>
      <td>4000</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 & 800 & 30.000000 & 4000 & 60.000000 & 12.000000 & 1 & 36 & 4000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 800, 'assets val': 4000, 'collateral': 4000, 'dec profit': 60.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 12.0}",A 36-year-old male is applying for a loan of 800 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 4000 cedis and his declared profits (after tax) is 60.0 cedis. His educational background is tertiary 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 4000 cedis.
351,0,5000,5000,0,60.0,9000,1200.0,15.0,1,47,1000,1,0,1,1,1,0,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 15.0, educatn is 1, age is 47, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 15.0
 - educatn : 1
 - age : 47
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 15.0. The educatn is 1. The age is 47. The collateral is 1000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>5000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>47</td>
      <td>1000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 5000 & 60.000000 & 9000 & 1200.000000 & 15.000000 & 1 & 47 & 1000 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1000, 'dec profit': 1200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 15.0}",A 47-year-old female is applying for a loan of 5000 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 60.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 1200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 15.0. 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 1000 cedis.
352,1,10000,7000,1,30.0,9000,2000.0,4.0,3,34,8900,0,1,1,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 30.0, assets val is 9000, dec profit is 2000.0, xperience is 4.0, educatn is 3, age is 34, collateral is 8900, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 2000.0
 - xperience : 4.0
 - educatn : 3
 - age : 34
 - collateral : 8900
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 30.0. The assets val is 9000. The dec profit is 2000.0. The xperience is 4.0. The educatn is 3. The age is 34. The collateral is 8900. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>10000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>2000.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>34</td>
      <td>8900</td>
      <td>0</td>
      <td>1</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 & 1 & 10000 & 30.000000 & 9000 & 2000.000000 & 4.000000 & 3 & 34 & 8900 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 10000, 'assets val': 9000, 'collateral': 8900, 'dec profit': 2000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 34-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 2000.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8900 cedis.
353,1,3000,2000,1,60.0,5000,856.0,5.0,1,30,4000,0,0,0,0,1,0,No,"sex is 1, amnt req is 3000, maturity is 60.0, assets val is 5000, dec profit is 856.0, xperience is 5.0, educatn is 1, age is 30, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 856.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 60.0. The assets val is 5000. The dec profit is 856.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>3000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>856.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 3000 & 60.000000 & 5000 & 856.000000 & 5.000000 & 1 & 30 & 4000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 3000, 'assets val': 5000, 'collateral': 4000, 'dec profit': 856.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 856.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 4000 cedis.
354,0,2500,2500,0,60.0,17000,1400.0,5.0,3,40,8000,1,1,1,1,5,1,Yes,"sex is 0, amnt req is 2500, maturity is 60.0, assets val is 17000, dec profit is 1400.0, xperience is 5.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 17000
 - dec profit : 1400.0
 - xperience : 5.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 2500. The maturity is 60.0. The assets val is 17000. The dec profit is 1400.0. The xperience is 5.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>2500</td>
      <td>60.0</td>
      <td>17000</td>
      <td>1400.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 2500 & 60.000000 & 17000 & 1400.000000 & 5.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 2500, 'assets val': 17000, 'collateral': 8000, 'dec profit': 1400.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 40-year-old female is applying for a loan of 2500 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 17000 cedis and her declared profits (after tax) is 1400.0 cedis. Her educational background is primary and the number of years that she has been in business is 5.0. 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 8000 cedis.
355,0,3000,3000,0,30.0,2600,576.0,2.0,1,36,5000,0,0,0,1,1,0,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 2600, dec profit is 576.0, xperience is 2.0, educatn is 1, age is 36, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 2600
 - dec profit : 576.0
 - xperience : 2.0
 - educatn : 1
 - age : 36
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 2600. The dec profit is 576.0. The xperience is 2.0. The educatn is 1. The age is 36. The collateral is 5000. 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>0</td>
      <td>3000</td>
      <td>30.0</td>
      <td>2600</td>
      <td>576.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>36</td>
      <td>5000</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 & 0 & 3000 & 30.000000 & 2600 & 576.000000 & 2.000000 & 1 & 36 & 5000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 3000, 'assets val': 2600, 'collateral': 5000, 'dec profit': 576.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 36-year-old female is applying for a loan of 3000 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 2600 cedis and her declared profits (after tax) is 576.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 5000 cedis.
356,0,7000,5500,1,,7000,400.0,5.0,2,45,5000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is None, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : None
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is None. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. 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>7000</td>
      <td>None</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 7000 & None & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': None, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 None years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 5000 cedis.
357,1,7000,5000,1,60.0,16000,9000.0,3.0,1,39,10000,1,1,0,1,3,1,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 16000, dec profit is 9000.0, xperience is 3.0, educatn is 1, age is 39, collateral is 10000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 16000
 - dec profit : 9000.0
 - xperience : 3.0
 - educatn : 1
 - age : 39
 - collateral : 10000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 16000. The dec profit is 9000.0. The xperience is 3.0. The educatn is 1. The age is 39. The collateral is 10000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>1</td>
      <td>7000</td>
      <td>60.0</td>
      <td>16000</td>
      <td>9000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>39</td>
      <td>10000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 1 & 7000 & 60.000000 & 16000 & 9000.000000 & 3.000000 & 1 & 39 & 10000 & 1 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 39, 'amnt req': 7000, 'assets val': 16000, 'collateral': 10000, 'dec profit': 9000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 39-year-old male is applying for a loan of 7000 cedis. The applicant works in manufacturing 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 16000 cedis and his declared profits (after tax) is 9000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He provided a guarantor and this is not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He resides or have his business close to the bank. The value of his collateral is 10000 cedis.
358,1,1500,1500,0,30.0,2200,390.0,3.0,1,25,1500,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 2200, dec profit is 390.0, xperience is 3.0, educatn is 1, age is 25, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2200
 - dec profit : 390.0
 - xperience : 3.0
 - educatn : 1
 - age : 25
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 2200. The dec profit is 390.0. The xperience is 3.0. The educatn is 1. The age is 25. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>2200</td>
      <td>390.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>25</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 2200 & 390.000000 & 3.000000 & 1 & 25 & 1500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 1500, 'assets val': 2200, 'collateral': 1500, 'dec profit': 390.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 25-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 2200 cedis and his declared profits (after tax) is 390.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 1500 cedis.
359,1,500,500,0,20.0,1000,250.0,3.0,1,53,1000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 20.0, assets val is 1000, dec profit is 250.0, xperience is 3.0, educatn is 1, age is 53, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 20.0
 - assets val : 1000
 - dec profit : 250.0
 - xperience : 3.0
 - educatn : 1
 - age : 53
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 20.0. The assets val is 1000. The dec profit is 250.0. The xperience is 3.0. The educatn is 1. The age is 53. The collateral is 1000. 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>1</td>
      <td>500</td>
      <td>20.0</td>
      <td>1000</td>
      <td>250.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>53</td>
      <td>1000</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 & 1 & 500 & 20.000000 & 1000 & 250.000000 & 3.000000 & 1 & 53 & 1000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 500, 'assets val': 1000, 'collateral': 1000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 53-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
360,0,500,500,0,30.0,5100,400.0,6.0,2,35,4000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 500, maturity is 30.0, assets val is 5100, dec profit is 400.0, xperience is 6.0, educatn is 2, age is 35, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 30.0
 - assets val : 5100
 - dec profit : 400.0
 - xperience : 6.0
 - educatn : 2
 - age : 35
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 30.0. The assets val is 5100. The dec profit is 400.0. The xperience is 6.0. The educatn is 2. The age is 35. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>500</td>
      <td>30.0</td>
      <td>5100</td>
      <td>400.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>35</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 500 & 30.000000 & 5100 & 400.000000 & 6.000000 & 2 & 35 & 4000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 500, 'assets val': 5100, 'collateral': 4000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 35-year-old female is applying for a loan of 500 cedis. The applicant works in service 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 5100 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 does not resides or have her business close to the bank. The value of her collateral is 4000 cedis.
361,1,600,600,0,30.0,1000,150.0,5.0,1,25,700,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 30.0, assets val is 1000, dec profit is 150.0, xperience is 5.0, educatn is 1, age is 25, collateral is 700, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 150.0
 - xperience : 5.0
 - educatn : 1
 - age : 25
 - collateral : 700
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 30.0. The assets val is 1000. The dec profit is 150.0. The xperience is 5.0. The educatn is 1. The age is 25. The collateral is 700. 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>1</td>
      <td>600</td>
      <td>30.0</td>
      <td>1000</td>
      <td>150.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>25</td>
      <td>700</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 & 1 & 600 & 30.000000 & 1000 & 150.000000 & 5.000000 & 1 & 25 & 700 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 600, 'assets val': 1000, 'collateral': 700, 'dec profit': 150.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 25-year-old male is applying for a loan of 600 cedis. The applicant works in commerce 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 1000 cedis and his declared profits (after tax) is 150.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 700 cedis.
362,1,2000,2000,0,30.0,1000,300.0,6.0,1,30,5000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 1000, dec profit is 300.0, xperience is 6.0, educatn is 1, age is 30, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 300.0
 - xperience : 6.0
 - educatn : 1
 - age : 30
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 1000. The dec profit is 300.0. The xperience is 6.0. The educatn is 1. The age is 30. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>30.0</td>
      <td>1000</td>
      <td>300.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>30</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 30.000000 & 1000 & 300.000000 & 6.000000 & 1 & 30 & 5000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2000, 'assets val': 1000, 'collateral': 5000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 6.0}",A 30-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 30.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
363,1,500,500,0,25.0,4200,560.0,3.0,1,20,700,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 25.0, assets val is 4200, dec profit is 560.0, xperience is 3.0, educatn is 1, age is 20, collateral is 700, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 25.0
 - assets val : 4200
 - dec profit : 560.0
 - xperience : 3.0
 - educatn : 1
 - age : 20
 - collateral : 700
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 25.0. The assets val is 4200. The dec profit is 560.0. The xperience is 3.0. The educatn is 1. The age is 20. The collateral is 700. 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>1</td>
      <td>500</td>
      <td>25.0</td>
      <td>4200</td>
      <td>560.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>20</td>
      <td>700</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 & 1 & 500 & 25.000000 & 4200 & 560.000000 & 3.000000 & 1 & 20 & 700 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 20, 'amnt req': 500, 'assets val': 4200, 'collateral': 700, 'dec profit': 560.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 25.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 20-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 25.0 years. His assets value is 4200 cedis and his declared profits (after tax) is 560.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 700 cedis.
364,1,600,600,0,12.0,1200,360.0,5.0,1,41,20000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 12.0, assets val is 1200, dec profit is 360.0, xperience is 5.0, educatn is 1, age is 41, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 12.0
 - assets val : 1200
 - dec profit : 360.0
 - xperience : 5.0
 - educatn : 1
 - age : 41
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 12.0. The assets val is 1200. The dec profit is 360.0. The xperience is 5.0. The educatn is 1. The age is 41. The collateral is 20000. 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>1</td>
      <td>600</td>
      <td>12.0</td>
      <td>1200</td>
      <td>360.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>41</td>
      <td>20000</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 & 1 & 600 & 12.000000 & 1200 & 360.000000 & 5.000000 & 1 & 41 & 20000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 600, 'assets val': 1200, 'collateral': 20000, 'dec profit': 360.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 41-year-old male is applying for a loan of 600 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 1200 cedis and his declared profits (after tax) is 360.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 20000 cedis.
365,1,400,400,0,60.0,6200,550.0,15.0,3,56,1300,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 400, maturity is 60.0, assets val is 6200, dec profit is 550.0, xperience is 15.0, educatn is 3, age is 56, collateral is 1300, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 60.0
 - assets val : 6200
 - dec profit : 550.0
 - xperience : 15.0
 - educatn : 3
 - age : 56
 - collateral : 1300
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 60.0. The assets val is 6200. The dec profit is 550.0. The xperience is 15.0. The educatn is 3. The age is 56. The collateral is 1300. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>400</td>
      <td>60.0</td>
      <td>6200</td>
      <td>550.0</td>
      <td>15.0</td>
      <td>3</td>
      <td>56</td>
      <td>1300</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 400 & 60.000000 & 6200 & 550.000000 & 15.000000 & 3 & 56 & 1300 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 56, 'amnt req': 400, 'assets val': 6200, 'collateral': 1300, 'dec profit': 550.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 15.0}",A 56-year-old male is applying for a loan of 400 cedis. The applicant works in agriculture 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 6200 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is primary and the number of years that he has been in business is 15.0. 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 1300 cedis.
366,0,800,500,1,60.0,15000,450.0,2.0,3,54,1500,0,1,0,1,1,1,No,"sex is 0, amnt req is 800, maturity is 60.0, assets val is 15000, dec profit is 450.0, xperience is 2.0, educatn is 3, age is 54, collateral is 1500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 1, savings is 1","- sex : 0
 - amnt req : 800
 - maturity : 60.0
 - assets val : 15000
 - dec profit : 450.0
 - xperience : 2.0
 - educatn : 3
 - age : 54
 - collateral : 1500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 1",The sex is 0. The amnt req is 800. The maturity is 60.0. The assets val is 15000. The dec profit is 450.0. The xperience is 2.0. The educatn is 3. The age is 54. The collateral is 1500. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>800</td>
      <td>60.0</td>
      <td>15000</td>
      <td>450.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>54</td>
      <td>1500</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 800 & 60.000000 & 15000 & 450.000000 & 2.000000 & 3 & 54 & 1500 & 0 & 1 & 0 & 1 & 1 & 1 \\
\end{tabular}
","{'age': 54, 'amnt req': 800, 'assets val': 15000, 'collateral': 1500, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 54-year-old female is applying for a loan of 800 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 60.0 years. Her assets value is 15000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 1500 cedis.
367,1,5000,3000,1,36.0,3000,1500.0,4.0,2,46,2000,0,0,1,0,1,0,No,"sex is 1, amnt req is 5000, maturity is 36.0, assets val is 3000, dec profit is 1500.0, xperience is 4.0, educatn is 2, age is 46, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 36.0
 - assets val : 3000
 - dec profit : 1500.0
 - xperience : 4.0
 - educatn : 2
 - age : 46
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 36.0. The assets val is 3000. The dec profit is 1500.0. The xperience is 4.0. The educatn is 2. The age is 46. The collateral is 2000. 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>1</td>
      <td>5000</td>
      <td>36.0</td>
      <td>3000</td>
      <td>1500.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>46</td>
      <td>2000</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 & 1 & 5000 & 36.000000 & 3000 & 1500.000000 & 4.000000 & 2 & 46 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 5000, 'assets val': 3000, 'collateral': 2000, 'dec profit': 1500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 46-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 1500.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
368,1,1000,1000,0,15.0,2000,100.0,3.0,1,30,5000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 15.0, assets val is 2000, dec profit is 100.0, xperience is 3.0, educatn is 1, age is 30, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 15.0
 - assets val : 2000
 - dec profit : 100.0
 - xperience : 3.0
 - educatn : 1
 - age : 30
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 15.0. The assets val is 2000. The dec profit is 100.0. The xperience is 3.0. The educatn is 1. The age is 30. The collateral is 5000. 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>1</td>
      <td>1000</td>
      <td>15.0</td>
      <td>2000</td>
      <td>100.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>30</td>
      <td>5000</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 & 1 & 1000 & 15.000000 & 2000 & 100.000000 & 3.000000 & 1 & 30 & 5000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 1000, 'assets val': 2000, 'collateral': 5000, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 30-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
369,1,800,800,0,20.0,1600,216.0,3.0,1,40,4000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 800, maturity is 20.0, assets val is 1600, dec profit is 216.0, xperience is 3.0, educatn is 1, age is 40, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 20.0
 - assets val : 1600
 - dec profit : 216.0
 - xperience : 3.0
 - educatn : 1
 - age : 40
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 20.0. The assets val is 1600. The dec profit is 216.0. The xperience is 3.0. The educatn is 1. The age is 40. The collateral is 4000. 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>1</td>
      <td>800</td>
      <td>20.0</td>
      <td>1600</td>
      <td>216.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>40</td>
      <td>4000</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 & 1 & 800 & 20.000000 & 1600 & 216.000000 & 3.000000 & 1 & 40 & 4000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 800, 'assets val': 1600, 'collateral': 4000, 'dec profit': 216.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 40-year-old male is applying for a loan of 800 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1600 cedis and his declared profits (after tax) is 216.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 4000 cedis.
370,0,1500,1300,1,30.0,2600,200.0,4.0,1,29,6000,0,0,0,0,1,0,No,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 2600, dec profit is 200.0, xperience is 4.0, educatn is 1, age is 29, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2600
 - dec profit : 200.0
 - xperience : 4.0
 - educatn : 1
 - age : 29
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 2600. The dec profit is 200.0. The xperience is 4.0. The educatn is 1. The age is 29. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1500</td>
      <td>30.0</td>
      <td>2600</td>
      <td>200.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>29</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1500 & 30.000000 & 2600 & 200.000000 & 4.000000 & 1 & 29 & 6000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 1500, 'assets val': 2600, 'collateral': 6000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 29-year-old female is applying for a loan of 1500 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 30.0 years. Her assets value is 2600 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 6000 cedis.
371,1,500,500,0,35.0,1000,600.0,4.0,3,28,10000,0,0,1,0,4,0,Yes,"sex is 1, amnt req is 500, maturity is 35.0, assets val is 1000, dec profit is 600.0, xperience is 4.0, educatn is 3, age is 28, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 35.0
 - assets val : 1000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 3
 - age : 28
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 35.0. The assets val is 1000. The dec profit is 600.0. The xperience is 4.0. The educatn is 3. The age is 28. The collateral is 10000. The locatn is 0. The guarantor is 0. 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>500</td>
      <td>35.0</td>
      <td>1000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>28</td>
      <td>10000</td>
      <td>0</td>
      <td>0</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 & 500 & 35.000000 & 1000 & 600.000000 & 4.000000 & 3 & 28 & 10000 & 0 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 500, 'assets val': 1000, 'collateral': 10000, 'dec profit': 600.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 35.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 28-year-old male is applying for a loan of 500 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 35.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
372,0,5000,5000,0,60.0,4460,535.0,5.0,1,31,5000,1,0,1,1,1,0,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 4460, dec profit is 535.0, xperience is 5.0, educatn is 1, age is 31, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 4460
 - dec profit : 535.0
 - xperience : 5.0
 - educatn : 1
 - age : 31
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 4460. The dec profit is 535.0. The xperience is 5.0. The educatn is 1. The age is 31. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>5000</td>
      <td>60.0</td>
      <td>4460</td>
      <td>535.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>31</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 5000 & 60.000000 & 4460 & 535.000000 & 5.000000 & 1 & 31 & 5000 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 5000, 'assets val': 4460, 'collateral': 5000, 'dec profit': 535.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 31-year-old female is applying for a loan of 5000 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 60.0 years. Her assets value is 4460 cedis and her declared profits (after tax) is 535.0 cedis. Her educational background is tertiary 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 resides or have her business close to the bank. The value of her collateral is 5000 cedis.
373,1,3000,2000,1,30.0,2300,552.0,6.0,1,28,3000,1,1,1,0,1,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 2300, dec profit is 552.0, xperience is 6.0, educatn is 1, age is 28, collateral is 3000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 2300
 - dec profit : 552.0
 - xperience : 6.0
 - educatn : 1
 - age : 28
 - collateral : 3000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 2300. The dec profit is 552.0. The xperience is 6.0. The educatn is 1. The age is 28. The collateral is 3000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>2300</td>
      <td>552.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>28</td>
      <td>3000</td>
      <td>1</td>
      <td>1</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 & 1 & 3000 & 30.000000 & 2300 & 552.000000 & 6.000000 & 1 & 28 & 3000 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 3000, 'assets val': 2300, 'collateral': 3000, 'dec profit': 552.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 28-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 2300 cedis and his declared profits (after tax) is 552.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. 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 3000 cedis.
374,0,5000,5000,0,30.0,10000,2000.0,2.0,3,48,8000,1,1,1,1,3,1,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 10000, dec profit is 2000.0, xperience is 2.0, educatn is 3, age is 48, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 2000.0
 - xperience : 2.0
 - educatn : 3
 - age : 48
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 10000. The dec profit is 2000.0. The xperience is 2.0. The educatn is 3. The age is 48. The collateral is 8000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>5000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>2000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>48</td>
      <td>8000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 5000 & 30.000000 & 10000 & 2000.000000 & 2.000000 & 3 & 48 & 8000 & 1 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 48, 'amnt req': 5000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 2000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 48-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 10000 cedis and her declared profits (after tax) is 2000.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. 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 8000 cedis.
375,1,4000,4000,0,30.0,9000,900.0,4.0,1,45,1000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 9000, dec profit is 900.0, xperience is 4.0, educatn is 1, age is 45, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 900.0
 - xperience : 4.0
 - educatn : 1
 - age : 45
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 9000. The dec profit is 900.0. The xperience is 4.0. The educatn is 1. The age is 45. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>900.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>45</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 4000 & 30.000000 & 9000 & 900.000000 & 4.000000 & 1 & 45 & 1000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 4000, 'assets val': 9000, 'collateral': 1000, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 45-year-old male is applying for a loan of 4000 cedis. The applicant works in commerce 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 9000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 1000 cedis.
376,0,2500,2500,0,60.0,5000,570.0,4.0,2,38,1800,1,0,0,0,3,0,Yes,"sex is 0, amnt req is 2500, maturity is 60.0, assets val is 5000, dec profit is 570.0, xperience is 4.0, educatn is 2, age is 38, collateral is 1800, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 570.0
 - xperience : 4.0
 - educatn : 2
 - age : 38
 - collateral : 1800
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 60.0. The assets val is 5000. The dec profit is 570.0. The xperience is 4.0. The educatn is 2. The age is 38. The collateral is 1800. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>2500</td>
      <td>60.0</td>
      <td>5000</td>
      <td>570.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>38</td>
      <td>1800</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 2500 & 60.000000 & 5000 & 570.000000 & 4.000000 & 2 & 38 & 1800 & 1 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2500, 'assets val': 5000, 'collateral': 1800, 'dec profit': 570.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 38-year-old female is applying for a loan of 2500 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 570.0 cedis. Her educational background is secondary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 1800 cedis.
377,1,9000,6000,1,60.0,9000,1200.0,8.0,3,40,7000,1,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 8.0, educatn is 3, age is 40, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 9000 & 60.000000 & 9000 & 1200.000000 & 8.000000 & 3 & 40 & 7000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 9000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He provided a 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 7000 cedis.
378,1,200,200,0,30.0,5200,400.0,8.0,2,27,1000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 200, maturity is 30.0, assets val is 5200, dec profit is 400.0, xperience is 8.0, educatn is 2, age is 27, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 200
 - maturity : 30.0
 - assets val : 5200
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 2
 - age : 27
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 200. The maturity is 30.0. The assets val is 5200. The dec profit is 400.0. The xperience is 8.0. The educatn is 2. The age is 27. The collateral is 1000. 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>200</td>
      <td>30.0</td>
      <td>5200</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>2</td>
      <td>27</td>
      <td>1000</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 & 200 & 30.000000 & 5200 & 400.000000 & 8.000000 & 2 & 27 & 1000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 200, 'assets val': 5200, 'collateral': 1000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 8.0}",A 27-year-old male is applying for a loan of 200 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 30.0 years. His assets value is 5200 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
379,1,2000,2000,0,30.0,4000,300.0,5.0,1,41,4000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 4000, dec profit is 300.0, xperience is 5.0, educatn is 1, age is 41, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 300.0
 - xperience : 5.0
 - educatn : 1
 - age : 41
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 4000. The dec profit is 300.0. The xperience is 5.0. The educatn is 1. The age is 41. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>30.0</td>
      <td>4000</td>
      <td>300.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>41</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 30.000000 & 4000 & 300.000000 & 5.000000 & 1 & 41 & 4000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 2000, 'assets val': 4000, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 41-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 30.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
380,1,3000,3000,0,30.0,9000,450.0,5.0,2,53,7000,0,0,0,1,3,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 9000, dec profit is 450.0, xperience is 5.0, educatn is 2, age is 53, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 450.0
 - xperience : 5.0
 - educatn : 2
 - age : 53
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 9000. The dec profit is 450.0. The xperience is 5.0. The educatn is 2. The age is 53. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 3. 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>3000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>450.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>53</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 3000 & 30.000000 & 9000 & 450.000000 & 5.000000 & 2 & 53 & 7000 & 0 & 0 & 0 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 3000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 5.0}",A 53-year-old male is applying for a loan of 3000 cedis. The applicant works in manufacturing 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 9000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. 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 7000 cedis.
381,1,2500,2500,0,36.0,10000,700.0,5.0,1,30,8000,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 2500, maturity is 36.0, assets val is 10000, dec profit is 700.0, xperience is 5.0, educatn is 1, age is 30, collateral is 8000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 36.0
 - assets val : 10000
 - dec profit : 700.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 8000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 36.0. The assets val is 10000. The dec profit is 700.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 8000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2500</td>
      <td>36.0</td>
      <td>10000</td>
      <td>700.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>8000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2500 & 36.000000 & 10000 & 700.000000 & 5.000000 & 1 & 30 & 8000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2500, 'assets val': 10000, 'collateral': 8000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 2500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 10000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 8000 cedis.
382,1,7000,5000,1,60.0,5000,650.0,3.0,3,47,6000,1,1,1,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 5000, dec profit is 650.0, xperience is 3.0, educatn is 3, age is 47, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 650.0
 - xperience : 3.0
 - educatn : 3
 - age : 47
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 5000. The dec profit is 650.0. The xperience is 3.0. The educatn is 3. The age is 47. The collateral is 6000. 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>7000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>47</td>
      <td>6000</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 & 7000 & 60.000000 & 5000 & 650.000000 & 3.000000 & 3 & 47 & 6000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 6000 cedis.
383,0,6000,6000,0,60.0,2310,6000.0,5.0,3,40,1000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 6000, maturity is 60.0, assets val is 2310, dec profit is 6000.0, xperience is 5.0, educatn is 3, age is 40, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 2310
 - dec profit : 6000.0
 - xperience : 5.0
 - educatn : 3
 - age : 40
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 6000. The maturity is 60.0. The assets val is 2310. The dec profit is 6000.0. The xperience is 5.0. The educatn is 3. The age is 40. The collateral is 1000. The locatn is 1. 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>6000</td>
      <td>60.0</td>
      <td>2310</td>
      <td>6000.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>40</td>
      <td>1000</td>
      <td>1</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 & 6000 & 60.000000 & 2310 & 6000.000000 & 5.000000 & 3 & 40 & 1000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 6000, 'assets val': 2310, 'collateral': 1000, 'dec profit': 6000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 40-year-old female is applying for a loan of 6000 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 60.0 years. Her assets value is 2310 cedis and her declared profits (after tax) is 6000.0 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 resides or have her business close to the bank. The value of her collateral is 1000 cedis.
384,0,600,600,0,30.0,3000,365.0,2.0,3,30,2000,0,1,0,1,5,0,Yes,"sex is 0, amnt req is 600, maturity is 30.0, assets val is 3000, dec profit is 365.0, xperience is 2.0, educatn is 3, age is 30, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 365.0
 - xperience : 2.0
 - educatn : 3
 - age : 30
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 30.0. The assets val is 3000. The dec profit is 365.0. The xperience is 2.0. The educatn is 3. The age is 30. The collateral is 2000. The locatn is 0. The guarantor is 1. 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>0</td>
      <td>600</td>
      <td>30.0</td>
      <td>3000</td>
      <td>365.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>30</td>
      <td>2000</td>
      <td>0</td>
      <td>1</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 & 0 & 600 & 30.000000 & 3000 & 365.000000 & 2.000000 & 3 & 30 & 2000 & 0 & 1 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 600, 'assets val': 3000, 'collateral': 2000, 'dec profit': 365.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 2.0}",A 30-year-old female is applying for a loan of 600 cedis. The applicant works in service 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 3000 cedis and her declared profits (after tax) is 365.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not 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.
385,1,1300,1300,0,20.0,2600,663.0,5.0,1,21,3000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 1300, maturity is 20.0, assets val is 2600, dec profit is 663.0, xperience is 5.0, educatn is 1, age is 21, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1300
 - maturity : 20.0
 - assets val : 2600
 - dec profit : 663.0
 - xperience : 5.0
 - educatn : 1
 - age : 21
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1300. The maturity is 20.0. The assets val is 2600. The dec profit is 663.0. The xperience is 5.0. The educatn is 1. The age is 21. The collateral is 3000. 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>1</td>
      <td>1300</td>
      <td>20.0</td>
      <td>2600</td>
      <td>663.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>21</td>
      <td>3000</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 & 1 & 1300 & 20.000000 & 2600 & 663.000000 & 5.000000 & 1 & 21 & 3000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 21, 'amnt req': 1300, 'assets val': 2600, 'collateral': 3000, 'dec profit': 663.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 21-year-old male is applying for a loan of 1300 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 2600 cedis and his declared profits (after tax) is 663.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
386,1,600,600,0,30.0,7000,500.0,8.0,1,45,2000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 600, maturity is 30.0, assets val is 7000, dec profit is 500.0, xperience is 8.0, educatn is 1, age is 45, 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 : 600
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 500.0
 - xperience : 8.0
 - educatn : 1
 - age : 45
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 30.0. The assets val is 7000. The dec profit is 500.0. The xperience is 8.0. The educatn is 1. The age is 45. 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>600</td>
      <td>30.0</td>
      <td>7000</td>
      <td>500.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>45</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 & 600 & 30.000000 & 7000 & 500.000000 & 8.000000 & 1 & 45 & 2000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 600, 'assets val': 7000, 'collateral': 2000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 8.0}",A 45-year-old male is applying for a loan of 600 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 30.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
387,0,3000,2000,1,15.0,3000,300.0,8.0,1,39,4500,0,0,0,1,5,0,No,"sex is 0, amnt req is 3000, maturity is 15.0, assets val is 3000, dec profit is 300.0, xperience is 8.0, educatn is 1, age is 39, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 15.0
 - assets val : 3000
 - dec profit : 300.0
 - xperience : 8.0
 - educatn : 1
 - age : 39
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 15.0. The assets val is 3000. The dec profit is 300.0. The xperience is 8.0. The educatn is 1. The age is 39. The collateral is 4500. 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>0</td>
      <td>3000</td>
      <td>15.0</td>
      <td>3000</td>
      <td>300.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>39</td>
      <td>4500</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 & 0 & 3000 & 15.000000 & 3000 & 300.000000 & 8.000000 & 1 & 39 & 4500 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 3000, 'assets val': 3000, 'collateral': 4500, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 8.0}",A 39-year-old female is applying for a loan of 3000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is not 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 4500 cedis.
388,0,2000,2000,0,60.0,2000,155.0,8.0,3,35,2000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 2000, dec profit is 155.0, xperience is 8.0, educatn is 3, age is 35, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 155.0
 - xperience : 8.0
 - educatn : 3
 - age : 35
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 2000. The dec profit is 155.0. The xperience is 8.0. The educatn is 3. The age is 35. 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>0</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>155.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>35</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 & 0 & 2000 & 60.000000 & 2000 & 155.000000 & 8.000000 & 3 & 35 & 2000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 155.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 8.0}",A 35-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 155.0 cedis. Her educational background is primary and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is not 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.
389,1,2000,2000,0,30.0,2700,300.0,5.0,3,35,3000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2700, dec profit is 300.0, xperience is 5.0, educatn is 3, age is 35, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2700
 - dec profit : 300.0
 - xperience : 5.0
 - educatn : 3
 - age : 35
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2700. The dec profit is 300.0. The xperience is 5.0. The educatn is 3. The age is 35. The collateral is 3000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2700</td>
      <td>300.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>35</td>
      <td>3000</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 & 1 & 2000 & 30.000000 & 2700 & 300.000000 & 5.000000 & 3 & 35 & 3000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 2700, 'collateral': 3000, 'dec profit': 300.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 35-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2700 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
390,1,500,500,0,60.0,2000,250.0,15.0,1,40,2000,1,1,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 2000, dec profit is 250.0, xperience is 15.0, educatn is 1, age is 40, collateral is 2000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 250.0
 - xperience : 15.0
 - educatn : 1
 - age : 40
 - collateral : 2000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 2000. The dec profit is 250.0. The xperience is 15.0. The educatn is 1. The age is 40. The collateral is 2000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>500</td>
      <td>60.0</td>
      <td>2000</td>
      <td>250.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>40</td>
      <td>2000</td>
      <td>1</td>
      <td>1</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 & 1 & 500 & 60.000000 & 2000 & 250.000000 & 15.000000 & 1 & 40 & 2000 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 500, 'assets val': 2000, 'collateral': 2000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 15.0}",A 40-year-old male is applying for a loan of 500 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 15.0. 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 2000 cedis.
391,0,15000,12000,1,60.0,15000,860.0,4.0,3,30,6000,0,0,1,1,4,0,No,"sex is 0, amnt req is 15000, maturity is 60.0, assets val is 15000, dec profit is 860.0, xperience is 4.0, educatn is 3, age is 30, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 15000
 - maturity : 60.0
 - assets val : 15000
 - dec profit : 860.0
 - xperience : 4.0
 - educatn : 3
 - age : 30
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 15000. The maturity is 60.0. The assets val is 15000. The dec profit is 860.0. The xperience is 4.0. The educatn is 3. The age is 30. The collateral is 6000. 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>15000</td>
      <td>60.0</td>
      <td>15000</td>
      <td>860.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>30</td>
      <td>6000</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 & 15000 & 60.000000 & 15000 & 860.000000 & 4.000000 & 3 & 30 & 6000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 15000, 'assets val': 15000, 'collateral': 6000, 'dec profit': 860.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 30-year-old female is applying for a loan of 15000 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 60.0 years. Her assets value is 15000 cedis and her declared profits (after tax) is 860.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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 6000 cedis.
392,1,600,600,0,60.0,15000,700.0,4.0,3,47,5000,1,0,1,1,5,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 15000, dec profit is 700.0, xperience is 4.0, educatn is 3, age is 47, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 15000
 - dec profit : 700.0
 - xperience : 4.0
 - educatn : 3
 - age : 47
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 15000. The dec profit is 700.0. The xperience is 4.0. The educatn is 3. The age is 47. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>600</td>
      <td>60.0</td>
      <td>15000</td>
      <td>700.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>47</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 600 & 60.000000 & 15000 & 700.000000 & 4.000000 & 3 & 47 & 5000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 600, 'assets val': 15000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 47-year-old male is applying for a loan of 600 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 15000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. He did not provide any 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 5000 cedis.
393,1,1500,1500,0,30.0,4500,150.0,6.0,3,37,7000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 4500, dec profit is 150.0, xperience is 6.0, educatn is 3, age is 37, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 4500
 - dec profit : 150.0
 - xperience : 6.0
 - educatn : 3
 - age : 37
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 4500. The dec profit is 150.0. The xperience is 6.0. The educatn is 3. The age is 37. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>1500</td>
      <td>30.0</td>
      <td>4500</td>
      <td>150.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>37</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 1500 & 30.000000 & 4500 & 150.000000 & 6.000000 & 3 & 37 & 7000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 1500, 'assets val': 4500, 'collateral': 7000, 'dec profit': 150.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 6.0}",A 37-year-old male is applying for a loan of 1500 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 30.0 years. His assets value is 4500 cedis and his declared profits (after tax) is 150.0 cedis. His educational background is primary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
394,1,1000,1000,0,36.0,8000,800.0,3.0,1,34,3000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 8000, dec profit is 800.0, xperience is 3.0, educatn is 1, age is 34, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 3.0
 - educatn : 1
 - age : 34
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 8000. The dec profit is 800.0. The xperience is 3.0. The educatn is 1. The age is 34. The collateral is 3000. 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>1</td>
      <td>1000</td>
      <td>36.0</td>
      <td>8000</td>
      <td>800.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>34</td>
      <td>3000</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 & 1 & 1000 & 36.000000 & 8000 & 800.000000 & 3.000000 & 1 & 34 & 3000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 1000, 'assets val': 8000, 'collateral': 3000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 34-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 8000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 3000 cedis.
395,1,5000,5000,0,30.0,5000,1500.0,4.0,1,45,1000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 5000, dec profit is 1500.0, xperience is 4.0, educatn is 1, age is 45, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 1500.0
 - xperience : 4.0
 - educatn : 1
 - age : 45
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 5000. The dec profit is 1500.0. The xperience is 4.0. The educatn is 1. The age is 45. The collateral is 1000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>1500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>45</td>
      <td>1000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 30.000000 & 5000 & 1500.000000 & 4.000000 & 1 & 45 & 1000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 5000, 'assets val': 5000, 'collateral': 1000, 'dec profit': 1500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 45-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 1500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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.
396,1,1000,1000,0,30.0,8000,620.0,3.0,3,38,3620,0,1,1,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 8000, dec profit is 620.0, xperience is 3.0, educatn is 3, age is 38, collateral is 3620, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 620.0
 - xperience : 3.0
 - educatn : 3
 - age : 38
 - collateral : 3620
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 8000. The dec profit is 620.0. The xperience is 3.0. The educatn is 3. The age is 38. The collateral is 3620. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>620.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>38</td>
      <td>3620</td>
      <td>0</td>
      <td>1</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 & 1 & 1000 & 30.000000 & 8000 & 620.000000 & 3.000000 & 3 & 38 & 3620 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1000, 'assets val': 8000, 'collateral': 3620, 'dec profit': 620.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 38-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 8000 cedis and his declared profits (after tax) is 620.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 does not resides or have his business close to the bank. The value of his collateral is 3620 cedis.
397,1,1500,1500,0,60.0,9500,573.0,5.0,1,34,5000,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 60.0, assets val is 9500, dec profit is 573.0, xperience is 5.0, educatn is 1, age is 34, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 60.0
 - assets val : 9500
 - dec profit : 573.0
 - xperience : 5.0
 - educatn : 1
 - age : 34
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 60.0. The assets val is 9500. The dec profit is 573.0. The xperience is 5.0. The educatn is 1. The age is 34. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>1500</td>
      <td>60.0</td>
      <td>9500</td>
      <td>573.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>34</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 1500 & 60.000000 & 9500 & 573.000000 & 5.000000 & 1 & 34 & 5000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 1500, 'assets val': 9500, 'collateral': 5000, 'dec profit': 573.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 34-year-old male is applying for a loan of 1500 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 60.0 years. His assets value is 9500 cedis and his declared profits (after tax) is 573.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
398,0,3000,2000,1,30.0,4500,840.0,12.0,1,46,10000,0,0,1,1,4,0,No,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 4500, dec profit is 840.0, xperience is 12.0, educatn is 1, age is 46, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4500
 - dec profit : 840.0
 - xperience : 12.0
 - educatn : 1
 - age : 46
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 4500. The dec profit is 840.0. The xperience is 12.0. The educatn is 1. The age is 46. The collateral is 10000. 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>3000</td>
      <td>30.0</td>
      <td>4500</td>
      <td>840.0</td>
      <td>12.0</td>
      <td>1</td>
      <td>46</td>
      <td>10000</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 & 3000 & 30.000000 & 4500 & 840.000000 & 12.000000 & 1 & 46 & 10000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 3000, 'assets val': 4500, 'collateral': 10000, 'dec profit': 840.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 12.0}",A 46-year-old female is applying for a loan of 3000 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 30.0 years. Her assets value is 4500 cedis and her declared profits (after tax) is 840.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 12.0. 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 10000 cedis.
399,1,10000,8000,1,30.0,5000,3000.0,4.0,2,38,7000,1,1,1,1,3,0,No,"sex is 1, amnt req is 10000, maturity is 30.0, assets val is 5000, dec profit is 3000.0, xperience is 4.0, educatn is 2, age is 38, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 3000.0
 - xperience : 4.0
 - educatn : 2
 - age : 38
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 30.0. The assets val is 5000. The dec profit is 3000.0. The xperience is 4.0. The educatn is 2. The age is 38. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>10000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>3000.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>38</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 10000 & 30.000000 & 5000 & 3000.000000 & 4.000000 & 2 & 38 & 7000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 10000, 'assets val': 5000, 'collateral': 7000, 'dec profit': 3000.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 4.0}",A 38-year-old male is applying for a loan of 10000 cedis. The applicant works in manufacturing 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 5000 cedis and his declared profits (after tax) is 3000.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. 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 7000 cedis.
400,1,5000,5000,0,15.0,3400,400.0,3.0,2,33,6000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 15.0, assets val is 3400, dec profit is 400.0, xperience is 3.0, educatn is 2, age is 33, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 15.0
 - assets val : 3400
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 2
 - age : 33
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 15.0. The assets val is 3400. The dec profit is 400.0. The xperience is 3.0. The educatn is 2. The age is 33. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>15.0</td>
      <td>3400</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>33</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 15.000000 & 3400 & 400.000000 & 3.000000 & 2 & 33 & 6000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 5000, 'assets val': 3400, 'collateral': 6000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 33-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 3400 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. 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 6000 cedis.
401,0,9000,8000,1,24.0,9000,700.0,3.0,3,55,9000,1,0,1,1,3,0,No,"sex is 0, amnt req is 9000, maturity is 24.0, assets val is 9000, dec profit is 700.0, xperience is 3.0, educatn is 3, age is 55, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 24.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 3
 - age : 55
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 24.0. The assets val is 9000. The dec profit is 700.0. The xperience is 3.0. The educatn is 3. The age is 55. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>9000</td>
      <td>24.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>55</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 9000 & 24.000000 & 9000 & 700.000000 & 3.000000 & 3 & 55 & 9000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 9000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 55-year-old female is applying for a loan of 9000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 24.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 9000 cedis.
402,1,2500,2500,0,60.0,2000,280.0,0.0,3,30,5000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 2000, dec profit is 280.0, xperience is 0.0, educatn is 3, age is 30, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 280.0
 - xperience : 0.0
 - educatn : 3
 - age : 30
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 2000. The dec profit is 280.0. The xperience is 0.0. The educatn is 3. The age is 30. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>2500</td>
      <td>60.0</td>
      <td>2000</td>
      <td>280.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>30</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 2500 & 60.000000 & 2000 & 280.000000 & 0.000000 & 3 & 30 & 5000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2500, 'assets val': 2000, 'collateral': 5000, 'dec profit': 280.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 0.0}",A 30-year-old male is applying for a loan of 2500 cedis. The applicant works in manufacturing 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 2000 cedis and his declared profits (after tax) is 280.0 cedis. His educational background is primary and the number of years that he has been in business is 0.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
403,1,2000,2000,0,36.0,9000,700.0,7.0,1,30,5000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 36.0, assets val is 9000, dec profit is 700.0, xperience is 7.0, educatn is 1, age is 30, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 36.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 7.0
 - educatn : 1
 - age : 30
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 36.0. The assets val is 9000. The dec profit is 700.0. The xperience is 7.0. The educatn is 1. The age is 30. The collateral is 5000. 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>1</td>
      <td>2000</td>
      <td>36.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>30</td>
      <td>5000</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 & 1 & 2000 & 36.000000 & 9000 & 700.000000 & 7.000000 & 1 & 30 & 5000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 30-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 9000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 5000 cedis.
404,0,2000,2000,0,30.0,2200,230.0,1.0,1,27,3000,0,0,0,1,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 2200, dec profit is 230.0, xperience is 1.0, educatn is 1, age is 27, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2200
 - dec profit : 230.0
 - xperience : 1.0
 - educatn : 1
 - age : 27
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 2200. The dec profit is 230.0. The xperience is 1.0. The educatn is 1. The age is 27. 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>0</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2200</td>
      <td>230.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>27</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 & 0 & 2000 & 30.000000 & 2200 & 230.000000 & 1.000000 & 1 & 27 & 3000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 2000, 'assets val': 2200, 'collateral': 3000, 'dec profit': 230.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 27-year-old female is applying for a loan of 2000 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 2200 cedis and her declared profits (after tax) is 230.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 3000 cedis.
405,1,1500,1000,1,30.0,1000,128.0,3.0,2,40,7000,1,0,0,0,3,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 1000, dec profit is 128.0, xperience is 3.0, educatn is 2, age is 40, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 128.0
 - xperience : 3.0
 - educatn : 2
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 1000. The dec profit is 128.0. The xperience is 3.0. The educatn is 2. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>1500</td>
      <td>30.0</td>
      <td>1000</td>
      <td>128.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 1500 & 30.000000 & 1000 & 128.000000 & 3.000000 & 2 & 40 & 7000 & 1 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 1500, 'assets val': 1000, 'collateral': 7000, 'dec profit': 128.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 40-year-old male is applying for a loan of 1500 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 128.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. 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 7000 cedis.
406,1,2000,2000,0,30.0,25000,1300.0,5.0,2,30,3500,0,0,1,1,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 25000, dec profit is 1300.0, xperience is 5.0, educatn is 2, age is 30, collateral is 3500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 25000
 - dec profit : 1300.0
 - xperience : 5.0
 - educatn : 2
 - age : 30
 - collateral : 3500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 25000. The dec profit is 1300.0. The xperience is 5.0. The educatn is 2. The age is 30. The collateral is 3500. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>30.0</td>
      <td>25000</td>
      <td>1300.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>30</td>
      <td>3500</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 30.000000 & 25000 & 1300.000000 & 5.000000 & 2 & 30 & 3500 & 0 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2000, 'assets val': 25000, 'collateral': 3500, 'dec profit': 1300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 25000 cedis and his declared profits (after tax) is 1300.0 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3500 cedis.
407,1,1000,600,1,15.0,6000,900.0,5.0,1,46,4000,0,0,1,1,1,0,No,"sex is 1, amnt req is 1000, maturity is 15.0, assets val is 6000, dec profit is 900.0, xperience is 5.0, educatn is 1, age is 46, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 15.0
 - assets val : 6000
 - dec profit : 900.0
 - xperience : 5.0
 - educatn : 1
 - age : 46
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 15.0. The assets val is 6000. The dec profit is 900.0. The xperience is 5.0. The educatn is 1. The age is 46. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>15.0</td>
      <td>6000</td>
      <td>900.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>46</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 15.000000 & 6000 & 900.000000 & 5.000000 & 1 & 46 & 4000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 1000, 'assets val': 6000, 'collateral': 4000, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 46-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 15.0 years. His assets value is 6000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
408,1,5000,5000,0,30.0,11500,1160.0,4.0,3,52,8000,0,1,1,1,5,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 11500, dec profit is 1160.0, xperience is 4.0, educatn is 3, age is 52, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 11500
 - dec profit : 1160.0
 - xperience : 4.0
 - educatn : 3
 - age : 52
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 11500. The dec profit is 1160.0. The xperience is 4.0. The educatn is 3. The age is 52. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>5000</td>
      <td>30.0</td>
      <td>11500</td>
      <td>1160.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>52</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 5000 & 30.000000 & 11500 & 1160.000000 & 4.000000 & 3 & 52 & 8000 & 0 & 1 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 52, 'amnt req': 5000, 'assets val': 11500, 'collateral': 8000, 'dec profit': 1160.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 52-year-old male is applying for a loan of 5000 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 30.0 years. His assets value is 11500 cedis and his declared profits (after tax) is 1160.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
409,0,1000,1000,0,30.0,4000,313.0,5.0,3,41,2000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 4000, dec profit is 313.0, xperience is 5.0, educatn is 3, age is 41, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 313.0
 - xperience : 5.0
 - educatn : 3
 - age : 41
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 4000. The dec profit is 313.0. The xperience is 5.0. The educatn is 3. The age is 41. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>313.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>41</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 1000 & 30.000000 & 4000 & 313.000000 & 5.000000 & 3 & 41 & 2000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 1000, 'assets val': 4000, 'collateral': 2000, 'dec profit': 313.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 41-year-old female is applying for a loan of 1000 cedis. The applicant works in service 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 4000 cedis and her declared profits (after tax) is 313.0 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.
410,1,1500,1000,1,30.0,3000,500.0,5.0,3,36,4500,0,0,1,0,5,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 3000, dec profit is 500.0, xperience is 5.0, educatn is 3, age is 36, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 500.0
 - xperience : 5.0
 - educatn : 3
 - age : 36
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 3000. The dec profit is 500.0. The xperience is 5.0. The educatn is 3. The age is 36. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>1500</td>
      <td>30.0</td>
      <td>3000</td>
      <td>500.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>36</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 1500 & 30.000000 & 3000 & 500.000000 & 5.000000 & 3 & 36 & 4500 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1500, 'assets val': 3000, 'collateral': 4500, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 36-year-old male is applying for a loan of 1500 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 30.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4500 cedis.
411,0,1000,1000,0,30.0,5000,165.0,7.0,1,45,1650,1,1,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 5000, dec profit is 165.0, xperience is 7.0, educatn is 1, age is 45, collateral is 1650, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 165.0
 - xperience : 7.0
 - educatn : 1
 - age : 45
 - collateral : 1650
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 5000. The dec profit is 165.0. The xperience is 7.0. The educatn is 1. The age is 45. The collateral is 1650. The locatn is 1. The guarantor is 1. 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>30.0</td>
      <td>5000</td>
      <td>165.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>45</td>
      <td>1650</td>
      <td>1</td>
      <td>1</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 & 30.000000 & 5000 & 165.000000 & 7.000000 & 1 & 45 & 1650 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 1000, 'assets val': 5000, 'collateral': 1650, 'dec profit': 165.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 45-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 30.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 165.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. She provided a 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 1650 cedis.
412,0,5000,5000,0,30.0,8000,500.0,5.0,3,39,5000,1,0,1,0,3,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 8000, dec profit is 500.0, xperience is 5.0, educatn is 3, age is 39, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 500.0
 - xperience : 5.0
 - educatn : 3
 - age : 39
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 8000. The dec profit is 500.0. The xperience is 5.0. The educatn is 3. The age is 39. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>8000</td>
      <td>500.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>39</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 8000 & 500.000000 & 5.000000 & 3 & 39 & 5000 & 1 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 5000, 'assets val': 8000, 'collateral': 5000, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 39-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 500.0 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 resides or have her business close to the bank. The value of her collateral is 5000 cedis.
413,1,2000,2000,0,30.0,2000,750.0,1.0,3,30,3000,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 750.0, xperience is 1.0, educatn is 3, age is 30, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 750.0
 - xperience : 1.0
 - educatn : 3
 - age : 30
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 750.0. The xperience is 1.0. The educatn is 3. The age is 30. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>750.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>30</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 2000 & 750.000000 & 1.000000 & 3 & 30 & 3000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2000, 'assets val': 2000, 'collateral': 3000, 'dec profit': 750.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 30-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 750.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. 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 3000 cedis.
414,1,7000,5000,1,60.0,5000,650.0,3.0,3,47,6000,1,1,1,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 5000, dec profit is 650.0, xperience is 3.0, educatn is 3, age is 47, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 650.0
 - xperience : 3.0
 - educatn : 3
 - age : 47
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 5000. The dec profit is 650.0. The xperience is 3.0. The educatn is 3. The age is 47. The collateral is 6000. 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>7000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>47</td>
      <td>6000</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 & 7000 & 60.000000 & 5000 & 650.000000 & 3.000000 & 3 & 47 & 6000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 6000 cedis.
415,0,600,600,0,30.0,8000,600.0,3.0,3,28,6000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 600, maturity is 30.0, assets val is 8000, dec profit is 600.0, xperience is 3.0, educatn is 3, age is 28, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 600.0
 - xperience : 3.0
 - educatn : 3
 - age : 28
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 30.0. The assets val is 8000. The dec profit is 600.0. The xperience is 3.0. The educatn is 3. The age is 28. The collateral is 6000. The locatn is 1. 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>600</td>
      <td>30.0</td>
      <td>8000</td>
      <td>600.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>28</td>
      <td>6000</td>
      <td>1</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 & 600 & 30.000000 & 8000 & 600.000000 & 3.000000 & 3 & 28 & 6000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 600, 'assets val': 8000, 'collateral': 6000, 'dec profit': 600.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 28-year-old female is applying for a loan of 600 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 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 6000 cedis.
416,0,1500,1500,0,50.0,3500,255.0,5.0,2,32,4100,0,0,0,0,3,0,Yes,"sex is 0, amnt req is 1500, maturity is 50.0, assets val is 3500, dec profit is 255.0, xperience is 5.0, educatn is 2, age is 32, collateral is 4100, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 50.0
 - assets val : 3500
 - dec profit : 255.0
 - xperience : 5.0
 - educatn : 2
 - age : 32
 - collateral : 4100
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 50.0. The assets val is 3500. The dec profit is 255.0. The xperience is 5.0. The educatn is 2. The age is 32. The collateral is 4100. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>1500</td>
      <td>50.0</td>
      <td>3500</td>
      <td>255.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>32</td>
      <td>4100</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 1500 & 50.000000 & 3500 & 255.000000 & 5.000000 & 2 & 32 & 4100 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 1500, 'assets val': 3500, 'collateral': 4100, 'dec profit': 255.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 50.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 32-year-old female is applying for a loan of 1500 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 50.0 years. Her assets value is 3500 cedis and her declared profits (after tax) is 255.0 cedis. Her educational background is secondary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 4100 cedis.
417,1,500,500,0,24.0,1000,120.0,1.0,2,25,1000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 24.0, assets val is 1000, dec profit is 120.0, xperience is 1.0, educatn is 2, age is 25, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 24.0
 - assets val : 1000
 - dec profit : 120.0
 - xperience : 1.0
 - educatn : 2
 - age : 25
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 24.0. The assets val is 1000. The dec profit is 120.0. The xperience is 1.0. The educatn is 2. The age is 25. The collateral is 1000. 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>1</td>
      <td>500</td>
      <td>24.0</td>
      <td>1000</td>
      <td>120.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>25</td>
      <td>1000</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 & 1 & 500 & 24.000000 & 1000 & 120.000000 & 1.000000 & 2 & 25 & 1000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 500, 'assets val': 1000, 'collateral': 1000, 'dec profit': 120.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 25-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 120.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
418,1,2000,1500,1,30.0,2500,280.0,4.0,1,42,6000,0,0,0,1,1,0,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2500, dec profit is 280.0, xperience is 4.0, educatn is 1, age is 42, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 280.0
 - xperience : 4.0
 - educatn : 1
 - age : 42
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2500. The dec profit is 280.0. The xperience is 4.0. The educatn is 1. The age is 42. The collateral is 6000. 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>2000</td>
      <td>30.0</td>
      <td>2500</td>
      <td>280.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>42</td>
      <td>6000</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 & 2000 & 30.000000 & 2500 & 280.000000 & 4.000000 & 1 & 42 & 6000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 2000, 'assets val': 2500, 'collateral': 6000, 'dec profit': 280.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 42-year-old male is applying for a loan of 2000 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 2500 cedis and his declared profits (after tax) is 280.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 6000 cedis.
419,1,500,500,0,20.0,1000,225.0,3.0,1,51,1500,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 20.0, assets val is 1000, dec profit is 225.0, xperience is 3.0, educatn is 1, age is 51, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 20.0
 - assets val : 1000
 - dec profit : 225.0
 - xperience : 3.0
 - educatn : 1
 - age : 51
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 20.0. The assets val is 1000. The dec profit is 225.0. The xperience is 3.0. The educatn is 1. The age is 51. The collateral is 1500. 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>1</td>
      <td>500</td>
      <td>20.0</td>
      <td>1000</td>
      <td>225.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>51</td>
      <td>1500</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 & 1 & 500 & 20.000000 & 1000 & 225.000000 & 3.000000 & 1 & 51 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 500, 'assets val': 1000, 'collateral': 1500, 'dec profit': 225.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 51-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 225.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
420,1,8000,7000,1,36.0,2800,300.0,11.0,2,49,6000,1,0,1,0,2,0,No,"sex is 1, amnt req is 8000, maturity is 36.0, assets val is 2800, dec profit is 300.0, xperience is 11.0, educatn is 2, age is 49, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 36.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 11.0
 - educatn : 2
 - age : 49
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 36.0. The assets val is 2800. The dec profit is 300.0. The xperience is 11.0. The educatn is 2. The age is 49. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>8000</td>
      <td>36.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>11.0</td>
      <td>2</td>
      <td>49</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 8000 & 36.000000 & 2800 & 300.000000 & 11.000000 & 2 & 49 & 6000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 2800, 'collateral': 6000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 11.0}",A 49-year-old male is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 11.0. He did not provide any 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 6000 cedis.
421,1,3000,1000,1,30.0,9000,1000.0,1.0,1,38,4000,1,0,0,1,5,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 9000, dec profit is 1000.0, xperience is 1.0, educatn is 1, age is 38, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 1000.0
 - xperience : 1.0
 - educatn : 1
 - age : 38
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 9000. The dec profit is 1000.0. The xperience is 1.0. The educatn is 1. The age is 38. The collateral is 4000. The locatn is 1. 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>3000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>1000.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>38</td>
      <td>4000</td>
      <td>1</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 & 3000 & 30.000000 & 9000 & 1000.000000 & 1.000000 & 1 & 38 & 4000 & 1 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 3000, 'assets val': 9000, 'collateral': 4000, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 1.0}",A 38-year-old male is applying for a loan of 3000 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 30.0 years. His assets value is 9000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 4000 cedis.
422,1,13000,10000,1,60.0,20000,100.0,1.0,3,40,9000,1,1,1,1,4,0,No,"sex is 1, amnt req is 13000, maturity is 60.0, assets val is 20000, dec profit is 100.0, xperience is 1.0, educatn is 3, age is 40, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 13000
 - maturity : 60.0
 - assets val : 20000
 - dec profit : 100.0
 - xperience : 1.0
 - educatn : 3
 - age : 40
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 13000. The maturity is 60.0. The assets val is 20000. The dec profit is 100.0. The xperience is 1.0. The educatn is 3. The age is 40. The collateral is 9000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>13000</td>
      <td>60.0</td>
      <td>20000</td>
      <td>100.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>40</td>
      <td>9000</td>
      <td>1</td>
      <td>1</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 & 1 & 13000 & 60.000000 & 20000 & 100.000000 & 1.000000 & 3 & 40 & 9000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 13000, 'assets val': 20000, 'collateral': 9000, 'dec profit': 100.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 40-year-old male is applying for a loan of 13000 cedis. The applicant works in agriculture 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 20000 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. 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.
423,0,8000,6000,1,30.0,10000,560.0,3.0,3,35,5000,1,0,0,1,4,1,No,"sex is 0, amnt req is 8000, maturity is 30.0, assets val is 10000, dec profit is 560.0, xperience is 3.0, educatn is 3, age is 35, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 8000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 560.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 8000. The maturity is 30.0. The assets val is 10000. The dec profit is 560.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>8000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>560.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 8000 & 30.000000 & 10000 & 560.000000 & 3.000000 & 3 & 35 & 5000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 8000, 'assets val': 10000, 'collateral': 5000, 'dec profit': 560.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 8000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 560.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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 5000 cedis.
424,1,5000,5000,0,75.0,9000,980.0,4.0,1,34,1800,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 75.0, assets val is 9000, dec profit is 980.0, xperience is 4.0, educatn is 1, age is 34, collateral is 1800, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 75.0
 - assets val : 9000
 - dec profit : 980.0
 - xperience : 4.0
 - educatn : 1
 - age : 34
 - collateral : 1800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 75.0. The assets val is 9000. The dec profit is 980.0. The xperience is 4.0. The educatn is 1. The age is 34. The collateral is 1800. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>75.0</td>
      <td>9000</td>
      <td>980.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>34</td>
      <td>1800</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 75.000000 & 9000 & 980.000000 & 4.000000 & 1 & 34 & 1800 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1800, 'dec profit': 980.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 75.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 34-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 75.0 years. His assets value is 9000 cedis and his declared profits (after tax) is 980.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 1800 cedis.
425,1,1500,1000,0,30.0,3000,360.0,4.0,1,43,6000,1,0,0,0,1,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 3000, dec profit is 360.0, xperience is 4.0, educatn is 1, age is 43, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 360.0
 - xperience : 4.0
 - educatn : 1
 - age : 43
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 3000. The dec profit is 360.0. The xperience is 4.0. The educatn is 1. The age is 43. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>3000</td>
      <td>360.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>43</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 3000 & 360.000000 & 4.000000 & 1 & 43 & 6000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 1500, 'assets val': 3000, 'collateral': 6000, 'dec profit': 360.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 43-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 360.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 6000 cedis.
426,0,8000,5000,1,60.0,5000,400.0,1.0,2,30,5000,1,0,0,1,4,0,No,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 5000, dec profit is 400.0, xperience is 1.0, educatn is 2, age is 30, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 400.0
 - xperience : 1.0
 - educatn : 2
 - age : 30
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 5000. The dec profit is 400.0. The xperience is 1.0. The educatn is 2. The age is 30. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>8000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>400.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>30</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 8000 & 60.000000 & 5000 & 400.000000 & 1.000000 & 2 & 30 & 5000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 8000, 'assets val': 5000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 1.0}",A 30-year-old female is applying for a loan of 8000 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 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 5000 cedis.
427,0,2000,1500,1,20.0,3000,400.0,5.0,1,30,1800,0,0,0,1,1,0,No,"sex is 0, amnt req is 2000, maturity is 20.0, assets val is 3000, dec profit is 400.0, xperience is 5.0, educatn is 1, age is 30, collateral is 1800, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 20.0
 - assets val : 3000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 1800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 20.0. The assets val is 3000. The dec profit is 400.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 1800. 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>0</td>
      <td>2000</td>
      <td>20.0</td>
      <td>3000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>1800</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 & 0 & 2000 & 20.000000 & 3000 & 400.000000 & 5.000000 & 1 & 30 & 1800 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2000, 'assets val': 3000, 'collateral': 1800, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 30-year-old female is applying for a loan of 2000 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 20.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 1800 cedis.
428,0,3000,3000,0,60.0,14000,1800.0,2.0,1,47,6000,0,1,0,1,5,1,Yes,"sex is 0, amnt req is 3000, maturity is 60.0, assets val is 14000, dec profit is 1800.0, xperience is 2.0, educatn is 1, age is 47, collateral is 6000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 14000
 - dec profit : 1800.0
 - xperience : 2.0
 - educatn : 1
 - age : 47
 - collateral : 6000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 3000. The maturity is 60.0. The assets val is 14000. The dec profit is 1800.0. The xperience is 2.0. The educatn is 1. The age is 47. The collateral is 6000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 5. 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>3000</td>
      <td>60.0</td>
      <td>14000</td>
      <td>1800.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>47</td>
      <td>6000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>5</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 & 3000 & 60.000000 & 14000 & 1800.000000 & 2.000000 & 1 & 47 & 6000 & 0 & 1 & 0 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 47, 'amnt req': 3000, 'assets val': 14000, 'collateral': 6000, 'dec profit': 1800.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 2.0}",A 47-year-old female is applying for a loan of 3000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 14000 cedis and her declared profits (after tax) is 1800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 6000 cedis.
429,1,2500,2500,0,60.0,8000,850.0,9.0,1,41,3000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 8000, dec profit is 850.0, xperience is 9.0, educatn is 1, age is 41, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 850.0
 - xperience : 9.0
 - educatn : 1
 - age : 41
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 8000. The dec profit is 850.0. The xperience is 9.0. The educatn is 1. The age is 41. The collateral is 3000. 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>1</td>
      <td>2500</td>
      <td>60.0</td>
      <td>8000</td>
      <td>850.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>41</td>
      <td>3000</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 & 1 & 2500 & 60.000000 & 8000 & 850.000000 & 9.000000 & 1 & 41 & 3000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 2500, 'assets val': 8000, 'collateral': 3000, 'dec profit': 850.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 9.0}",A 41-year-old male is applying for a loan of 2500 cedis. The applicant works in commerce 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 8000 cedis and his declared profits (after tax) is 850.0 cedis. His educational background is tertiary and the number of years that he has been in business is 9.0. He did not provide any 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 3000 cedis.
430,1,500,500,0,50.0,5500,100.0,4.0,2,43,2000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 50.0, assets val is 5500, dec profit is 100.0, xperience is 4.0, educatn is 2, age is 43, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 50.0
 - assets val : 5500
 - dec profit : 100.0
 - xperience : 4.0
 - educatn : 2
 - age : 43
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 50.0. The assets val is 5500. The dec profit is 100.0. The xperience is 4.0. The educatn is 2. The age is 43. The collateral is 2000. 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>1</td>
      <td>500</td>
      <td>50.0</td>
      <td>5500</td>
      <td>100.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>43</td>
      <td>2000</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 & 1 & 500 & 50.000000 & 5500 & 100.000000 & 4.000000 & 2 & 43 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 500, 'assets val': 5500, 'collateral': 2000, 'dec profit': 100.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 50.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 43-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 50.0 years. His assets value is 5500 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
431,1,2000,800,1,12.0,1800,420.0,5.0,1,38,20000,0,0,1,0,1,0,No,"sex is 1, amnt req is 2000, maturity is 12.0, assets val is 1800, dec profit is 420.0, xperience is 5.0, educatn is 1, age is 38, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 12.0
 - assets val : 1800
 - dec profit : 420.0
 - xperience : 5.0
 - educatn : 1
 - age : 38
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 12.0. The assets val is 1800. The dec profit is 420.0. The xperience is 5.0. The educatn is 1. The age is 38. The collateral is 20000. 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>1</td>
      <td>2000</td>
      <td>12.0</td>
      <td>1800</td>
      <td>420.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>38</td>
      <td>20000</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 & 1 & 2000 & 12.000000 & 1800 & 420.000000 & 5.000000 & 1 & 38 & 20000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2000, 'assets val': 1800, 'collateral': 20000, 'dec profit': 420.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 38-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 1800 cedis and his declared profits (after tax) is 420.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 20000 cedis.
432,0,3000,3000,0,60.0,6570,746.0,4.0,1,42,5000,1,0,0,1,1,0,Yes,"sex is 0, amnt req is 3000, maturity is 60.0, assets val is 6570, dec profit is 746.0, xperience is 4.0, educatn is 1, age is 42, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 6570
 - dec profit : 746.0
 - xperience : 4.0
 - educatn : 1
 - age : 42
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 60.0. The assets val is 6570. The dec profit is 746.0. The xperience is 4.0. The educatn is 1. The age is 42. The collateral is 5000. The locatn is 1. 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>0</td>
      <td>3000</td>
      <td>60.0</td>
      <td>6570</td>
      <td>746.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>42</td>
      <td>5000</td>
      <td>1</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 & 0 & 3000 & 60.000000 & 6570 & 746.000000 & 4.000000 & 1 & 42 & 5000 & 1 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 3000, 'assets val': 6570, 'collateral': 5000, 'dec profit': 746.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 42-year-old female is applying for a loan of 3000 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 60.0 years. Her assets value is 6570 cedis and her declared profits (after tax) is 746.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 5000 cedis.
433,0,1500,1500,0,30.0,2880,699.0,3.0,3,29,2000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 2880, dec profit is 699.0, xperience is 3.0, educatn is 3, age is 29, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2880
 - dec profit : 699.0
 - xperience : 3.0
 - educatn : 3
 - age : 29
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 2880. The dec profit is 699.0. The xperience is 3.0. The educatn is 3. The age is 29. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1500</td>
      <td>30.0</td>
      <td>2880</td>
      <td>699.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>29</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 1500 & 30.000000 & 2880 & 699.000000 & 3.000000 & 3 & 29 & 2000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 1500, 'assets val': 2880, 'collateral': 2000, 'dec profit': 699.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 29-year-old female is applying for a loan of 1500 cedis. The applicant works in service 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 2880 cedis and her declared profits (after tax) is 699.0 cedis. Her educational background is primary 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 2000 cedis.
434,1,8000,7000,1,60.0,10000,4000.0,2.0,3,33,8000,0,0,0,1,4,0,No,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 10000, dec profit is 4000.0, xperience is 2.0, educatn is 3, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 4000.0
 - xperience : 2.0
 - educatn : 3
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 10000. The dec profit is 4000.0. The xperience is 2.0. The educatn is 3. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>8000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>4000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 8000 & 60.000000 & 10000 & 4000.000000 & 2.000000 & 3 & 33 & 8000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 8000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 4000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 33-year-old male is applying for a loan of 8000 cedis. The applicant works in agriculture 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 10000 cedis and his declared profits (after tax) is 4000.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 8000 cedis.
435,0,2000,2000,0,60.0,3550,515.0,2.0,1,32,3000,0,1,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 3550, dec profit is 515.0, xperience is 2.0, educatn is 1, age is 32, collateral is 3000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3550
 - dec profit : 515.0
 - xperience : 2.0
 - educatn : 1
 - age : 32
 - collateral : 3000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 3550. The dec profit is 515.0. The xperience is 2.0. The educatn is 1. The age is 32. The collateral is 3000. The locatn is 0. The guarantor is 1. 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>60.0</td>
      <td>3550</td>
      <td>515.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>32</td>
      <td>3000</td>
      <td>0</td>
      <td>1</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 & 60.000000 & 3550 & 515.000000 & 2.000000 & 1 & 32 & 3000 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 3550, 'collateral': 3000, 'dec profit': 515.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 32-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 60.0 years. Her assets value is 3550 cedis and her declared profits (after tax) is 515.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She provided a 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 3000 cedis.
436,0,10000,8000,1,30.0,4000,400.0,8.0,4,60,9000,1,0,1,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 1 & 0 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any 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.
437,0,2000,2000,0,60.0,3000,500.0,5.0,1,45,3000,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 3000, dec profit is 500.0, xperience is 5.0, educatn is 1, age is 45, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 500.0
 - xperience : 5.0
 - educatn : 1
 - age : 45
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 3000. The dec profit is 500.0. The xperience is 5.0. The educatn is 1. The age is 45. The collateral is 3000. 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>2000</td>
      <td>60.0</td>
      <td>3000</td>
      <td>500.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>45</td>
      <td>3000</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 & 2000 & 60.000000 & 3000 & 500.000000 & 5.000000 & 1 & 45 & 3000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 2000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 45-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 60.0 years. Her assets value is 3000 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 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 resides or have her business close to the bank. The value of her collateral is 3000 cedis.
438,1,2000,2000,0,60.0,3000,1120.0,1.0,3,32,4000,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 3000, dec profit is 1120.0, xperience is 1.0, educatn is 3, age is 32, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 1120.0
 - xperience : 1.0
 - educatn : 3
 - age : 32
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 3000. The dec profit is 1120.0. The xperience is 1.0. The educatn is 3. The age is 32. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>3000</td>
      <td>1120.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>32</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 60.000000 & 3000 & 1120.000000 & 1.000000 & 3 & 32 & 4000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 3000, 'collateral': 4000, 'dec profit': 1120.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 32-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 3000 cedis and his declared profits (after tax) is 1120.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. 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 4000 cedis.
439,0,5000,5000,0,60.0,6000,750.0,3.0,3,37,5000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 6000, dec profit is 750.0, xperience is 3.0, educatn is 3, age is 37, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 750.0
 - xperience : 3.0
 - educatn : 3
 - age : 37
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 6000. The dec profit is 750.0. The xperience is 3.0. The educatn is 3. The age is 37. The collateral is 5000. 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>0</td>
      <td>5000</td>
      <td>60.0</td>
      <td>6000</td>
      <td>750.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>37</td>
      <td>5000</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 & 0 & 5000 & 60.000000 & 6000 & 750.000000 & 3.000000 & 3 & 37 & 5000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 5000, 'assets val': 6000, 'collateral': 5000, 'dec profit': 750.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 37-year-old female is applying for a loan of 5000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 750.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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 5000 cedis.
440,0,1600,1600,0,60.0,5000,285.0,3.0,3,48,4000,1,0,0,1,4,0,Yes,"sex is 0, amnt req is 1600, maturity is 60.0, assets val is 5000, dec profit is 285.0, xperience is 3.0, educatn is 3, age is 48, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1600
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 285.0
 - xperience : 3.0
 - educatn : 3
 - age : 48
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 1600. The maturity is 60.0. The assets val is 5000. The dec profit is 285.0. The xperience is 3.0. The educatn is 3. The age is 48. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1600</td>
      <td>60.0</td>
      <td>5000</td>
      <td>285.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>48</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1600 & 60.000000 & 5000 & 285.000000 & 3.000000 & 3 & 48 & 4000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 1600, 'assets val': 5000, 'collateral': 4000, 'dec profit': 285.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 48-year-old female is applying for a loan of 1600 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 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 285.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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 4000 cedis.
441,1,600,600,0,60.0,2500,200.0,11.0,1,36,3000,0,1,0,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 2500, dec profit is 200.0, xperience is 11.0, educatn is 1, age is 36, collateral is 3000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 2500
 - dec profit : 200.0
 - xperience : 11.0
 - educatn : 1
 - age : 36
 - collateral : 3000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 2500. The dec profit is 200.0. The xperience is 11.0. The educatn is 1. The age is 36. The collateral is 3000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>600</td>
      <td>60.0</td>
      <td>2500</td>
      <td>200.0</td>
      <td>11.0</td>
      <td>1</td>
      <td>36</td>
      <td>3000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 600 & 60.000000 & 2500 & 200.000000 & 11.000000 & 1 & 36 & 3000 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 600, 'assets val': 2500, 'collateral': 3000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 11.0}",A 36-year-old male is applying for a loan of 600 cedis. The applicant works in commerce 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 2500 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 11.0. He provided a 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.
442,0,1000,1000,0,30.0,5000,250.0,3.0,1,28,2500,0,1,0,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 5000, dec profit is 250.0, xperience is 3.0, educatn is 1, age is 28, collateral is 2500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 250.0
 - xperience : 3.0
 - educatn : 1
 - age : 28
 - collateral : 2500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 5000. The dec profit is 250.0. The xperience is 3.0. The educatn is 1. The age is 28. The collateral is 2500. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>30.0</td>
      <td>5000</td>
      <td>250.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>28</td>
      <td>2500</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 30.000000 & 5000 & 250.000000 & 3.000000 & 1 & 28 & 2500 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 1000, 'assets val': 5000, 'collateral': 2500, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 28-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 30.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not 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 2500 cedis.
443,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
444,0,3000,3000,0,30.0,6500,1030.0,2.0,1,32,5000,1,1,1,1,1,0,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 6500, dec profit is 1030.0, xperience is 2.0, educatn is 1, age is 32, collateral is 5000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6500
 - dec profit : 1030.0
 - xperience : 2.0
 - educatn : 1
 - age : 32
 - collateral : 5000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 6500. The dec profit is 1030.0. The xperience is 2.0. The educatn is 1. The age is 32. The collateral is 5000. The locatn is 1. The guarantor is 1. The relatnshp is 1. 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>0</td>
      <td>3000</td>
      <td>30.0</td>
      <td>6500</td>
      <td>1030.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>32</td>
      <td>5000</td>
      <td>1</td>
      <td>1</td>
      <td>1</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 & 0 & 3000 & 30.000000 & 6500 & 1030.000000 & 2.000000 & 1 & 32 & 5000 & 1 & 1 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 6500, 'collateral': 5000, 'dec profit': 1030.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 32-year-old female is applying for a loan of 3000 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 6500 cedis and her declared profits (after tax) is 1030.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She provided a 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 5000 cedis.
445,0,2000,2000,0,60.0,3000,773.0,4.0,3,46,2000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 3000, dec profit is 773.0, xperience is 4.0, educatn is 3, age is 46, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 773.0
 - xperience : 4.0
 - educatn : 3
 - age : 46
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 3000. The dec profit is 773.0. The xperience is 4.0. The educatn is 3. The age is 46. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>2000</td>
      <td>60.0</td>
      <td>3000</td>
      <td>773.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>46</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 2000 & 60.000000 & 3000 & 773.000000 & 4.000000 & 3 & 46 & 2000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 2000, 'assets val': 3000, 'collateral': 2000, 'dec profit': 773.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 4.0}",A 46-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 773.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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.
446,0,2000,2000,0,36.0,1000,800.0,28.0,1,53,1000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 36.0, assets val is 1000, dec profit is 800.0, xperience is 28.0, educatn is 1, age is 53, collateral is 1000, 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 : 1000
 - dec profit : 800.0
 - xperience : 28.0
 - educatn : 1
 - age : 53
 - collateral : 1000
 - 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 1000. The dec profit is 800.0. The xperience is 28.0. The educatn is 1. The age is 53. The collateral is 1000. 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>1000</td>
      <td>800.0</td>
      <td>28.0</td>
      <td>1</td>
      <td>53</td>
      <td>1000</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 & 1000 & 800.000000 & 28.000000 & 1 & 53 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 2000, 'assets val': 1000, 'collateral': 1000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 28.0}",A 53-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 1000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 28.0. 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 1000 cedis.
447,0,8000,4000,1,60.0,9000,800.0,6.0,1,39,5000,1,0,1,0,1,0,No,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 9000, dec profit is 800.0, xperience is 6.0, educatn is 1, age is 39, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 800.0
 - xperience : 6.0
 - educatn : 1
 - age : 39
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 9000. The dec profit is 800.0. The xperience is 6.0. The educatn is 1. The age is 39. The collateral is 5000. 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>8000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>800.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>39</td>
      <td>5000</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 & 8000 & 60.000000 & 9000 & 800.000000 & 6.000000 & 1 & 39 & 5000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 8000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 39-year-old female is applying for a loan of 8000 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 60.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 800.0 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 5000 cedis.
448,1,2000,2000,0,30.0,3000,520.0,3.0,2,34,1000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3000, dec profit is 520.0, xperience is 3.0, educatn is 2, age is 34, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 520.0
 - xperience : 3.0
 - educatn : 2
 - age : 34
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3000. The dec profit is 520.0. The xperience is 3.0. The educatn is 2. The age is 34. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>3000</td>
      <td>520.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>34</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 3000 & 520.000000 & 3.000000 & 2 & 34 & 1000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 3000, 'collateral': 1000, 'dec profit': 520.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 3000 cedis and his declared profits (after tax) is 520.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
449,1,1000,1000,0,15.0,2500,450.0,12.0,3,55,1500,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 15.0, assets val is 2500, dec profit is 450.0, xperience is 12.0, educatn is 3, age is 55, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 15.0
 - assets val : 2500
 - dec profit : 450.0
 - xperience : 12.0
 - educatn : 3
 - age : 55
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 15.0. The assets val is 2500. The dec profit is 450.0. The xperience is 12.0. The educatn is 3. The age is 55. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>15.0</td>
      <td>2500</td>
      <td>450.0</td>
      <td>12.0</td>
      <td>3</td>
      <td>55</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 15.000000 & 2500 & 450.000000 & 12.000000 & 3 & 55 & 1500 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 1000, 'assets val': 2500, 'collateral': 1500, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 12.0}",A 55-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 2500 cedis and his declared profits (after tax) is 450.0 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 1500 cedis.
450,0,4000,4000,0,30.0,12000,6000.0,4.0,1,37,9000,0,1,0,0,3,1,Yes,"sex is 0, amnt req is 4000, maturity is 30.0, assets val is 12000, dec profit is 6000.0, xperience is 4.0, educatn is 1, age is 37, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 6000.0
 - xperience : 4.0
 - educatn : 1
 - age : 37
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 4000. The maturity is 30.0. The assets val is 12000. The dec profit is 6000.0. The xperience is 4.0. The educatn is 1. The age is 37. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>4000</td>
      <td>30.0</td>
      <td>12000</td>
      <td>6000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>37</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 4000 & 30.000000 & 12000 & 6000.000000 & 4.000000 & 1 & 37 & 9000 & 0 & 1 & 0 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 37, 'amnt req': 4000, 'assets val': 12000, 'collateral': 9000, 'dec profit': 6000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 37-year-old female is applying for a loan of 4000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 6000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
451,1,3000,2000,1,30.0,4000,480.0,4.0,3,33,4000,0,0,0,1,5,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 4000, dec profit is 480.0, xperience is 4.0, educatn is 3, age is 33, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 480.0
 - xperience : 4.0
 - educatn : 3
 - age : 33
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 4000. The dec profit is 480.0. The xperience is 4.0. The educatn is 3. The age is 33. The collateral is 4000. 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>3000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>480.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>33</td>
      <td>4000</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 & 3000 & 30.000000 & 4000 & 480.000000 & 4.000000 & 3 & 33 & 4000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 3000, 'assets val': 4000, 'collateral': 4000, 'dec profit': 480.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 33-year-old male is applying for a loan of 3000 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 30.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 480.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. 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 4000 cedis.
452,0,700,700,0,30.0,7300,300.0,3.0,2,31,5000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 700, maturity is 30.0, assets val is 7300, dec profit is 300.0, xperience is 3.0, educatn is 2, age is 31, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 700
 - maturity : 30.0
 - assets val : 7300
 - dec profit : 300.0
 - xperience : 3.0
 - educatn : 2
 - age : 31
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 700. The maturity is 30.0. The assets val is 7300. The dec profit is 300.0. The xperience is 3.0. The educatn is 2. The age is 31. The collateral is 5000. 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>700</td>
      <td>30.0</td>
      <td>7300</td>
      <td>300.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>31</td>
      <td>5000</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 & 700 & 30.000000 & 7300 & 300.000000 & 3.000000 & 2 & 31 & 5000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 700, 'assets val': 7300, 'collateral': 5000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 31-year-old female is applying for a loan of 700 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 30.0 years. Her assets value is 7300 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is secondary 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 5000 cedis.
453,0,7000,5000,1,30.0,10000,1300.0,5.0,3,40,2000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 10000, dec profit is 1300.0, xperience is 5.0, educatn is 3, age is 40, 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 : 7000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 1300.0
 - xperience : 5.0
 - educatn : 3
 - age : 40
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 10000. The dec profit is 1300.0. The xperience is 5.0. The educatn is 3. The age is 40. 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>7000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>1300.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>40</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 & 7000 & 30.000000 & 10000 & 1300.000000 & 5.000000 & 3 & 40 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 7000, 'assets val': 10000, 'collateral': 2000, 'dec profit': 1300.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 40-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1300.0 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.
454,0,2000,2000,0,30.0,9000,3000.0,3.0,1,44,5000,0,1,1,1,5,1,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 9000, dec profit is 3000.0, xperience is 3.0, educatn is 1, age is 44, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 3000.0
 - xperience : 3.0
 - educatn : 1
 - age : 44
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 9000. The dec profit is 3000.0. The xperience is 3.0. The educatn is 1. The age is 44. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>2000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>3000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>44</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 2000 & 30.000000 & 9000 & 3000.000000 & 3.000000 & 1 & 44 & 5000 & 0 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 44, 'amnt req': 2000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 44-year-old female is applying for a loan of 2000 cedis. The applicant works in service 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 9000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. 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 does not resides or have her business close to the bank. The value of her collateral is 5000 cedis.
455,0,2000,2000,0,15.0,2500,300.0,21.0,2,54,4000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 2000, maturity is 15.0, assets val is 2500, dec profit is 300.0, xperience is 21.0, educatn is 2, age is 54, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 15.0
 - assets val : 2500
 - dec profit : 300.0
 - xperience : 21.0
 - educatn : 2
 - age : 54
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 15.0. The assets val is 2500. The dec profit is 300.0. The xperience is 21.0. The educatn is 2. The age is 54. The collateral is 4000. 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>0</td>
      <td>2000</td>
      <td>15.0</td>
      <td>2500</td>
      <td>300.0</td>
      <td>21.0</td>
      <td>2</td>
      <td>54</td>
      <td>4000</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 & 0 & 2000 & 15.000000 & 2500 & 300.000000 & 21.000000 & 2 & 54 & 4000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 54, 'amnt req': 2000, 'assets val': 2500, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 21.0}",A 54-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 2500 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is secondary and the number of years that she has been in business is 21.0. She did not provide any guarantor and this is not 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 4000 cedis.
456,0,700,500,1,24.0,1000,100.0,2.0,1,33,5000,0,0,1,0,1,0,No,"sex is 0, amnt req is 700, maturity is 24.0, assets val is 1000, dec profit is 100.0, xperience is 2.0, educatn is 1, age is 33, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 700
 - maturity : 24.0
 - assets val : 1000
 - dec profit : 100.0
 - xperience : 2.0
 - educatn : 1
 - age : 33
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 700. The maturity is 24.0. The assets val is 1000. The dec profit is 100.0. The xperience is 2.0. The educatn is 1. The age is 33. The collateral is 5000. 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>700</td>
      <td>24.0</td>
      <td>1000</td>
      <td>100.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>33</td>
      <td>5000</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 & 700 & 24.000000 & 1000 & 100.000000 & 2.000000 & 1 & 33 & 5000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 700, 'assets val': 1000, 'collateral': 5000, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 33-year-old female is applying for a loan of 700 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 1000 cedis and her declared profits (after tax) is 100.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 5000 cedis.
457,0,1500,1500,0,30.0,3000,375.0,4.0,1,22,1000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 3000, dec profit is 375.0, xperience is 4.0, educatn is 1, age is 22, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 375.0
 - xperience : 4.0
 - educatn : 1
 - age : 22
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 3000. The dec profit is 375.0. The xperience is 4.0. The educatn is 1. The age is 22. The collateral is 1000. 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>1500</td>
      <td>30.0</td>
      <td>3000</td>
      <td>375.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>22</td>
      <td>1000</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 & 1500 & 30.000000 & 3000 & 375.000000 & 4.000000 & 1 & 22 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 22, 'amnt req': 1500, 'assets val': 3000, 'collateral': 1000, 'dec profit': 375.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 22-year-old female is applying for a loan of 1500 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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 375.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 1000 cedis.
458,1,2000,2000,0,30.0,1000,750.0,1.0,1,34,3000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 1000, dec profit is 750.0, xperience is 1.0, educatn is 1, age is 34, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 750.0
 - xperience : 1.0
 - educatn : 1
 - age : 34
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 1000. The dec profit is 750.0. The xperience is 1.0. The educatn is 1. The age is 34. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>750.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>34</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 1000 & 750.000000 & 1.000000 & 1 & 34 & 3000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 1000, 'collateral': 3000, 'dec profit': 750.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 1000 cedis and his declared profits (after tax) is 750.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 3000 cedis.
459,1,1500,1000,1,36.0,3000,240.0,3.0,2,37,1500,0,0,0,0,1,0,No,"sex is 1, amnt req is 1500, maturity is 36.0, assets val is 3000, dec profit is 240.0, xperience is 3.0, educatn is 2, age is 37, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 36.0
 - assets val : 3000
 - dec profit : 240.0
 - xperience : 3.0
 - educatn : 2
 - age : 37
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 36.0. The assets val is 3000. The dec profit is 240.0. The xperience is 3.0. The educatn is 2. The age is 37. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>36.0</td>
      <td>3000</td>
      <td>240.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>37</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 36.000000 & 3000 & 240.000000 & 3.000000 & 2 & 37 & 1500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 1500, 'assets val': 3000, 'collateral': 1500, 'dec profit': 240.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 37-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 240.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. 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 1500 cedis.
460,1,2000,2000,0,60.0,50000,560.0,3.0,1,32,8500,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 50000, dec profit is 560.0, xperience is 3.0, educatn is 1, age is 32, collateral is 8500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 50000
 - dec profit : 560.0
 - xperience : 3.0
 - educatn : 1
 - age : 32
 - collateral : 8500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 50000. The dec profit is 560.0. The xperience is 3.0. The educatn is 1. The age is 32. The collateral is 8500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>50000</td>
      <td>560.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>32</td>
      <td>8500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 60.000000 & 50000 & 560.000000 & 3.000000 & 1 & 32 & 8500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 50000, 'collateral': 8500, 'dec profit': 560.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 32-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 50000 cedis and his declared profits (after tax) is 560.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 8500 cedis.
461,1,1500,1000,1,30.0,4500,500.0,3.0,1,30,1500,0,1,0,0,1,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 4500, dec profit is 500.0, xperience is 3.0, educatn is 1, age is 30, collateral is 1500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 4500
 - dec profit : 500.0
 - xperience : 3.0
 - educatn : 1
 - age : 30
 - collateral : 1500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 4500. The dec profit is 500.0. The xperience is 3.0. The educatn is 1. The age is 30. The collateral is 1500. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>4500</td>
      <td>500.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>30</td>
      <td>1500</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 4500 & 500.000000 & 3.000000 & 1 & 30 & 1500 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 1500, 'assets val': 4500, 'collateral': 1500, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 30-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 4500 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He provided a 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 1500 cedis.
462,1,8000,7000,1,60.0,5000,4000.0,2.0,3,33,8000,0,0,0,1,4,0,No,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 5000, dec profit is 4000.0, xperience is 2.0, educatn is 3, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 4000.0
 - xperience : 2.0
 - educatn : 3
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 5000. The dec profit is 4000.0. The xperience is 2.0. The educatn is 3. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>8000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>4000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 8000 & 60.000000 & 5000 & 4000.000000 & 2.000000 & 3 & 33 & 8000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 8000, 'assets val': 5000, 'collateral': 8000, 'dec profit': 4000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 33-year-old male is applying for a loan of 8000 cedis. The applicant works in agriculture 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 5000 cedis and his declared profits (after tax) is 4000.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 8000 cedis.
463,0,4000,4000,0,36.0,50000,6000.0,3.0,1,49,7000,0,1,1,1,3,1,Yes,"sex is 0, amnt req is 4000, maturity is 36.0, assets val is 50000, dec profit is 6000.0, xperience is 3.0, educatn is 1, age is 49, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 4000
 - maturity : 36.0
 - assets val : 50000
 - dec profit : 6000.0
 - xperience : 3.0
 - educatn : 1
 - age : 49
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 4000. The maturity is 36.0. The assets val is 50000. The dec profit is 6000.0. The xperience is 3.0. The educatn is 1. The age is 49. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>4000</td>
      <td>36.0</td>
      <td>50000</td>
      <td>6000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>49</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 4000 & 36.000000 & 50000 & 6000.000000 & 3.000000 & 1 & 49 & 7000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 49, 'amnt req': 4000, 'assets val': 50000, 'collateral': 7000, 'dec profit': 6000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 49-year-old female is applying for a loan of 4000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 50000 cedis and her declared profits (after tax) is 6000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. 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 does not resides or have her business close to the bank. The value of her collateral is 7000 cedis.
464,0,4500,4000,1,30.0,5000,400.0,6.0,2,43,4500,0,0,0,1,3,0,No,"sex is 0, amnt req is 4500, maturity is 30.0, assets val is 5000, dec profit is 400.0, xperience is 6.0, educatn is 2, age is 43, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 4500
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 400.0
 - xperience : 6.0
 - educatn : 2
 - age : 43
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 4500. The maturity is 30.0. The assets val is 5000. The dec profit is 400.0. The xperience is 6.0. The educatn is 2. The age is 43. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 3. 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>4500</td>
      <td>30.0</td>
      <td>5000</td>
      <td>400.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>43</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 4500 & 30.000000 & 5000 & 400.000000 & 6.000000 & 2 & 43 & 4500 & 0 & 0 & 0 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 4500, 'assets val': 5000, 'collateral': 4500, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 43-year-old female is applying for a loan of 4500 cedis. The applicant works in manufacturing 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 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 6.0. She did not provide any guarantor and this is not 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 4500 cedis.
465,0,5000,5000,0,30.0,7000,3000.0,2.0,3,30,6000,1,0,0,0,4,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 7000, dec profit is 3000.0, xperience is 2.0, educatn is 3, age is 30, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 3000.0
 - xperience : 2.0
 - educatn : 3
 - age : 30
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 7000. The dec profit is 3000.0. The xperience is 2.0. The educatn is 3. The age is 30. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>3000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>30</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 0 & 5000 & 30.000000 & 7000 & 3000.000000 & 2.000000 & 3 & 30 & 6000 & 1 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 5000, 'assets val': 7000, 'collateral': 6000, 'dec profit': 3000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 30-year-old female is applying for a loan of 5000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 6000 cedis.
466,1,10000,7000,1,60.0,8000,250.0,2.0,2,39,6000,1,1,1,0,2,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 8000, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 39, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 8000. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>10000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 10000 & 60.000000 & 8000 & 250.000000 & 2.000000 & 2 & 39 & 6000 & 1 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 10000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 10000 cedis. The applicant works in transport 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 8000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary 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 6000 cedis.
467,1,2500,2500,0,60.0,3580,656.0,6.0,1,34,2000,1,1,1,0,1,0,Yes,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 3580, dec profit is 656.0, xperience is 6.0, educatn is 1, age is 34, collateral is 2000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 3580
 - dec profit : 656.0
 - xperience : 6.0
 - educatn : 1
 - age : 34
 - collateral : 2000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 3580. The dec profit is 656.0. The xperience is 6.0. The educatn is 1. The age is 34. The collateral is 2000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>2500</td>
      <td>60.0</td>
      <td>3580</td>
      <td>656.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>34</td>
      <td>2000</td>
      <td>1</td>
      <td>1</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 & 1 & 2500 & 60.000000 & 3580 & 656.000000 & 6.000000 & 1 & 34 & 2000 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2500, 'assets val': 3580, 'collateral': 2000, 'dec profit': 656.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 34-year-old male is applying for a loan of 2500 cedis. The applicant works in commerce 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 3580 cedis and his declared profits (after tax) is 656.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. 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 2000 cedis.
468,1,1500,1000,1,12.0,2200,237.0,4.0,1,56,1800,1,0,0,1,4,0,No,"sex is 1, amnt req is 1500, maturity is 12.0, assets val is 2200, dec profit is 237.0, xperience is 4.0, educatn is 1, age is 56, collateral is 1800, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 12.0
 - assets val : 2200
 - dec profit : 237.0
 - xperience : 4.0
 - educatn : 1
 - age : 56
 - collateral : 1800
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 12.0. The assets val is 2200. The dec profit is 237.0. The xperience is 4.0. The educatn is 1. The age is 56. The collateral is 1800. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>12.0</td>
      <td>2200</td>
      <td>237.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>56</td>
      <td>1800</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 12.000000 & 2200 & 237.000000 & 4.000000 & 1 & 56 & 1800 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 56, 'amnt req': 1500, 'assets val': 2200, 'collateral': 1800, 'dec profit': 237.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 12.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 56-year-old male is applying for a loan of 1500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 2200 cedis and his declared profits (after tax) is 237.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 1800 cedis.
469,1,700,700,0,12.0,1800,425.0,6.0,1,36,20000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 700, maturity is 12.0, assets val is 1800, dec profit is 425.0, xperience is 6.0, educatn is 1, age is 36, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 12.0
 - assets val : 1800
 - dec profit : 425.0
 - xperience : 6.0
 - educatn : 1
 - age : 36
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 12.0. The assets val is 1800. The dec profit is 425.0. The xperience is 6.0. The educatn is 1. The age is 36. The collateral is 20000. 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>1</td>
      <td>700</td>
      <td>12.0</td>
      <td>1800</td>
      <td>425.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>36</td>
      <td>20000</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 & 1 & 700 & 12.000000 & 1800 & 425.000000 & 6.000000 & 1 & 36 & 20000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 700, 'assets val': 1800, 'collateral': 20000, 'dec profit': 425.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 36-year-old male is applying for a loan of 700 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 1800 cedis and his declared profits (after tax) is 425.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 20000 cedis.
470,1,12000,7000,1,60.0,17440,204.0,3.0,1,35,8000,0,1,1,1,4,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 17440, dec profit is 204.0, xperience is 3.0, educatn is 1, age is 35, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 17440
 - dec profit : 204.0
 - xperience : 3.0
 - educatn : 1
 - age : 35
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 17440. The dec profit is 204.0. The xperience is 3.0. The educatn is 1. The age is 35. The collateral is 8000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>12000</td>
      <td>60.0</td>
      <td>17440</td>
      <td>204.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>35</td>
      <td>8000</td>
      <td>0</td>
      <td>1</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 & 1 & 12000 & 60.000000 & 17440 & 204.000000 & 3.000000 & 1 & 35 & 8000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 12000, 'assets val': 17440, 'collateral': 8000, 'dec profit': 204.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 35-year-old male is applying for a loan of 12000 cedis. The applicant works in agriculture 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 17440 cedis and his declared profits (after tax) is 204.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
471,0,3000,3000,0,60.0,5000,450.0,4.0,1,39,5000,0,0,1,1,2,0,Yes,"sex is 0, amnt req is 3000, maturity is 60.0, assets val is 5000, dec profit is 450.0, xperience is 4.0, educatn is 1, age is 39, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 450.0
 - xperience : 4.0
 - educatn : 1
 - age : 39
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 60.0. The assets val is 5000. The dec profit is 450.0. The xperience is 4.0. The educatn is 1. The age is 39. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 2. 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>3000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>450.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>39</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 3000 & 60.000000 & 5000 & 450.000000 & 4.000000 & 1 & 39 & 5000 & 0 & 0 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 3000, 'assets val': 5000, 'collateral': 5000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 4.0}",A 39-year-old female is applying for a loan of 3000 cedis. The applicant works in transport sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 5000 cedis.
472,1,6000,6000,0,30.0,8700,2000.0,5.0,1,45,1600,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 6000, maturity is 30.0, assets val is 8700, dec profit is 2000.0, xperience is 5.0, educatn is 1, age is 45, collateral is 1600, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 8700
 - dec profit : 2000.0
 - xperience : 5.0
 - educatn : 1
 - age : 45
 - collateral : 1600
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 30.0. The assets val is 8700. The dec profit is 2000.0. The xperience is 5.0. The educatn is 1. The age is 45. The collateral is 1600. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>6000</td>
      <td>30.0</td>
      <td>8700</td>
      <td>2000.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>45</td>
      <td>1600</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 6000 & 30.000000 & 8700 & 2000.000000 & 5.000000 & 1 & 45 & 1600 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 6000, 'assets val': 8700, 'collateral': 1600, 'dec profit': 2000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 45-year-old male is applying for a loan of 6000 cedis. The applicant works in commerce 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 8700 cedis and his declared profits (after tax) is 2000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 1600 cedis.
473,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
474,1,5000,3000,1,30.0,6000,800.0,2.5,1,42,1000,0,0,1,0,1,0,No,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 6000, dec profit is 800.0, xperience is 2.5, educatn is 1, age is 42, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 800.0
 - xperience : 2.5
 - educatn : 1
 - age : 42
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 6000. The dec profit is 800.0. The xperience is 2.5. The educatn is 1. The age is 42. The collateral is 1000. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>800.0</td>
      <td>2.5</td>
      <td>1</td>
      <td>42</td>
      <td>1000</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 & 1 & 5000 & 30.000000 & 6000 & 800.000000 & 2.500000 & 1 & 42 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 5000, 'assets val': 6000, 'collateral': 1000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.5}",A 42-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 6000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.5. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
475,1,6000,6000,0,60.0,5000,600.0,5.0,1,30,1000,0,1,1,0,2,0,Yes,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 5000, dec profit is 600.0, xperience is 5.0, educatn is 1, age is 30, collateral is 1000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 600.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 1000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 5000. The dec profit is 600.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 1000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>6000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>600.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>1000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 6000 & 60.000000 & 5000 & 600.000000 & 5.000000 & 1 & 30 & 1000 & 0 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 6000, 'assets val': 5000, 'collateral': 1000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 6000 cedis. The applicant works in transport 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 5000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
476,1,900,800,1,60.0,4500,300.0,20.0,1,45,4500,1,1,1,0,1,0,No,"sex is 1, amnt req is 900, maturity is 60.0, assets val is 4500, dec profit is 300.0, xperience is 20.0, educatn is 1, age is 45, collateral is 4500, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 900
 - maturity : 60.0
 - assets val : 4500
 - dec profit : 300.0
 - xperience : 20.0
 - educatn : 1
 - age : 45
 - collateral : 4500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 900. The maturity is 60.0. The assets val is 4500. The dec profit is 300.0. The xperience is 20.0. The educatn is 1. The age is 45. The collateral is 4500. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>900</td>
      <td>60.0</td>
      <td>4500</td>
      <td>300.0</td>
      <td>20.0</td>
      <td>1</td>
      <td>45</td>
      <td>4500</td>
      <td>1</td>
      <td>1</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 & 1 & 900 & 60.000000 & 4500 & 300.000000 & 20.000000 & 1 & 45 & 4500 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 900, 'assets val': 4500, 'collateral': 4500, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 20.0}",A 45-year-old male is applying for a loan of 900 cedis. The applicant works in commerce 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 4500 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 20.0. 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 4500 cedis.
477,1,2500,2000,1,60.0,5000,530.0,7.0,1,45,2000,0,0,0,0,1,0,No,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 5000, dec profit is 530.0, xperience is 7.0, educatn is 1, age is 45, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 530.0
 - xperience : 7.0
 - educatn : 1
 - age : 45
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 5000. The dec profit is 530.0. The xperience is 7.0. The educatn is 1. The age is 45. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2500</td>
      <td>60.0</td>
      <td>5000</td>
      <td>530.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>45</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2500 & 60.000000 & 5000 & 530.000000 & 7.000000 & 1 & 45 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 2500, 'assets val': 5000, 'collateral': 2000, 'dec profit': 530.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 45-year-old male is applying for a loan of 2500 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 530.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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.
478,0,700,500,1,60.0,3000,450.0,6.0,1,30,2500,0,0,0,1,5,0,No,"sex is 0, amnt req is 700, maturity is 60.0, assets val is 3000, dec profit is 450.0, xperience is 6.0, educatn is 1, age is 30, collateral is 2500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 700
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 450.0
 - xperience : 6.0
 - educatn : 1
 - age : 30
 - collateral : 2500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 700. The maturity is 60.0. The assets val is 3000. The dec profit is 450.0. The xperience is 6.0. The educatn is 1. The age is 30. The collateral is 2500. 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>0</td>
      <td>700</td>
      <td>60.0</td>
      <td>3000</td>
      <td>450.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>30</td>
      <td>2500</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 & 0 & 700 & 60.000000 & 3000 & 450.000000 & 6.000000 & 1 & 30 & 2500 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 700, 'assets val': 3000, 'collateral': 2500, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 30-year-old female is applying for a loan of 700 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 450.0 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 not 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 2500 cedis.
479,1,2000,2000,0,30.0,4150,828.0,2.0,1,37,3000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 4150, dec profit is 828.0, xperience is 2.0, educatn is 1, age is 37, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 4150
 - dec profit : 828.0
 - xperience : 2.0
 - educatn : 1
 - age : 37
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 4150. The dec profit is 828.0. The xperience is 2.0. The educatn is 1. The age is 37. The collateral is 3000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>4150</td>
      <td>828.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>37</td>
      <td>3000</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 & 1 & 2000 & 30.000000 & 4150 & 828.000000 & 2.000000 & 1 & 37 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 2000, 'assets val': 4150, 'collateral': 3000, 'dec profit': 828.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 37-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 4150 cedis and his declared profits (after tax) is 828.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
480,1,2000,2000,0,30.0,3000,580.0,4.0,1,35,4000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3000, dec profit is 580.0, xperience is 4.0, educatn is 1, age is 35, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 580.0
 - xperience : 4.0
 - educatn : 1
 - age : 35
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3000. The dec profit is 580.0. The xperience is 4.0. The educatn is 1. The age is 35. The collateral is 4000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>580.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>35</td>
      <td>4000</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 & 1 & 2000 & 30.000000 & 3000 & 580.000000 & 4.000000 & 1 & 35 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 3000, 'collateral': 4000, 'dec profit': 580.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 35-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 580.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
481,1,300,300,0,15.0,6000,450.0,3.0,1,32,2000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 300, maturity is 15.0, assets val is 6000, dec profit is 450.0, xperience is 3.0, educatn is 1, age is 32, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 15.0
 - assets val : 6000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 1
 - age : 32
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 15.0. The assets val is 6000. The dec profit is 450.0. The xperience is 3.0. The educatn is 1. The age is 32. The collateral is 2000. 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>1</td>
      <td>300</td>
      <td>15.0</td>
      <td>6000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>32</td>
      <td>2000</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 & 1 & 300 & 15.000000 & 6000 & 450.000000 & 3.000000 & 1 & 32 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 300, 'assets val': 6000, 'collateral': 2000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 32-year-old male is applying for a loan of 300 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 6000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
482,1,6000,5000,1,45.0,10000,1100.0,9.0,1,38,5000,0,1,0,1,4,0,No,"sex is 1, amnt req is 6000, maturity is 45.0, assets val is 10000, dec profit is 1100.0, xperience is 9.0, educatn is 1, age is 38, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 45.0
 - assets val : 10000
 - dec profit : 1100.0
 - xperience : 9.0
 - educatn : 1
 - age : 38
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 45.0. The assets val is 10000. The dec profit is 1100.0. The xperience is 9.0. The educatn is 1. The age is 38. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>6000</td>
      <td>45.0</td>
      <td>10000</td>
      <td>1100.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>38</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 6000 & 45.000000 & 10000 & 1100.000000 & 9.000000 & 1 & 38 & 5000 & 0 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 6000, 'assets val': 10000, 'collateral': 5000, 'dec profit': 1100.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 45.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 38-year-old male is applying for a loan of 6000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 45.0 years. His assets value is 10000 cedis and his declared profits (after tax) is 1100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 9.0. He provided a 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 5000 cedis.
483,1,600,600,0,15.0,1700,180.0,7.0,3,33,3700,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 600, maturity is 15.0, assets val is 1700, dec profit is 180.0, xperience is 7.0, educatn is 3, age is 33, collateral is 3700, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 15.0
 - assets val : 1700
 - dec profit : 180.0
 - xperience : 7.0
 - educatn : 3
 - age : 33
 - collateral : 3700
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 15.0. The assets val is 1700. The dec profit is 180.0. The xperience is 7.0. The educatn is 3. The age is 33. The collateral is 3700. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>600</td>
      <td>15.0</td>
      <td>1700</td>
      <td>180.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>33</td>
      <td>3700</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 600 & 15.000000 & 1700 & 180.000000 & 7.000000 & 3 & 33 & 3700 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 600, 'assets val': 1700, 'collateral': 3700, 'dec profit': 180.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 7.0}",A 33-year-old male is applying for a loan of 600 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 1700 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is primary and the number of years that he has been in business is 7.0. 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 3700 cedis.
484,1,2000,1000,1,30.0,7000,700.0,2.0,1,36,4000,0,0,0,1,5,0,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 7000, dec profit is 700.0, xperience is 2.0, educatn is 1, age is 36, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 700.0
 - xperience : 2.0
 - educatn : 1
 - age : 36
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 7000. The dec profit is 700.0. The xperience is 2.0. The educatn is 1. The age is 36. The collateral is 4000. 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>30.0</td>
      <td>7000</td>
      <td>700.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>36</td>
      <td>4000</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 & 30.000000 & 7000 & 700.000000 & 2.000000 & 1 & 36 & 4000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2000, 'assets val': 7000, 'collateral': 4000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 2.0}",A 36-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 30.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 4000 cedis.
485,1,7200,7200,1,60.0,9000,0.0,0.0,2,36,9000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 7200, maturity is 60.0, assets val is 9000, dec profit is 0.0, xperience is 0.0, educatn is 2, age is 36, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 7200
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 0.0
 - xperience : 0.0
 - educatn : 2
 - age : 36
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 7200. The maturity is 60.0. The assets val is 9000. The dec profit is 0.0. The xperience is 0.0. The educatn is 2. The age is 36. The collateral is 9000. 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>1</td>
      <td>7200</td>
      <td>60.0</td>
      <td>9000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>36</td>
      <td>9000</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 & 1 & 7200 & 60.000000 & 9000 & 0.000000 & 0.000000 & 2 & 36 & 9000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 7200, 'assets val': 9000, 'collateral': 9000, 'dec profit': 0.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 0.0}",A 36-year-old male is applying for a loan of 7200 cedis. The applicant works in commerce 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 9000 cedis and his declared profits (after tax) is 0.0 cedis. His educational background is secondary and the number of years that he has been in business is 0.0. He did not provide any 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.
486,1,200,200,0,24.0,7000,450.0,5.0,1,30,10000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 200, maturity is 24.0, assets val is 7000, dec profit is 450.0, xperience is 5.0, educatn is 1, age is 30, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 200
 - maturity : 24.0
 - assets val : 7000
 - dec profit : 450.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 200. The maturity is 24.0. The assets val is 7000. The dec profit is 450.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 10000. 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>1</td>
      <td>200</td>
      <td>24.0</td>
      <td>7000</td>
      <td>450.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>10000</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 & 1 & 200 & 24.000000 & 7000 & 450.000000 & 5.000000 & 1 & 30 & 10000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 200, 'assets val': 7000, 'collateral': 10000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 200 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
487,0,1000,1000,0,30.0,5100,470.0,9.0,2,49,2000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 5100, dec profit is 470.0, xperience is 9.0, educatn is 2, age is 49, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 5100
 - dec profit : 470.0
 - xperience : 9.0
 - educatn : 2
 - age : 49
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 5100. The dec profit is 470.0. The xperience is 9.0. The educatn is 2. The age is 49. The collateral is 2000. The locatn is 1. 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>1000</td>
      <td>30.0</td>
      <td>5100</td>
      <td>470.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>49</td>
      <td>2000</td>
      <td>1</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 & 1000 & 30.000000 & 5100 & 470.000000 & 9.000000 & 2 & 49 & 2000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 1000, 'assets val': 5100, 'collateral': 2000, 'dec profit': 470.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 9.0}",A 49-year-old female is applying for a loan of 1000 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 30.0 years. Her assets value is 5100 cedis and her declared profits (after tax) is 470.0 cedis. Her educational background is secondary and the number of years that she has been in business is 9.0. 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 2000 cedis.
488,1,2000,2000,0,20.0,4000,600.0,5.0,1,26,2200,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 20.0, assets val is 4000, dec profit is 600.0, xperience is 5.0, educatn is 1, age is 26, collateral is 2200, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 20.0
 - assets val : 4000
 - dec profit : 600.0
 - xperience : 5.0
 - educatn : 1
 - age : 26
 - collateral : 2200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 20.0. The assets val is 4000. The dec profit is 600.0. The xperience is 5.0. The educatn is 1. The age is 26. The collateral is 2200. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>20.0</td>
      <td>4000</td>
      <td>600.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>26</td>
      <td>2200</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 20.000000 & 4000 & 600.000000 & 5.000000 & 1 & 26 & 2200 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 2000, 'assets val': 4000, 'collateral': 2200, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 26-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 2200 cedis.
489,0,9000,9000,0,30.0,12000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 12000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 12000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>12000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 12000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 12000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
490,1,1000,1000,0,30.0,2500,800.0,3.0,2,30,2000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2500, dec profit is 800.0, xperience is 3.0, educatn is 2, age is 30, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 800.0
 - xperience : 3.0
 - educatn : 2
 - age : 30
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2500. The dec profit is 800.0. The xperience is 3.0. The educatn is 2. The age is 30. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>2500</td>
      <td>800.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>30</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 2500 & 800.000000 & 3.000000 & 2 & 30 & 2000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 1000, 'assets val': 2500, 'collateral': 2000, 'dec profit': 800.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 30-year-old male is applying for a loan of 1000 cedis. The applicant works in manufacturing 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 2500 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
491,0,9000,9000,0,60.0,1500,450.0,2.0,2,39,5000,0,0,0,0,3,0,Yes,"sex is 0, amnt req is 9000, maturity is 60.0, assets val is 1500, dec profit is 450.0, xperience is 2.0, educatn is 2, age is 39, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 1500
 - dec profit : 450.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 60.0. The assets val is 1500. The dec profit is 450.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>9000</td>
      <td>60.0</td>
      <td>1500</td>
      <td>450.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 9000 & 60.000000 & 1500 & 450.000000 & 2.000000 & 2 & 39 & 5000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 9000, 'assets val': 1500, 'collateral': 5000, 'dec profit': 450.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 39-year-old female is applying for a loan of 9000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 1500 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is secondary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 5000 cedis.
492,0,9000,8000,1,36.0,9000,700.0,3.0,3,55,9000,1,0,1,1,3,0,No,"sex is 0, amnt req is 9000, maturity is 36.0, assets val is 9000, dec profit is 700.0, xperience is 3.0, educatn is 3, age is 55, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 36.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 3
 - age : 55
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 36.0. The assets val is 9000. The dec profit is 700.0. The xperience is 3.0. The educatn is 3. The age is 55. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>9000</td>
      <td>36.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>55</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 9000 & 36.000000 & 9000 & 700.000000 & 3.000000 & 3 & 55 & 9000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 9000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 55-year-old female is applying for a loan of 9000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 9000 cedis.
493,0,5000,5000,0,30.0,8000,2000.0,7.0,1,37,1000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 8000, dec profit is 2000.0, xperience is 7.0, educatn is 1, age is 37, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 2000.0
 - xperience : 7.0
 - educatn : 1
 - age : 37
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 8000. The dec profit is 2000.0. The xperience is 7.0. The educatn is 1. The age is 37. The collateral is 1000. 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>5000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>2000.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>37</td>
      <td>1000</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 & 5000 & 30.000000 & 8000 & 2000.000000 & 7.000000 & 1 & 37 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 5000, 'assets val': 8000, 'collateral': 1000, 'dec profit': 2000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 37-year-old female is applying for a loan of 5000 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 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 2000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. 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 1000 cedis.
494,1,500,500,0,60.0,5400,500.0,6.0,3,42,3200,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 5400, dec profit is 500.0, xperience is 6.0, educatn is 3, age is 42, collateral is 3200, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 5400
 - dec profit : 500.0
 - xperience : 6.0
 - educatn : 3
 - age : 42
 - collateral : 3200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 5400. The dec profit is 500.0. The xperience is 6.0. The educatn is 3. The age is 42. The collateral is 3200. 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>1</td>
      <td>500</td>
      <td>60.0</td>
      <td>5400</td>
      <td>500.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>42</td>
      <td>3200</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 & 1 & 500 & 60.000000 & 5400 & 500.000000 & 6.000000 & 3 & 42 & 3200 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 500, 'assets val': 5400, 'collateral': 3200, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 42-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture 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 5400 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3200 cedis.
495,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
496,0,5000,3000,1,30.0,12000,1500.0,20.0,2,53,5000,0,0,1,0,3,0,No,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 12000, dec profit is 1500.0, xperience is 20.0, educatn is 2, age is 53, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 1500.0
 - xperience : 20.0
 - educatn : 2
 - age : 53
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 12000. The dec profit is 1500.0. The xperience is 20.0. The educatn is 2. The age is 53. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>12000</td>
      <td>1500.0</td>
      <td>20.0</td>
      <td>2</td>
      <td>53</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 12000 & 1500.000000 & 20.000000 & 2 & 53 & 5000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 5000, 'assets val': 12000, 'collateral': 5000, 'dec profit': 1500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 20.0}",A 53-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 1500.0 cedis. Her educational background is secondary and the number of years that she has been in business is 20.0. 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 5000 cedis.
497,0,9000,6000,1,30.0,8000,800.0,2.0,4,33,8000,0,0,1,0,4,1,No,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 8000, dec profit is 800.0, xperience is 2.0, educatn is 4, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 4
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 8000. The dec profit is 800.0. The xperience is 2.0. The educatn is 4. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 4. 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>8000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>4</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>4</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 & 8000 & 800.000000 & 2.000000 & 4 & 33 & 8000 & 0 & 0 & 1 & 0 & 4 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 9000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 800.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 33-year-old female is applying for a loan of 9000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
498,0,6000,6000,0,30.0,10000,900.0,20.0,2,53,7000,0,0,1,0,3,0,Yes,"sex is 0, amnt req is 6000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 20.0, educatn is 2, age is 53, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 20.0
 - educatn : 2
 - age : 53
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 6000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 20.0. The educatn is 2. The age is 53. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>6000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>900.0</td>
      <td>20.0</td>
      <td>2</td>
      <td>53</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 6000 & 30.000000 & 10000 & 900.000000 & 20.000000 & 2 & 53 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 6000, 'assets val': 10000, 'collateral': 7000, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 20.0}",A 53-year-old female is applying for a loan of 6000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is secondary and the number of years that she has been in business is 20.0. 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 7000 cedis.
499,1,300,300,0,60.0,3200,400.0,2.0,1,27,1700,0,0,1,0,4,0,Yes,"sex is 1, amnt req is 300, maturity is 60.0, assets val is 3200, dec profit is 400.0, xperience is 2.0, educatn is 1, age is 27, collateral is 1700, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 60.0
 - assets val : 3200
 - dec profit : 400.0
 - xperience : 2.0
 - educatn : 1
 - age : 27
 - collateral : 1700
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 60.0. The assets val is 3200. The dec profit is 400.0. The xperience is 2.0. The educatn is 1. The age is 27. The collateral is 1700. The locatn is 0. The guarantor is 0. 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>300</td>
      <td>60.0</td>
      <td>3200</td>
      <td>400.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>27</td>
      <td>1700</td>
      <td>0</td>
      <td>0</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 & 300 & 60.000000 & 3200 & 400.000000 & 2.000000 & 1 & 27 & 1700 & 0 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 300, 'assets val': 3200, 'collateral': 1700, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 27-year-old male is applying for a loan of 300 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 60.0 years. His assets value is 3200 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1700 cedis.
500,1,1200,1200,0,36.0,7000,700.0,5.0,1,37,5000,1,0,0,1,5,0,Yes,"sex is 1, amnt req is 1200, maturity is 36.0, assets val is 7000, dec profit is 700.0, xperience is 5.0, educatn is 1, age is 37, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 1200
 - maturity : 36.0
 - assets val : 7000
 - dec profit : 700.0
 - xperience : 5.0
 - educatn : 1
 - age : 37
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1200. The maturity is 36.0. The assets val is 7000. The dec profit is 700.0. The xperience is 5.0. The educatn is 1. The age is 37. The collateral is 5000. The locatn is 1. 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>1200</td>
      <td>36.0</td>
      <td>7000</td>
      <td>700.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>37</td>
      <td>5000</td>
      <td>1</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 & 1200 & 36.000000 & 7000 & 700.000000 & 5.000000 & 1 & 37 & 5000 & 1 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 1200, 'assets val': 7000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 37-year-old male is applying for a loan of 1200 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 36.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 5000 cedis.
501,0,1000,1000,0,30.0,2500,500.0,18.0,1,45,6300,0,0,0,1,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2500, dec profit is 500.0, xperience is 18.0, educatn is 1, age is 45, collateral is 6300, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 500.0
 - xperience : 18.0
 - educatn : 1
 - age : 45
 - collateral : 6300
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2500. The dec profit is 500.0. The xperience is 18.0. The educatn is 1. The age is 45. The collateral is 6300. 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>0</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2500</td>
      <td>500.0</td>
      <td>18.0</td>
      <td>1</td>
      <td>45</td>
      <td>6300</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 & 0 & 1000 & 30.000000 & 2500 & 500.000000 & 18.000000 & 1 & 45 & 6300 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 1000, 'assets val': 2500, 'collateral': 6300, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 18.0}",A 45-year-old female is applying for a loan of 1000 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 2500 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 18.0. She did not provide any guarantor and this is not 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 6300 cedis.
502,0,3000,3000,0,30.0,17000,4300.0,4.0,1,43,9000,0,1,0,1,3,1,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 17000, dec profit is 4300.0, xperience is 4.0, educatn is 1, age is 43, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 17000
 - dec profit : 4300.0
 - xperience : 4.0
 - educatn : 1
 - age : 43
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 17000. The dec profit is 4300.0. The xperience is 4.0. The educatn is 1. The age is 43. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>3000</td>
      <td>30.0</td>
      <td>17000</td>
      <td>4300.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>43</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 3000 & 30.000000 & 17000 & 4300.000000 & 4.000000 & 1 & 43 & 9000 & 0 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 43, 'amnt req': 3000, 'assets val': 17000, 'collateral': 9000, 'dec profit': 4300.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 43-year-old female is applying for a loan of 3000 cedis. The applicant works in manufacturing 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 17000 cedis and her declared profits (after tax) is 4300.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
503,1,1400,1400,0,60.0,7000,185.0,4.0,2,29,2000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1400, maturity is 60.0, assets val is 7000, dec profit is 185.0, xperience is 4.0, educatn is 2, age is 29, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1400
 - maturity : 60.0
 - assets val : 7000
 - dec profit : 185.0
 - xperience : 4.0
 - educatn : 2
 - age : 29
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1400. The maturity is 60.0. The assets val is 7000. The dec profit is 185.0. The xperience is 4.0. The educatn is 2. The age is 29. The collateral is 2000. 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>1</td>
      <td>1400</td>
      <td>60.0</td>
      <td>7000</td>
      <td>185.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>29</td>
      <td>2000</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 & 1 & 1400 & 60.000000 & 7000 & 185.000000 & 4.000000 & 2 & 29 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 1400, 'assets val': 7000, 'collateral': 2000, 'dec profit': 185.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 29-year-old male is applying for a loan of 1400 cedis. The applicant works in commerce 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 7000 cedis and his declared profits (after tax) is 185.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
504,1,8000,8000,0,36.0,2800,300.0,11.0,2,49,9000,1,0,1,0,2,0,Yes,"sex is 1, amnt req is 8000, maturity is 36.0, assets val is 2800, dec profit is 300.0, xperience is 11.0, educatn is 2, age is 49, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 36.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 11.0
 - educatn : 2
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 36.0. The assets val is 2800. The dec profit is 300.0. The xperience is 11.0. The educatn is 2. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>8000</td>
      <td>36.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>11.0</td>
      <td>2</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 8000 & 36.000000 & 2800 & 300.000000 & 11.000000 & 2 & 49 & 9000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 2800, 'collateral': 9000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 11.0}",A 49-year-old male is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 11.0. He did not provide any 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.
505,1,8000,8000,0,60.0,4000,450.0,3.0,3,43,7000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 4000, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 4000. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 4000 & 450.000000 & 3.000000 & 3 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 8000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 8000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
506,1,1000,1000,0,60.0,3000,500.0,3.0,1,50,3000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 60.0, assets val is 3000, dec profit is 500.0, xperience is 3.0, educatn is 1, age is 50, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 500.0
 - xperience : 3.0
 - educatn : 1
 - age : 50
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 60.0. The assets val is 3000. The dec profit is 500.0. The xperience is 3.0. The educatn is 1. The age is 50. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>60.0</td>
      <td>3000</td>
      <td>500.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>50</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 60.000000 & 3000 & 500.000000 & 3.000000 & 1 & 50 & 3000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 1000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 50-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 3000 cedis.
507,0,9000,9000,0,,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is None, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : None
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is None. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>None</td>
      <td>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>1</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 9000 & None & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': None, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 None years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
508,0,3000,3000,0,30.0,6500,900.0,6.0,3,33,2000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 6500, dec profit is 900.0, xperience is 6.0, educatn is 3, age is 33, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6500
 - dec profit : 900.0
 - xperience : 6.0
 - educatn : 3
 - age : 33
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 6500. The dec profit is 900.0. The xperience is 6.0. The educatn is 3. The age is 33. 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>0</td>
      <td>3000</td>
      <td>30.0</td>
      <td>6500</td>
      <td>900.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>33</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 & 0 & 3000 & 30.000000 & 6500 & 900.000000 & 6.000000 & 3 & 33 & 2000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 3000, 'assets val': 6500, 'collateral': 2000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 33-year-old female is applying for a loan of 3000 cedis. The applicant works in service 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 6500 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 6.0. She did not provide any guarantor and this is not 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.
509,1,700,500,1,60.0,800,185.0,2.0,1,26,450,1,0,1,0,1,0,No,"sex is 1, amnt req is 700, maturity is 60.0, assets val is 800, dec profit is 185.0, xperience is 2.0, educatn is 1, age is 26, collateral is 450, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 60.0
 - assets val : 800
 - dec profit : 185.0
 - xperience : 2.0
 - educatn : 1
 - age : 26
 - collateral : 450
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 60.0. The assets val is 800. The dec profit is 185.0. The xperience is 2.0. The educatn is 1. The age is 26. The collateral is 450. 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>1</td>
      <td>700</td>
      <td>60.0</td>
      <td>800</td>
      <td>185.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>26</td>
      <td>450</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 & 1 & 700 & 60.000000 & 800 & 185.000000 & 2.000000 & 1 & 26 & 450 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 700, 'assets val': 800, 'collateral': 450, 'dec profit': 185.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 26-year-old male is applying for a loan of 700 cedis. The applicant works in commerce 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 800 cedis and his declared profits (after tax) is 185.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 450 cedis.
510,0,7000,7000,0,60.0,20000,3000.0,4.0,1,53,8000,0,1,1,0,3,1,Yes,"sex is 0, amnt req is 7000, maturity is 60.0, assets val is 20000, dec profit is 3000.0, xperience is 4.0, educatn is 1, age is 53, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 20000
 - dec profit : 3000.0
 - xperience : 4.0
 - educatn : 1
 - age : 53
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 7000. The maturity is 60.0. The assets val is 20000. The dec profit is 3000.0. The xperience is 4.0. The educatn is 1. The age is 53. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>7000</td>
      <td>60.0</td>
      <td>20000</td>
      <td>3000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>53</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 7000 & 60.000000 & 20000 & 3000.000000 & 4.000000 & 1 & 53 & 8000 & 0 & 1 & 1 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 53, 'amnt req': 7000, 'assets val': 20000, 'collateral': 8000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 53-year-old female is applying for a loan of 7000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 20000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
511,0,35000,30000,1,36.0,15000,3000.0,10.0,1,35,15000,1,0,0,0,1,0,No,"sex is 0, amnt req is 35000, maturity is 36.0, assets val is 15000, dec profit is 3000.0, xperience is 10.0, educatn is 1, age is 35, collateral is 15000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 35000
 - maturity : 36.0
 - assets val : 15000
 - dec profit : 3000.0
 - xperience : 10.0
 - educatn : 1
 - age : 35
 - collateral : 15000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 35000. The maturity is 36.0. The assets val is 15000. The dec profit is 3000.0. The xperience is 10.0. The educatn is 1. The age is 35. The collateral is 15000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>35000</td>
      <td>36.0</td>
      <td>15000</td>
      <td>3000.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>35</td>
      <td>15000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 35000 & 36.000000 & 15000 & 3000.000000 & 10.000000 & 1 & 35 & 15000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 35000, 'assets val': 15000, 'collateral': 15000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 10.0}",A 35-year-old female is applying for a loan of 35000 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 15000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 10.0. She did not provide any guarantor and this is not 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 15000 cedis.
512,1,4000,4000,0,30.0,3250,400.0,9.0,2,44,5000,0,1,0,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 3250, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 44, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 3250
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 44
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 3250. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 44. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>3250</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>44</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 4000 & 30.000000 & 3250 & 400.000000 & 9.000000 & 2 & 44 & 5000 & 0 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 3250, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 44-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 3250 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. He provided a 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 5000 cedis.
513,0,6000,5000,1,30.0,8000,250.0,6.0,2,43,7000,0,0,0,0,3,0,No,"sex is 0, amnt req is 6000, maturity is 30.0, assets val is 8000, dec profit is 250.0, xperience is 6.0, educatn is 2, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 250.0
 - xperience : 6.0
 - educatn : 2
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 6000. The maturity is 30.0. The assets val is 8000. The dec profit is 250.0. The xperience is 6.0. The educatn is 2. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>6000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>250.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 6000 & 30.000000 & 8000 & 250.000000 & 6.000000 & 2 & 43 & 7000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 6000, 'assets val': 8000, 'collateral': 7000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 43-year-old female is applying for a loan of 6000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is secondary and the number of years that she has been in business is 6.0. She did not provide any guarantor and this is not 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 7000 cedis.
514,1,9000,6000,1,60.0,9000,1200.0,8.0,3,40,7000,1,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 8.0, educatn is 3, age is 40, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 9000 & 60.000000 & 9000 & 1200.000000 & 8.000000 & 3 & 40 & 7000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 9000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He provided a 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 7000 cedis.
515,1,3000,3000,0,30.0,4700,500.0,4.0,1,32,4000,1,0,0,1,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 4700, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 32, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4700
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 32
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 4700. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 32. The collateral is 4000. The locatn is 1. 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>3000</td>
      <td>30.0</td>
      <td>4700</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>32</td>
      <td>4000</td>
      <td>1</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 & 3000 & 30.000000 & 4700 & 500.000000 & 4.000000 & 1 & 32 & 4000 & 1 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 4700, 'collateral': 4000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 32-year-old male is applying for a loan of 3000 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 4700 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 4000 cedis.
516,1,1000,1000,0,30.0,2000,800.0,2.0,1,50,2000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2000, dec profit is 800.0, xperience is 2.0, educatn is 1, age is 50, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 1
 - age : 50
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2000. The dec profit is 800.0. The xperience is 2.0. The educatn is 1. The age is 50. The collateral is 2000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>50</td>
      <td>2000</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 & 1 & 1000 & 30.000000 & 2000 & 800.000000 & 2.000000 & 1 & 50 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 1000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 50-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
517,1,600,600,0,30.0,1200,190.0,2.0,3,48,1000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 600, maturity is 30.0, assets val is 1200, dec profit is 190.0, xperience is 2.0, educatn is 3, age is 48, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 30.0
 - assets val : 1200
 - dec profit : 190.0
 - xperience : 2.0
 - educatn : 3
 - age : 48
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 30.0. The assets val is 1200. The dec profit is 190.0. The xperience is 2.0. The educatn is 3. The age is 48. The collateral is 1000. 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>1</td>
      <td>600</td>
      <td>30.0</td>
      <td>1200</td>
      <td>190.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>48</td>
      <td>1000</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 & 1 & 600 & 30.000000 & 1200 & 190.000000 & 2.000000 & 3 & 48 & 1000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 600, 'assets val': 1200, 'collateral': 1000, 'dec profit': 190.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 48-year-old male is applying for a loan of 600 cedis. The applicant works in agriculture 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 1200 cedis and his declared profits (after tax) is 190.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
518,0,9000,6000,1,60.0,8000,800.0,2.0,4,33,8000,0,0,0,0,4,1,No,"sex is 0, amnt req is 9000, maturity is 60.0, assets val is 8000, dec profit is 800.0, xperience is 2.0, educatn is 4, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 4
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 60.0. The assets val is 8000. The dec profit is 800.0. The xperience is 2.0. The educatn is 4. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 4. 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>60.0</td>
      <td>8000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>4</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</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 & 60.000000 & 8000 & 800.000000 & 2.000000 & 4 & 33 & 8000 & 0 & 0 & 0 & 0 & 4 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 9000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 800.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 33-year-old female is applying for a loan of 9000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
519,1,2500,2500,0,60.0,10000,1200.0,8.0,1,39,3000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 10000, dec profit is 1200.0, xperience is 8.0, educatn is 1, age is 39, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 1
 - age : 39
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 10000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 1. The age is 39. The collateral is 3000. 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>1</td>
      <td>2500</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>39</td>
      <td>3000</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 & 1 & 2500 & 60.000000 & 10000 & 1200.000000 & 8.000000 & 1 & 39 & 3000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 2500, 'assets val': 10000, 'collateral': 3000, 'dec profit': 1200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 8.0}",A 39-year-old male is applying for a loan of 2500 cedis. The applicant works in commerce 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 10000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 8.0. He did not provide any 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 3000 cedis.
520,1,1500,1100,1,30.0,3000,264.0,4.0,2,59,1200,0,0,0,0,1,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 3000, dec profit is 264.0, xperience is 4.0, educatn is 2, age is 59, collateral is 1200, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 264.0
 - xperience : 4.0
 - educatn : 2
 - age : 59
 - collateral : 1200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 3000. The dec profit is 264.0. The xperience is 4.0. The educatn is 2. The age is 59. The collateral is 1200. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>3000</td>
      <td>264.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>59</td>
      <td>1200</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 3000 & 264.000000 & 4.000000 & 2 & 59 & 1200 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 59, 'amnt req': 1500, 'assets val': 3000, 'collateral': 1200, 'dec profit': 264.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 59-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 264.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. 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 1200 cedis.
521,0,5000,3000,1,60.0,7000,1000.0,2.0,3,36,3000,1,0,0,1,4,0,No,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 7000, dec profit is 1000.0, xperience is 2.0, educatn is 3, age is 36, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 7000
 - dec profit : 1000.0
 - xperience : 2.0
 - educatn : 3
 - age : 36
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 7000. The dec profit is 1000.0. The xperience is 2.0. The educatn is 3. The age is 36. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>60.0</td>
      <td>7000</td>
      <td>1000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>36</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 60.000000 & 7000 & 1000.000000 & 2.000000 & 3 & 36 & 3000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 5000, 'assets val': 7000, 'collateral': 3000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 36-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 60.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 3000 cedis.
522,1,5000,5000,0,30.0,1000,180.0,10.0,4,40,5000,0,0,1,1,3,1,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 10.0, educatn is 4, age is 40, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 10.0
 - educatn : 4
 - age : 40
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 10.0. The educatn is 4. The age is 40. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>10.0</td>
      <td>4</td>
      <td>40</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 30.000000 & 1000 & 180.000000 & 10.000000 & 4 & 40 & 5000 & 0 & 0 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 1000, 'collateral': 5000, 'dec profit': 180.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 10.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is illiterate and the number of years that he has been in business is 10.0. He did not provide any guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
523,1,1000,1000,0,30.0,1500,256.0,6.0,3,51,2000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 1500, dec profit is 256.0, xperience is 6.0, educatn is 3, age is 51, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 256.0
 - xperience : 6.0
 - educatn : 3
 - age : 51
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 1500. The dec profit is 256.0. The xperience is 6.0. The educatn is 3. The age is 51. The collateral is 2000. The locatn is 1. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>1500</td>
      <td>256.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>51</td>
      <td>2000</td>
      <td>1</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 & 1 & 1000 & 30.000000 & 1500 & 256.000000 & 6.000000 & 3 & 51 & 2000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 1000, 'assets val': 1500, 'collateral': 2000, 'dec profit': 256.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 51-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 1500 cedis and his declared profits (after tax) is 256.0 cedis. His educational background is primary and the number of years that he has been in business is 6.0. He did not provide any 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 2000 cedis.
524,1,4000,4000,0,30.0,10000,1100.0,3.0,1,44,1000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 10000, dec profit is 1100.0, xperience is 3.0, educatn is 1, age is 44, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 1100.0
 - xperience : 3.0
 - educatn : 1
 - age : 44
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 10000. The dec profit is 1100.0. The xperience is 3.0. The educatn is 1. The age is 44. The collateral is 1000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>1100.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>44</td>
      <td>1000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 4000 & 30.000000 & 10000 & 1100.000000 & 3.000000 & 1 & 44 & 1000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 10000, 'collateral': 1000, 'dec profit': 1100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 44-year-old male is applying for a loan of 4000 cedis. The applicant works in commerce 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 1100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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.
525,1,600,600,0,60.0,3900,400.0,5.0,2,32,2000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 3900, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 32, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 3900
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 32
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 3900. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 32. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>600</td>
      <td>60.0</td>
      <td>3900</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>32</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 600 & 60.000000 & 3900 & 400.000000 & 5.000000 & 2 & 32 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 600, 'assets val': 3900, 'collateral': 2000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 32-year-old male is applying for a loan of 600 cedis. The applicant works in commerce 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 3900 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. 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.
526,1,200,200,0,60.0,5000,360.0,1.0,1,25,5000,0,1,0,0,1,0,Yes,"sex is 1, amnt req is 200, maturity is 60.0, assets val is 5000, dec profit is 360.0, xperience is 1.0, educatn is 1, age is 25, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 200
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 360.0
 - xperience : 1.0
 - educatn : 1
 - age : 25
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 200. The maturity is 60.0. The assets val is 5000. The dec profit is 360.0. The xperience is 1.0. The educatn is 1. The age is 25. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>200</td>
      <td>60.0</td>
      <td>5000</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>25</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 200 & 60.000000 & 5000 & 360.000000 & 1.000000 & 1 & 25 & 5000 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 200, 'assets val': 5000, 'collateral': 5000, 'dec profit': 360.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 25-year-old male is applying for a loan of 200 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 360.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He provided a 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 5000 cedis.
527,1,1000,1000,0,30.0,5000,600.0,6.0,3,60,6000,1,1,0,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 5000, dec profit is 600.0, xperience is 6.0, educatn is 3, age is 60, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 600.0
 - xperience : 6.0
 - educatn : 3
 - age : 60
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 5000. The dec profit is 600.0. The xperience is 6.0. The educatn is 3. The age is 60. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>600.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>60</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 1000 & 30.000000 & 5000 & 600.000000 & 6.000000 & 3 & 60 & 6000 & 1 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 60, 'amnt req': 1000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 600.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 60-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is primary and the number of years that he has been in business is 6.0. He provided a 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 6000 cedis.
528,1,500,500,0,60.0,3000,600.0,5.0,3,30,3000,1,1,1,1,1,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 3000, dec profit is 600.0, xperience is 5.0, educatn is 3, age is 30, collateral is 3000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 600.0
 - xperience : 5.0
 - educatn : 3
 - age : 30
 - collateral : 3000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 3000. The dec profit is 600.0. The xperience is 5.0. The educatn is 3. The age is 30. The collateral is 3000. The locatn is 1. The guarantor is 1. The relatnshp is 1. 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>500</td>
      <td>60.0</td>
      <td>3000</td>
      <td>600.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>30</td>
      <td>3000</td>
      <td>1</td>
      <td>1</td>
      <td>1</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 & 500 & 60.000000 & 3000 & 600.000000 & 5.000000 & 3 & 30 & 3000 & 1 & 1 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 500, 'assets val': 3000, 'collateral': 3000, 'dec profit': 600.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 500 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 60.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. 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 3000 cedis.
529,1,8000,8000,0,60.0,4000,450.0,3.0,3,43,7000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 4000, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 4000. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 4000 & 450.000000 & 3.000000 & 3 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 8000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 8000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
530,1,5000,3000,1,30.0,5000,1400.0,1.0,1,40,4000,1,0,1,0,1,0,No,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 5000, dec profit is 1400.0, xperience is 1.0, educatn is 1, age is 40, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 1400.0
 - xperience : 1.0
 - educatn : 1
 - age : 40
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 5000. The dec profit is 1400.0. The xperience is 1.0. The educatn is 1. The age is 40. The collateral is 4000. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>1400.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>40</td>
      <td>4000</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 & 1 & 5000 & 30.000000 & 5000 & 1400.000000 & 1.000000 & 1 & 40 & 4000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 5000, 'collateral': 4000, 'dec profit': 1400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 1400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 4000 cedis.
531,0,500,500,0,36.0,3100,700.0,1.0,2,34,3000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 500, maturity is 36.0, assets val is 3100, dec profit is 700.0, xperience is 1.0, educatn is 2, age is 34, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 36.0
 - assets val : 3100
 - dec profit : 700.0
 - xperience : 1.0
 - educatn : 2
 - age : 34
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 36.0. The assets val is 3100. The dec profit is 700.0. The xperience is 1.0. The educatn is 2. The age is 34. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>500</td>
      <td>36.0</td>
      <td>3100</td>
      <td>700.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>34</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 500 & 36.000000 & 3100 & 700.000000 & 1.000000 & 2 & 34 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 500, 'assets val': 3100, 'collateral': 3000, 'dec profit': 700.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 34-year-old female is applying for a loan of 500 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 3100 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is secondary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 3000 cedis.
532,1,600,600,0,24.0,2000,300.0,5.0,1,26,10000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 600, maturity is 24.0, assets val is 2000, dec profit is 300.0, xperience is 5.0, educatn is 1, age is 26, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 24.0
 - assets val : 2000
 - dec profit : 300.0
 - xperience : 5.0
 - educatn : 1
 - age : 26
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 24.0. The assets val is 2000. The dec profit is 300.0. The xperience is 5.0. The educatn is 1. The age is 26. The collateral is 10000. 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>1</td>
      <td>600</td>
      <td>24.0</td>
      <td>2000</td>
      <td>300.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>26</td>
      <td>10000</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 & 1 & 600 & 24.000000 & 2000 & 300.000000 & 5.000000 & 1 & 26 & 10000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 600, 'assets val': 2000, 'collateral': 10000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 26-year-old male is applying for a loan of 600 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
533,1,8000,7000,1,60.0,10000,700.0,2.0,3,33,8000,1,0,0,1,4,0,No,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 10000, dec profit is 700.0, xperience is 2.0, educatn is 3, age is 33, collateral is 8000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 700.0
 - xperience : 2.0
 - educatn : 3
 - age : 33
 - collateral : 8000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 10000. The dec profit is 700.0. The xperience is 2.0. The educatn is 3. The age is 33. The collateral is 8000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>8000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>700.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>33</td>
      <td>8000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 8000 & 60.000000 & 10000 & 700.000000 & 2.000000 & 3 & 33 & 8000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 8000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 33-year-old male is applying for a loan of 8000 cedis. The applicant works in agriculture 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 10000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 8000 cedis.
534,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,9000,1,0,1,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 1 & 0 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any 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.
535,1,15000,10000,1,30.0,3600,250.0,1.0,2,40,9000,0,1,0,0,5,0,No,"sex is 1, amnt req is 15000, maturity is 30.0, assets val is 3600, dec profit is 250.0, xperience is 1.0, educatn is 2, age is 40, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 15000
 - maturity : 30.0
 - assets val : 3600
 - dec profit : 250.0
 - xperience : 1.0
 - educatn : 2
 - age : 40
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 15000. The maturity is 30.0. The assets val is 3600. The dec profit is 250.0. The xperience is 1.0. The educatn is 2. The age is 40. The collateral is 9000. The locatn is 0. The guarantor is 1. 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>15000</td>
      <td>30.0</td>
      <td>3600</td>
      <td>250.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>40</td>
      <td>9000</td>
      <td>0</td>
      <td>1</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 & 15000 & 30.000000 & 3600 & 250.000000 & 1.000000 & 2 & 40 & 9000 & 0 & 1 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 15000, 'assets val': 3600, 'collateral': 9000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 1.0}",A 40-year-old male is applying for a loan of 15000 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 30.0 years. His assets value is 3600 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He provided a 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 9000 cedis.
536,1,6000,6000,0,,9500,900.0,7.0,2,28,9000,1,1,1,1,3,0,Yes,"sex is 1, amnt req is 6000, maturity is None, assets val is 9500, dec profit is 900.0, xperience is 7.0, educatn is 2, age is 28, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : None
 - assets val : 9500
 - dec profit : 900.0
 - xperience : 7.0
 - educatn : 2
 - age : 28
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is None. The assets val is 9500. The dec profit is 900.0. The xperience is 7.0. The educatn is 2. The age is 28. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>None</td>
      <td>9500</td>
      <td>900.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>28</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 6000 & None & 9500 & 900.000000 & 7.000000 & 2 & 28 & 9000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 6000, 'assets val': 9500, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': None, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 28-year-old male is applying for a loan of 6000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is None years. His assets value is 9500 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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.
537,1,1200,1200,0,30.0,2400,288.0,2.0,1,29,1500,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 1200, maturity is 30.0, assets val is 2400, dec profit is 288.0, xperience is 2.0, educatn is 1, age is 29, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1200
 - maturity : 30.0
 - assets val : 2400
 - dec profit : 288.0
 - xperience : 2.0
 - educatn : 1
 - age : 29
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1200. The maturity is 30.0. The assets val is 2400. The dec profit is 288.0. The xperience is 2.0. The educatn is 1. The age is 29. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1200</td>
      <td>30.0</td>
      <td>2400</td>
      <td>288.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>29</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1200 & 30.000000 & 2400 & 288.000000 & 2.000000 & 1 & 29 & 1500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 1200, 'assets val': 2400, 'collateral': 1500, 'dec profit': 288.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 29-year-old male is applying for a loan of 1200 cedis. The applicant works in commerce 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 2400 cedis and his declared profits (after tax) is 288.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 1500 cedis.
538,1,4000,4000,0,30.0,9000,900.0,4.0,1,45,1200,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 9000, dec profit is 900.0, xperience is 4.0, educatn is 1, age is 45, collateral is 1200, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 900.0
 - xperience : 4.0
 - educatn : 1
 - age : 45
 - collateral : 1200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 9000. The dec profit is 900.0. The xperience is 4.0. The educatn is 1. The age is 45. The collateral is 1200. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>900.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>45</td>
      <td>1200</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 & 1 & 4000 & 30.000000 & 9000 & 900.000000 & 4.000000 & 1 & 45 & 1200 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 4000, 'assets val': 9000, 'collateral': 1200, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 45-year-old male is applying for a loan of 4000 cedis. The applicant works in commerce 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 9000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1200 cedis.
539,0,4000,4000,0,30.0,9000,867.0,5.0,1,27,4500,1,1,1,1,1,0,Yes,"sex is 0, amnt req is 4000, maturity is 30.0, assets val is 9000, dec profit is 867.0, xperience is 5.0, educatn is 1, age is 27, collateral is 4500, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 867.0
 - xperience : 5.0
 - educatn : 1
 - age : 27
 - collateral : 4500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 4000. The maturity is 30.0. The assets val is 9000. The dec profit is 867.0. The xperience is 5.0. The educatn is 1. The age is 27. The collateral is 4500. The locatn is 1. The guarantor is 1. The relatnshp is 1. 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>0</td>
      <td>4000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>867.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>27</td>
      <td>4500</td>
      <td>1</td>
      <td>1</td>
      <td>1</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 & 0 & 4000 & 30.000000 & 9000 & 867.000000 & 5.000000 & 1 & 27 & 4500 & 1 & 1 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 4000, 'assets val': 9000, 'collateral': 4500, 'dec profit': 867.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 27-year-old female is applying for a loan of 4000 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 9000 cedis and her declared profits (after tax) is 867.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. She provided a 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 4500 cedis.
540,0,5000,5000,0,30.0,12000,1500.0,8.0,1,40,1200,1,0,1,1,5,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 12000, dec profit is 1500.0, xperience is 8.0, educatn is 1, age is 40, collateral is 1200, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 1500.0
 - xperience : 8.0
 - educatn : 1
 - age : 40
 - collateral : 1200
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 12000. The dec profit is 1500.0. The xperience is 8.0. The educatn is 1. The age is 40. The collateral is 1200. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>12000</td>
      <td>1500.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>40</td>
      <td>1200</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 5000 & 30.000000 & 12000 & 1500.000000 & 8.000000 & 1 & 40 & 1200 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 12000, 'collateral': 1200, 'dec profit': 1500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 8.0}",A 40-year-old female is applying for a loan of 5000 cedis. The applicant works in service 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 12000 cedis and her declared profits (after tax) is 1500.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. 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 1200 cedis.
541,1,3000,3000,0,30.0,2610,156.0,6.0,1,32,5200,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 2610, dec profit is 156.0, xperience is 6.0, educatn is 1, age is 32, collateral is 5200, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 2610
 - dec profit : 156.0
 - xperience : 6.0
 - educatn : 1
 - age : 32
 - collateral : 5200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 2610. The dec profit is 156.0. The xperience is 6.0. The educatn is 1. The age is 32. The collateral is 5200. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>2610</td>
      <td>156.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>32</td>
      <td>5200</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 3000 & 30.000000 & 2610 & 156.000000 & 6.000000 & 1 & 32 & 5200 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 2610, 'collateral': 5200, 'dec profit': 156.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 32-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 2610 cedis and his declared profits (after tax) is 156.0 cedis. His educational background is tertiary 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 5200 cedis.
542,1,1400,1400,0,60.0,7000,320.0,3.0,2,29,2000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 1400, maturity is 60.0, assets val is 7000, dec profit is 320.0, xperience is 3.0, educatn is 2, age is 29, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1400
 - maturity : 60.0
 - assets val : 7000
 - dec profit : 320.0
 - xperience : 3.0
 - educatn : 2
 - age : 29
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1400. The maturity is 60.0. The assets val is 7000. The dec profit is 320.0. The xperience is 3.0. The educatn is 2. The age is 29. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1400</td>
      <td>60.0</td>
      <td>7000</td>
      <td>320.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>29</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1400 & 60.000000 & 7000 & 320.000000 & 3.000000 & 2 & 29 & 2000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 1400, 'assets val': 7000, 'collateral': 2000, 'dec profit': 320.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 29-year-old male is applying for a loan of 1400 cedis. The applicant works in commerce 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 7000 cedis and his declared profits (after tax) is 320.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. 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 2000 cedis.
543,0,1000,1000,0,20.0,2500,285.0,4.0,3,55,1510,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 1000, maturity is 20.0, assets val is 2500, dec profit is 285.0, xperience is 4.0, educatn is 3, age is 55, collateral is 1510, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 20.0
 - assets val : 2500
 - dec profit : 285.0
 - xperience : 4.0
 - educatn : 3
 - age : 55
 - collateral : 1510
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 20.0. The assets val is 2500. The dec profit is 285.0. The xperience is 4.0. The educatn is 3. The age is 55. The collateral is 1510. The locatn is 1. 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>1000</td>
      <td>20.0</td>
      <td>2500</td>
      <td>285.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>55</td>
      <td>1510</td>
      <td>1</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 & 1000 & 20.000000 & 2500 & 285.000000 & 4.000000 & 3 & 55 & 1510 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 1000, 'assets val': 2500, 'collateral': 1510, 'dec profit': 285.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 55-year-old female is applying for a loan of 1000 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 20.0 years. Her assets value is 2500 cedis and her declared profits (after tax) is 285.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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 1510 cedis.
544,1,1000,1000,0,30.0,10000,400.0,3.0,1,33,3000,0,1,1,0,5,1,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 10000, dec profit is 400.0, xperience is 3.0, educatn is 1, age is 33, collateral is 3000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 1","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 1
 - age : 33
 - collateral : 3000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 1",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 10000. The dec profit is 400.0. The xperience is 3.0. The educatn is 1. The age is 33. The collateral is 3000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 5. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>33</td>
      <td>3000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>5</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 & 1 & 1000 & 30.000000 & 10000 & 400.000000 & 3.000000 & 1 & 33 & 3000 & 0 & 1 & 1 & 0 & 5 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 1000, 'assets val': 10000, 'collateral': 3000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 33-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 30.0 years. His assets value is 10000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has 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.
545,0,50000,30000,1,36.0,10000,900.0,15.0,1,40,10000,0,0,0,0,2,0,No,"sex is 0, amnt req is 50000, maturity is 36.0, assets val is 10000, dec profit is 900.0, xperience is 15.0, educatn is 1, age is 40, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 50000
 - maturity : 36.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 15.0
 - educatn : 1
 - age : 40
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 50000. The maturity is 36.0. The assets val is 10000. The dec profit is 900.0. The xperience is 15.0. The educatn is 1. The age is 40. The collateral is 10000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>50000</td>
      <td>36.0</td>
      <td>10000</td>
      <td>900.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>40</td>
      <td>10000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 50000 & 36.000000 & 10000 & 900.000000 & 15.000000 & 1 & 40 & 10000 & 0 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 50000, 'assets val': 10000, 'collateral': 10000, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 15.0}",A 40-year-old female is applying for a loan of 50000 cedis. The applicant works in transport 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 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 15.0. She did not provide any guarantor and this is not 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 10000 cedis.
546,1,5000,5000,0,15.0,3500,570.0,2.0,2,30,2000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 15.0, assets val is 3500, dec profit is 570.0, xperience is 2.0, educatn is 2, age is 30, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 15.0
 - assets val : 3500
 - dec profit : 570.0
 - xperience : 2.0
 - educatn : 2
 - age : 30
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 15.0. The assets val is 3500. The dec profit is 570.0. The xperience is 2.0. The educatn is 2. The age is 30. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>15.0</td>
      <td>3500</td>
      <td>570.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>30</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 15.000000 & 3500 & 570.000000 & 2.000000 & 2 & 30 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 5000, 'assets val': 3500, 'collateral': 2000, 'dec profit': 570.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 30-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 3500 cedis and his declared profits (after tax) is 570.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. 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.
547,1,10000,7000,1,60.0,9000,600.0,4.0,4,49,9000,1,1,0,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 9000, dec profit is 600.0, xperience is 4.0, educatn is 4, age is 49, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 4
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 9000. The dec profit is 600.0. The xperience is 4.0. The educatn is 4. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>10000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>4</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 10000 & 60.000000 & 9000 & 600.000000 & 4.000000 & 4 & 49 & 9000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 10000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 600.0, 'educatn': 4, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 49-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is illiterate and the number of years that he has been in business is 4.0. He provided a 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 9000 cedis.
548,1,5000,5000,0,30.0,8000,2000.0,5.0,1,45,1500,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 8000, dec profit is 2000.0, xperience is 5.0, educatn is 1, age is 45, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 2000.0
 - xperience : 5.0
 - educatn : 1
 - age : 45
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 8000. The dec profit is 2000.0. The xperience is 5.0. The educatn is 1. The age is 45. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>2000.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>45</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 30.000000 & 8000 & 2000.000000 & 5.000000 & 1 & 45 & 1500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 5000, 'assets val': 8000, 'collateral': 1500, 'dec profit': 2000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 45-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 8000 cedis and his declared profits (after tax) is 2000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 1500 cedis.
549,1,500,500,0,24.0,1000,345.0,5.0,1,27,10000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 24.0, assets val is 1000, dec profit is 345.0, xperience is 5.0, educatn is 1, age is 27, collateral is 10000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 24.0
 - assets val : 1000
 - dec profit : 345.0
 - xperience : 5.0
 - educatn : 1
 - age : 27
 - collateral : 10000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 24.0. The assets val is 1000. The dec profit is 345.0. The xperience is 5.0. The educatn is 1. The age is 27. The collateral is 10000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>24.0</td>
      <td>1000</td>
      <td>345.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>27</td>
      <td>10000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 500 & 24.000000 & 1000 & 345.000000 & 5.000000 & 1 & 27 & 10000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 500, 'assets val': 1000, 'collateral': 10000, 'dec profit': 345.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 24.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 27-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 345.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 10000 cedis.
550,1,2600,2600,1,30.0,15000,162.0,5.0,1,40,2000,1,0,1,1,1,0,Yes,"sex is 1, amnt req is 2600, maturity is 30.0, assets val is 15000, dec profit is 162.0, xperience is 5.0, educatn is 1, age is 40, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2600
 - maturity : 30.0
 - assets val : 15000
 - dec profit : 162.0
 - xperience : 5.0
 - educatn : 1
 - age : 40
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2600. The maturity is 30.0. The assets val is 15000. The dec profit is 162.0. The xperience is 5.0. The educatn is 1. The age is 40. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>2600</td>
      <td>30.0</td>
      <td>15000</td>
      <td>162.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>40</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 2600 & 30.000000 & 15000 & 162.000000 & 5.000000 & 1 & 40 & 2000 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2600, 'assets val': 15000, 'collateral': 2000, 'dec profit': 162.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 40-year-old male is applying for a loan of 2600 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 15000 cedis and his declared profits (after tax) is 162.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 2000 cedis.
551,1,2000,2000,0,60.0,3000,780.0,2.0,3,38,3000,1,0,1,0,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 3000, dec profit is 780.0, xperience is 2.0, educatn is 3, age is 38, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 780.0
 - xperience : 2.0
 - educatn : 3
 - age : 38
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 3000. The dec profit is 780.0. The xperience is 2.0. The educatn is 3. The age is 38. The collateral is 3000. The locatn is 1. The guarantor is 0. 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>2000</td>
      <td>60.0</td>
      <td>3000</td>
      <td>780.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>38</td>
      <td>3000</td>
      <td>1</td>
      <td>0</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 & 2000 & 60.000000 & 3000 & 780.000000 & 2.000000 & 3 & 38 & 3000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 780.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 38-year-old male is applying for a loan of 2000 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 60.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 780.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. He did not provide any 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 3000 cedis.
552,0,3000,3000,0,36.0,6000,750.0,2.0,1,30,390,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 3000, maturity is 36.0, assets val is 6000, dec profit is 750.0, xperience is 2.0, educatn is 1, age is 30, collateral is 390, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 36.0
 - assets val : 6000
 - dec profit : 750.0
 - xperience : 2.0
 - educatn : 1
 - age : 30
 - collateral : 390
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 36.0. The assets val is 6000. The dec profit is 750.0. The xperience is 2.0. The educatn is 1. The age is 30. The collateral is 390. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>3000</td>
      <td>36.0</td>
      <td>6000</td>
      <td>750.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>30</td>
      <td>390</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 3000 & 36.000000 & 6000 & 750.000000 & 2.000000 & 1 & 30 & 390 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 3000, 'assets val': 6000, 'collateral': 390, 'dec profit': 750.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 30-year-old female is applying for a loan of 3000 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 6000 cedis and her declared profits (after tax) is 750.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 390 cedis.
553,1,300,300,0,30.0,2500,250.0,8.0,1,30,2000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 300, maturity is 30.0, assets val is 2500, dec profit is 250.0, xperience is 8.0, educatn is 1, age is 30, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 250.0
 - xperience : 8.0
 - educatn : 1
 - age : 30
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 30.0. The assets val is 2500. The dec profit is 250.0. The xperience is 8.0. The educatn is 1. The age is 30. The collateral is 2000. 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>1</td>
      <td>300</td>
      <td>30.0</td>
      <td>2500</td>
      <td>250.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>30</td>
      <td>2000</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 & 1 & 300 & 30.000000 & 2500 & 250.000000 & 8.000000 & 1 & 30 & 2000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 300, 'assets val': 2500, 'collateral': 2000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 8.0}",A 30-year-old male is applying for a loan of 300 cedis. The applicant works in commerce 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 2500 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 8.0. He did not provide any 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 2000 cedis.
554,0,9000,9000,0,30.0,5000,320.0,9.0,4,38,9000,1,1,1,1,1,1,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.
555,0,3000,3000,0,40.0,3500,450.0,3.0,1,48,4000,0,0,0,0,5,0,Yes,"sex is 0, amnt req is 3000, maturity is 40.0, assets val is 3500, dec profit is 450.0, xperience is 3.0, educatn is 1, age is 48, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 40.0
 - assets val : 3500
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 1
 - age : 48
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 40.0. The assets val is 3500. The dec profit is 450.0. The xperience is 3.0. The educatn is 1. The age is 48. The collateral is 4000. The locatn is 0. 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>0</td>
      <td>3000</td>
      <td>40.0</td>
      <td>3500</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>48</td>
      <td>4000</td>
      <td>0</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 & 0 & 3000 & 40.000000 & 3500 & 450.000000 & 3.000000 & 1 & 48 & 4000 & 0 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 3000, 'assets val': 3500, 'collateral': 4000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 40.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 48-year-old female is applying for a loan of 3000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 40.0 years. Her assets value is 3500 cedis and her declared profits (after tax) is 450.0 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 not 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 4000 cedis.
556,1,12000,10000,1,30.0,7000,6000.0,2.0,1,33,12000,0,1,0,0,4,0,No,"sex is 1, amnt req is 12000, maturity is 30.0, assets val is 7000, dec profit is 6000.0, xperience is 2.0, educatn is 1, age is 33, collateral is 12000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 6000.0
 - xperience : 2.0
 - educatn : 1
 - age : 33
 - collateral : 12000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 30.0. The assets val is 7000. The dec profit is 6000.0. The xperience is 2.0. The educatn is 1. The age is 33. The collateral is 12000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>7000</td>
      <td>6000.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>33</td>
      <td>12000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 7000 & 6000.000000 & 2.000000 & 1 & 33 & 12000 & 0 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 12000, 'assets val': 7000, 'collateral': 12000, 'dec profit': 6000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 33-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 7000 cedis and his declared profits (after tax) is 6000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He provided a 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 12000 cedis.
557,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
558,1,2000,1000,1,60.0,4000,800.0,1.0,1,34,4000,1,0,1,1,5,0,No,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 4000, dec profit is 800.0, xperience is 1.0, educatn is 1, age is 34, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 800.0
 - xperience : 1.0
 - educatn : 1
 - age : 34
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 4000. The dec profit is 800.0. The xperience is 1.0. The educatn is 1. The age is 34. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>4000</td>
      <td>800.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>34</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 4000 & 800.000000 & 1.000000 & 1 & 34 & 4000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 4000, 'collateral': 4000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 1.0}",A 34-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 4000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 4000 cedis.
559,0,2000,2000,0,30.0,4200,834.0,7.0,1,32,3000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 4200, dec profit is 834.0, xperience is 7.0, educatn is 1, age is 32, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 4200
 - dec profit : 834.0
 - xperience : 7.0
 - educatn : 1
 - age : 32
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 4200. The dec profit is 834.0. The xperience is 7.0. The educatn is 1. The age is 32. The collateral is 3000. 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>30.0</td>
      <td>4200</td>
      <td>834.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>32</td>
      <td>3000</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 & 30.000000 & 4200 & 834.000000 & 7.000000 & 1 & 32 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 4200, 'collateral': 3000, 'dec profit': 834.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 32-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 30.0 years. Her assets value is 4200 cedis and her declared profits (after tax) is 834.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. 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 3000 cedis.
560,0,9000,9000,0,30.0,5000,320.0,9.0,4,38,9000,1,1,1,1,1,1,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.
561,0,1000,1000,0,24.0,2500,285.0,4.0,3,55,1510,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 1000, maturity is 24.0, assets val is 2500, dec profit is 285.0, xperience is 4.0, educatn is 3, age is 55, collateral is 1510, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 24.0
 - assets val : 2500
 - dec profit : 285.0
 - xperience : 4.0
 - educatn : 3
 - age : 55
 - collateral : 1510
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - 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 285.0. The xperience is 4.0. The educatn is 3. The age is 55. The collateral is 1510. The locatn is 1. 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>1000</td>
      <td>24.0</td>
      <td>2500</td>
      <td>285.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>55</td>
      <td>1510</td>
      <td>1</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 & 1000 & 24.000000 & 2500 & 285.000000 & 4.000000 & 3 & 55 & 1510 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 1000, 'assets val': 2500, 'collateral': 1510, 'dec profit': 285.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 55-year-old female is applying for a loan of 1000 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 24.0 years. Her assets value is 2500 cedis and her declared profits (after tax) is 285.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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 1510 cedis.
562,0,8000,7000,1,36.0,5000,4000.0,2.0,3,39,9700,0,1,1,1,4,0,No,"sex is 0, amnt req is 8000, maturity is 36.0, assets val is 5000, dec profit is 4000.0, xperience is 2.0, educatn is 3, age is 39, collateral is 9700, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 36.0
 - assets val : 5000
 - dec profit : 4000.0
 - xperience : 2.0
 - educatn : 3
 - age : 39
 - collateral : 9700
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 36.0. The assets val is 5000. The dec profit is 4000.0. The xperience is 2.0. The educatn is 3. The age is 39. The collateral is 9700. The locatn is 0. The guarantor is 1. 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>8000</td>
      <td>36.0</td>
      <td>5000</td>
      <td>4000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>39</td>
      <td>9700</td>
      <td>0</td>
      <td>1</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 & 8000 & 36.000000 & 5000 & 4000.000000 & 2.000000 & 3 & 39 & 9700 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 8000, 'assets val': 5000, 'collateral': 9700, 'dec profit': 4000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 39-year-old female is applying for a loan of 8000 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 36.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 4000.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She provided a 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 9700 cedis.
563,0,5000,5000,0,30.0,8000,580.0,5.0,3,39,5000,0,0,1,0,4,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 8000, dec profit is 580.0, xperience is 5.0, educatn is 3, age is 39, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 580.0
 - xperience : 5.0
 - educatn : 3
 - age : 39
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 8000. The dec profit is 580.0. The xperience is 5.0. The educatn is 3. The age is 39. The collateral is 5000. The locatn is 0. The guarantor is 0. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>580.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>39</td>
      <td>5000</td>
      <td>0</td>
      <td>0</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 & 0 & 5000 & 30.000000 & 8000 & 580.000000 & 5.000000 & 3 & 39 & 5000 & 0 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 5000, 'assets val': 8000, 'collateral': 5000, 'dec profit': 580.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 39-year-old female is applying for a loan of 5000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 580.0 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 5000 cedis.
564,0,1000,1000,0,20.0,2000,250.0,2.0,1,28,2000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 20.0, assets val is 2000, dec profit is 250.0, xperience is 2.0, educatn is 1, age is 28, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 20.0
 - assets val : 2000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 1
 - age : 28
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 20.0. The assets val is 2000. The dec profit is 250.0. The xperience is 2.0. The educatn is 1. The age is 28. The collateral is 2000. 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>1000</td>
      <td>20.0</td>
      <td>2000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>28</td>
      <td>2000</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 & 1000 & 20.000000 & 2000 & 250.000000 & 2.000000 & 1 & 28 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 1000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 28-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 20.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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.
565,0,2500,1500,0,60.0,5120,552.0,4.0,1,40,1500,1,0,1,1,1,0,No,"sex is 0, amnt req is 2500, maturity is 60.0, assets val is 5120, dec profit is 552.0, xperience is 4.0, educatn is 1, age is 40, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 5120
 - dec profit : 552.0
 - xperience : 4.0
 - educatn : 1
 - age : 40
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 60.0. The assets val is 5120. The dec profit is 552.0. The xperience is 4.0. The educatn is 1. The age is 40. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>2500</td>
      <td>60.0</td>
      <td>5120</td>
      <td>552.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>40</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 2500 & 60.000000 & 5120 & 552.000000 & 4.000000 & 1 & 40 & 1500 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2500, 'assets val': 5120, 'collateral': 1500, 'dec profit': 552.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 40-year-old female is applying for a loan of 2500 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 60.0 years. Her assets value is 5120 cedis and her declared profits (after tax) is 552.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 1500 cedis.
566,0,20000,20000,0,36.0,14000,7000.0,7.0,3,49,9000,0,1,1,1,3,1,Yes,"sex is 0, amnt req is 20000, maturity is 36.0, assets val is 14000, dec profit is 7000.0, xperience is 7.0, educatn is 3, age is 49, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 20000
 - maturity : 36.0
 - assets val : 14000
 - dec profit : 7000.0
 - xperience : 7.0
 - educatn : 3
 - age : 49
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 20000. The maturity is 36.0. The assets val is 14000. The dec profit is 7000.0. The xperience is 7.0. The educatn is 3. The age is 49. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>20000</td>
      <td>36.0</td>
      <td>14000</td>
      <td>7000.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>49</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 20000 & 36.000000 & 14000 & 7000.000000 & 7.000000 & 3 & 49 & 9000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 49, 'amnt req': 20000, 'assets val': 14000, 'collateral': 9000, 'dec profit': 7000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 7.0}",A 49-year-old female is applying for a loan of 20000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 14000 cedis and her declared profits (after tax) is 7000.0 cedis. Her educational background is primary and the number of years that she has been in business is 7.0. 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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
567,1,800,800,0,36.0,1600,192.0,4.0,1,43,5000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 800, maturity is 36.0, assets val is 1600, dec profit is 192.0, xperience is 4.0, educatn is 1, age is 43, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 36.0
 - assets val : 1600
 - dec profit : 192.0
 - xperience : 4.0
 - educatn : 1
 - age : 43
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 36.0. The assets val is 1600. The dec profit is 192.0. The xperience is 4.0. The educatn is 1. The age is 43. The collateral is 5000. 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>1</td>
      <td>800</td>
      <td>36.0</td>
      <td>1600</td>
      <td>192.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>43</td>
      <td>5000</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 & 1 & 800 & 36.000000 & 1600 & 192.000000 & 4.000000 & 1 & 43 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 800, 'assets val': 1600, 'collateral': 5000, 'dec profit': 192.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 43-year-old male is applying for a loan of 800 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 1600 cedis and his declared profits (after tax) is 192.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
568,1,800,600,1,30.0,12000,900.0,4.0,1,44,4500,0,0,0,1,4,0,No,"sex is 1, amnt req is 800, maturity is 30.0, assets val is 12000, dec profit is 900.0, xperience is 4.0, educatn is 1, age is 44, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 900.0
 - xperience : 4.0
 - educatn : 1
 - age : 44
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 30.0. The assets val is 12000. The dec profit is 900.0. The xperience is 4.0. The educatn is 1. The age is 44. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>800</td>
      <td>30.0</td>
      <td>12000</td>
      <td>900.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>44</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 800 & 30.000000 & 12000 & 900.000000 & 4.000000 & 1 & 44 & 4500 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 800, 'assets val': 12000, 'collateral': 4500, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 44-year-old male is applying for a loan of 800 cedis. The applicant works in agriculture 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 12000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 4500 cedis.
569,0,7000,7000,1,60.0,10000,359.0,12.0,3,39,8000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 7000, maturity is 60.0, assets val is 10000, dec profit is 359.0, xperience is 12.0, educatn is 3, age is 39, collateral is 8000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 359.0
 - xperience : 12.0
 - educatn : 3
 - age : 39
 - collateral : 8000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 60.0. The assets val is 10000. The dec profit is 359.0. The xperience is 12.0. The educatn is 3. The age is 39. The collateral is 8000. The locatn is 1. 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>7000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>359.0</td>
      <td>12.0</td>
      <td>3</td>
      <td>39</td>
      <td>8000</td>
      <td>1</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 & 7000 & 60.000000 & 10000 & 359.000000 & 12.000000 & 3 & 39 & 8000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 7000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 359.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 12.0}",A 39-year-old female is applying for a loan of 7000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 359.0 cedis. Her educational background is primary and the number of years that she has been in business is 12.0. 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 8000 cedis.
570,1,2000,2000,0,36.0,5000,700.0,7.0,1,44,5000,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 36.0, assets val is 5000, dec profit is 700.0, xperience is 7.0, educatn is 1, age is 44, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 36.0
 - assets val : 5000
 - dec profit : 700.0
 - xperience : 7.0
 - educatn : 1
 - age : 44
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 36.0. The assets val is 5000. The dec profit is 700.0. The xperience is 7.0. The educatn is 1. The age is 44. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>36.0</td>
      <td>5000</td>
      <td>700.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>44</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 36.000000 & 5000 & 700.000000 & 7.000000 & 1 & 44 & 5000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 2000, 'assets val': 5000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 7.0}",A 44-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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 5000 cedis.
571,0,5000,3000,1,30.0,2000,1600.0,1.0,1,43,4000,0,0,1,0,1,0,No,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 2000, dec profit is 1600.0, xperience is 1.0, educatn is 1, age is 43, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 1600.0
 - xperience : 1.0
 - educatn : 1
 - age : 43
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 2000. The dec profit is 1600.0. The xperience is 1.0. The educatn is 1. The age is 43. The collateral is 4000. 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>5000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>1600.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>43</td>
      <td>4000</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 & 5000 & 30.000000 & 2000 & 1600.000000 & 1.000000 & 1 & 43 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 5000, 'assets val': 2000, 'collateral': 4000, 'dec profit': 1600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 43-year-old female is applying for a loan of 5000 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 30.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 1600.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. 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 4000 cedis.
572,0,7000,5500,1,30.0,7000,400.0,5.0,2,45,5000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. 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>7000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</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 & 7000 & 30.000000 & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 5000 cedis.
573,0,1000,1000,0,30.0,7000,600.0,9.0,3,29,600,0,1,0,0,5,1,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 7000, dec profit is 600.0, xperience is 9.0, educatn is 3, age is 29, collateral is 600, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 5, savings is 1","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 600.0
 - xperience : 9.0
 - educatn : 3
 - age : 29
 - collateral : 600
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 7000. The dec profit is 600.0. The xperience is 9.0. The educatn is 3. The age is 29. The collateral is 600. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 5. 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>1000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>600.0</td>
      <td>9.0</td>
      <td>3</td>
      <td>29</td>
      <td>600</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>5</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 & 1000 & 30.000000 & 7000 & 600.000000 & 9.000000 & 3 & 29 & 600 & 0 & 1 & 0 & 0 & 5 & 1 \\
\end{tabular}
","{'age': 29, 'amnt req': 1000, 'assets val': 7000, 'collateral': 600, 'dec profit': 600.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 9.0}",A 29-year-old female is applying for a loan of 1000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is primary and the number of years that she has been in business is 9.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 600 cedis.
574,0,500,500,0,36.0,2400,400.0,6.0,2,38,2000,1,0,0,0,1,0,Yes,"sex is 0, amnt req is 500, maturity is 36.0, assets val is 2400, dec profit is 400.0, xperience is 6.0, educatn is 2, age is 38, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 36.0
 - assets val : 2400
 - dec profit : 400.0
 - xperience : 6.0
 - educatn : 2
 - age : 38
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 36.0. The assets val is 2400. The dec profit is 400.0. The xperience is 6.0. The educatn is 2. The age is 38. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>500</td>
      <td>36.0</td>
      <td>2400</td>
      <td>400.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>38</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 500 & 36.000000 & 2400 & 400.000000 & 6.000000 & 2 & 38 & 2000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 500, 'assets val': 2400, 'collateral': 2000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 38-year-old female is applying for a loan of 500 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 2400 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 6.0. She did not provide any guarantor and this is not 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 2000 cedis.
575,0,2500,2500,0,60.0,6000,650.0,3.0,1,35,3000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 2500, maturity is 60.0, assets val is 6000, dec profit is 650.0, xperience is 3.0, educatn is 1, age is 35, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 650.0
 - xperience : 3.0
 - educatn : 1
 - age : 35
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 60.0. The assets val is 6000. The dec profit is 650.0. The xperience is 3.0. The educatn is 1. The age is 35. The collateral is 3000. 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>2500</td>
      <td>60.0</td>
      <td>6000</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>35</td>
      <td>3000</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 & 2500 & 60.000000 & 6000 & 650.000000 & 3.000000 & 1 & 35 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2500, 'assets val': 6000, 'collateral': 3000, 'dec profit': 650.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 2500 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 60.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 650.0 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 3000 cedis.
576,0,1000,1000,0,30.0,3000,500.0,6.0,3,37,4500,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 3000, dec profit is 500.0, xperience is 6.0, educatn is 3, age is 37, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 500.0
 - xperience : 6.0
 - educatn : 3
 - age : 37
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 3000. The dec profit is 500.0. The xperience is 6.0. The educatn is 3. The age is 37. The collateral is 4500. 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>0</td>
      <td>1000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>500.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>37</td>
      <td>4500</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 & 0 & 1000 & 30.000000 & 3000 & 500.000000 & 6.000000 & 3 & 37 & 4500 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 1000, 'assets val': 3000, 'collateral': 4500, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 37-year-old female is applying for a loan of 1000 cedis. The applicant works in service 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 3000 cedis and her declared profits (after tax) is 500.0 cedis. Her educational background is primary and the number of years that she has been in business is 6.0. She did not provide any guarantor and this is not 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 4500 cedis.
577,0,1500,1500,0,30.0,4460,885.0,12.0,1,26,1500,1,0,0,0,1,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 4460, dec profit is 885.0, xperience is 12.0, educatn is 1, age is 26, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 4460
 - dec profit : 885.0
 - xperience : 12.0
 - educatn : 1
 - age : 26
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 4460. The dec profit is 885.0. The xperience is 12.0. The educatn is 1. The age is 26. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1500</td>
      <td>30.0</td>
      <td>4460</td>
      <td>885.0</td>
      <td>12.0</td>
      <td>1</td>
      <td>26</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1500 & 30.000000 & 4460 & 885.000000 & 12.000000 & 1 & 26 & 1500 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 1500, 'assets val': 4460, 'collateral': 1500, 'dec profit': 885.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 12.0}",A 26-year-old female is applying for a loan of 1500 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 30.0 years. Her assets value is 4460 cedis and her declared profits (after tax) is 885.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 12.0. She did not provide any guarantor and this is not 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 1500 cedis.
578,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
579,0,3000,3000,0,36.0,5000,500.0,4.0,1,32,7000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 3000, maturity is 36.0, assets val is 5000, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 32, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 36.0
 - assets val : 5000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 32
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 36.0. The assets val is 5000. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 32. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>3000</td>
      <td>36.0</td>
      <td>5000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>32</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 3000 & 36.000000 & 5000 & 500.000000 & 4.000000 & 1 & 32 & 7000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 5000, 'collateral': 7000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 4.0}",A 32-year-old female is applying for a loan of 3000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 5000 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 4.0. 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 7000 cedis.
580,1,544,544,0,20.0,1800,108.0,5.0,2,32,1000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 544, maturity is 20.0, assets val is 1800, dec profit is 108.0, xperience is 5.0, educatn is 2, age is 32, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 544
 - maturity : 20.0
 - assets val : 1800
 - dec profit : 108.0
 - xperience : 5.0
 - educatn : 2
 - age : 32
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 544. The maturity is 20.0. The assets val is 1800. The dec profit is 108.0. The xperience is 5.0. The educatn is 2. The age is 32. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>544</td>
      <td>20.0</td>
      <td>1800</td>
      <td>108.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>32</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 544 & 20.000000 & 1800 & 108.000000 & 5.000000 & 2 & 32 & 1000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 544, 'assets val': 1800, 'collateral': 1000, 'dec profit': 108.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 32-year-old male is applying for a loan of 544 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1800 cedis and his declared profits (after tax) is 108.0 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. 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 1000 cedis.
581,1,900,900,0,15.0,1500,450.0,5.0,1,32,4500,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 900, maturity is 15.0, assets val is 1500, dec profit is 450.0, xperience is 5.0, educatn is 1, age is 32, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 900
 - maturity : 15.0
 - assets val : 1500
 - dec profit : 450.0
 - xperience : 5.0
 - educatn : 1
 - age : 32
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 900. The maturity is 15.0. The assets val is 1500. The dec profit is 450.0. The xperience is 5.0. The educatn is 1. The age is 32. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>900</td>
      <td>15.0</td>
      <td>1500</td>
      <td>450.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>32</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 900 & 15.000000 & 1500 & 450.000000 & 5.000000 & 1 & 32 & 4500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 900, 'assets val': 1500, 'collateral': 4500, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 32-year-old male is applying for a loan of 900 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 1500 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 4500 cedis.
582,1,5000,3000,1,36.0,4000,1500.0,5.0,1,42,4000,0,0,0,0,1,0,No,"sex is 1, amnt req is 5000, maturity is 36.0, assets val is 4000, dec profit is 1500.0, xperience is 5.0, educatn is 1, age is 42, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 36.0
 - assets val : 4000
 - dec profit : 1500.0
 - xperience : 5.0
 - educatn : 1
 - age : 42
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 36.0. The assets val is 4000. The dec profit is 1500.0. The xperience is 5.0. The educatn is 1. The age is 42. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>36.0</td>
      <td>4000</td>
      <td>1500.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>42</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 36.000000 & 4000 & 1500.000000 & 5.000000 & 1 & 42 & 4000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 5000, 'assets val': 4000, 'collateral': 4000, 'dec profit': 1500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 42-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 1500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 4000 cedis.
583,1,3000,3000,0,12.0,8000,870.0,4.0,1,38,3000,1,1,0,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 12.0, assets val is 8000, dec profit is 870.0, xperience is 4.0, educatn is 1, age is 38, collateral is 3000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 12.0
 - assets val : 8000
 - dec profit : 870.0
 - xperience : 4.0
 - educatn : 1
 - age : 38
 - collateral : 3000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 12.0. The assets val is 8000. The dec profit is 870.0. The xperience is 4.0. The educatn is 1. The age is 38. The collateral is 3000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>3000</td>
      <td>12.0</td>
      <td>8000</td>
      <td>870.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>38</td>
      <td>3000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 3000 & 12.000000 & 8000 & 870.000000 & 4.000000 & 1 & 38 & 3000 & 1 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 3000, 'assets val': 8000, 'collateral': 3000, 'dec profit': 870.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 38-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 8000 cedis and his declared profits (after tax) is 870.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He provided a 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 3000 cedis.
584,0,8000,5000,1,50.0,7000,450.0,4.0,1,49,1500,1,1,0,1,1,0,No,"sex is 0, amnt req is 8000, maturity is 50.0, assets val is 7000, dec profit is 450.0, xperience is 4.0, educatn is 1, age is 49, collateral is 1500, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 50.0
 - assets val : 7000
 - dec profit : 450.0
 - xperience : 4.0
 - educatn : 1
 - age : 49
 - collateral : 1500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 50.0. The assets val is 7000. The dec profit is 450.0. The xperience is 4.0. The educatn is 1. The age is 49. The collateral is 1500. The locatn is 1. The guarantor is 1. 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>0</td>
      <td>8000</td>
      <td>50.0</td>
      <td>7000</td>
      <td>450.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>49</td>
      <td>1500</td>
      <td>1</td>
      <td>1</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 & 0 & 8000 & 50.000000 & 7000 & 450.000000 & 4.000000 & 1 & 49 & 1500 & 1 & 1 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 7000, 'collateral': 1500, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 50.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 49-year-old female is applying for a loan of 8000 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 50.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She provided a guarantor and this is not 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 1500 cedis.
585,1,500,500,0,30.0,1000,152.0,1.0,3,40,659,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 1000, dec profit is 152.0, xperience is 1.0, educatn is 3, age is 40, collateral is 659, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 152.0
 - xperience : 1.0
 - educatn : 3
 - age : 40
 - collateral : 659
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 1000. The dec profit is 152.0. The xperience is 1.0. The educatn is 3. The age is 40. The collateral is 659. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>500</td>
      <td>30.0</td>
      <td>1000</td>
      <td>152.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>40</td>
      <td>659</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 500 & 30.000000 & 1000 & 152.000000 & 1.000000 & 3 & 40 & 659 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 500, 'assets val': 1000, 'collateral': 659, 'dec profit': 152.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 1.0}",A 40-year-old male is applying for a loan of 500 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 30.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 152.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 659 cedis.
586,1,5000,5000,0,30.0,8000,500.0,7.0,1,37,1500,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 8000, dec profit is 500.0, xperience is 7.0, educatn is 1, age is 37, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 500.0
 - xperience : 7.0
 - educatn : 1
 - age : 37
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 8000. The dec profit is 500.0. The xperience is 7.0. The educatn is 1. The age is 37. The collateral is 1500. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>500.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>37</td>
      <td>1500</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 & 1 & 5000 & 30.000000 & 8000 & 500.000000 & 7.000000 & 1 & 37 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 5000, 'assets val': 8000, 'collateral': 1500, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 37-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 8000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
587,0,400,357,1,15.0,4000,450.0,4.0,1,50,5000,0,0,1,1,1,0,No,"sex is 0, amnt req is 400, maturity is 15.0, assets val is 4000, dec profit is 450.0, xperience is 4.0, educatn is 1, age is 50, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 400
 - maturity : 15.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 4.0
 - educatn : 1
 - age : 50
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 400. The maturity is 15.0. The assets val is 4000. The dec profit is 450.0. The xperience is 4.0. The educatn is 1. The age is 50. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>400</td>
      <td>15.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>50</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 400 & 15.000000 & 4000 & 450.000000 & 4.000000 & 1 & 50 & 5000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 400, 'assets val': 4000, 'collateral': 5000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 50-year-old female is applying for a loan of 400 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 15.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 5000 cedis.
588,1,2500,2500,0,30.0,0,0.0,0.0,3,30,5000,0,0,0,0,3,0,Yes,"sex is 1, amnt req is 2500, maturity is 30.0, assets val is 0, dec profit is 0.0, xperience is 0.0, educatn is 3, age is 30, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 30.0
 - assets val : 0
 - dec profit : 0.0
 - xperience : 0.0
 - educatn : 3
 - age : 30
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 30.0. The assets val is 0. The dec profit is 0.0. The xperience is 0.0. The educatn is 3. The age is 30. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>2500</td>
      <td>30.0</td>
      <td>0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>30</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 2500 & 30.000000 & 0 & 0.000000 & 0.000000 & 3 & 30 & 5000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2500, 'assets val': 0, 'collateral': 5000, 'dec profit': 0.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 0.0}",A 30-year-old male is applying for a loan of 2500 cedis. The applicant works in manufacturing 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 0 cedis and his declared profits (after tax) is 0.0 cedis. His educational background is primary and the number of years that he has been in business is 0.0. 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 5000 cedis.
589,0,600,600,0,30.0,600,180.0,3.0,3,50,1800,0,0,1,0,5,0,Yes,"sex is 0, amnt req is 600, maturity is 30.0, assets val is 600, dec profit is 180.0, xperience is 3.0, educatn is 3, age is 50, collateral is 1800, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 30.0
 - assets val : 600
 - dec profit : 180.0
 - xperience : 3.0
 - educatn : 3
 - age : 50
 - collateral : 1800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 30.0. The assets val is 600. The dec profit is 180.0. The xperience is 3.0. The educatn is 3. The age is 50. The collateral is 1800. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>600</td>
      <td>30.0</td>
      <td>600</td>
      <td>180.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>50</td>
      <td>1800</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 600 & 30.000000 & 600 & 180.000000 & 3.000000 & 3 & 50 & 1800 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 600, 'assets val': 600, 'collateral': 1800, 'dec profit': 180.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 50-year-old female is applying for a loan of 600 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 600 cedis and her declared profits (after tax) is 180.0 cedis. Her educational background is primary 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 1800 cedis.
590,1,7000,5000,1,60.0,900,190.0,1.0,2,43,4000,0,1,0,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 900, dec profit is 190.0, xperience is 1.0, educatn is 2, age is 43, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 900
 - dec profit : 190.0
 - xperience : 1.0
 - educatn : 2
 - age : 43
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 900. The dec profit is 190.0. The xperience is 1.0. The educatn is 2. The age is 43. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>7000</td>
      <td>60.0</td>
      <td>900</td>
      <td>190.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>43</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 7000 & 60.000000 & 900 & 190.000000 & 1.000000 & 2 & 43 & 4000 & 0 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 7000, 'assets val': 900, 'collateral': 4000, 'dec profit': 190.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 43-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 900 cedis and his declared profits (after tax) is 190.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He provided a 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 4000 cedis.
591,1,900,750,1,60.0,3000,350.0,21.0,1,56,3000,1,1,1,0,4,0,No,"sex is 1, amnt req is 900, maturity is 60.0, assets val is 3000, dec profit is 350.0, xperience is 21.0, educatn is 1, age is 56, collateral is 3000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 900
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 350.0
 - xperience : 21.0
 - educatn : 1
 - age : 56
 - collateral : 3000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 900. The maturity is 60.0. The assets val is 3000. The dec profit is 350.0. The xperience is 21.0. The educatn is 1. The age is 56. The collateral is 3000. 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>900</td>
      <td>60.0</td>
      <td>3000</td>
      <td>350.0</td>
      <td>21.0</td>
      <td>1</td>
      <td>56</td>
      <td>3000</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 & 900 & 60.000000 & 3000 & 350.000000 & 21.000000 & 1 & 56 & 3000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 56, 'amnt req': 900, 'assets val': 3000, 'collateral': 3000, 'dec profit': 350.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 21.0}",A 56-year-old male is applying for a loan of 900 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 60.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is tertiary and the number of years that he has been in business is 21.0. 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 3000 cedis.
592,0,800,500,1,30.0,1500,500.0,4.0,1,36,1000,1,0,0,0,1,0,No,"sex is 0, amnt req is 800, maturity is 30.0, assets val is 1500, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 36, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 800
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 36
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 800. The maturity is 30.0. The assets val is 1500. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 36. The collateral is 1000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>800</td>
      <td>30.0</td>
      <td>1500</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>36</td>
      <td>1000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 800 & 30.000000 & 1500 & 500.000000 & 4.000000 & 1 & 36 & 1000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 800, 'assets val': 1500, 'collateral': 1000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 36-year-old female is applying for a loan of 800 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 30.0 years. Her assets value is 1500 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 4.0. She did not provide any guarantor and this is not 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 1000 cedis.
593,0,1000,1000,0,25.0,6000,670.0,4.0,1,47,1200,0,1,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 25.0, assets val is 6000, dec profit is 670.0, xperience is 4.0, educatn is 1, age is 47, collateral is 1200, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 25.0
 - assets val : 6000
 - dec profit : 670.0
 - xperience : 4.0
 - educatn : 1
 - age : 47
 - collateral : 1200
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 25.0. The assets val is 6000. The dec profit is 670.0. The xperience is 4.0. The educatn is 1. The age is 47. The collateral is 1200. The locatn is 0. The guarantor is 1. 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>25.0</td>
      <td>6000</td>
      <td>670.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>47</td>
      <td>1200</td>
      <td>0</td>
      <td>1</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 & 25.000000 & 6000 & 670.000000 & 4.000000 & 1 & 47 & 1200 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 1000, 'assets val': 6000, 'collateral': 1200, 'dec profit': 670.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 25.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 47-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 25.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 670.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She provided a 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 1200 cedis.
594,0,7500,7500,0,60.0,14000,165.0,5.0,3,45,10000,0,0,0,1,4,0,Yes,"sex is 0, amnt req is 7500, maturity is 60.0, assets val is 14000, dec profit is 165.0, xperience is 5.0, educatn is 3, age is 45, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7500
 - maturity : 60.0
 - assets val : 14000
 - dec profit : 165.0
 - xperience : 5.0
 - educatn : 3
 - age : 45
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7500. The maturity is 60.0. The assets val is 14000. The dec profit is 165.0. The xperience is 5.0. The educatn is 3. The age is 45. The collateral is 10000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>7500</td>
      <td>60.0</td>
      <td>14000</td>
      <td>165.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>45</td>
      <td>10000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 7500 & 60.000000 & 14000 & 165.000000 & 5.000000 & 3 & 45 & 10000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7500, 'assets val': 14000, 'collateral': 10000, 'dec profit': 165.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7500 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 60.0 years. Her assets value is 14000 cedis and her declared profits (after tax) is 165.0 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 not 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 10000 cedis.
595,1,10000,7000,1,60.0,9000,600.0,4.0,4,49,9000,1,1,0,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 9000, dec profit is 600.0, xperience is 4.0, educatn is 4, age is 49, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 4
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 9000. The dec profit is 600.0. The xperience is 4.0. The educatn is 4. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>10000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>4</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 10000 & 60.000000 & 9000 & 600.000000 & 4.000000 & 4 & 49 & 9000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 10000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 600.0, 'educatn': 4, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 49-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is illiterate and the number of years that he has been in business is 4.0. He provided a 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 9000 cedis.
596,1,10000,8000,1,30.0,7000,540.0,1.5,3,30,9000,1,0,0,0,4,0,No,"sex is 1, amnt req is 10000, maturity is 30.0, assets val is 7000, dec profit is 540.0, xperience is 1.5, educatn is 3, age is 30, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 540.0
 - xperience : 1.5
 - educatn : 3
 - age : 30
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 30.0. The assets val is 7000. The dec profit is 540.0. The xperience is 1.5. The educatn is 3. The age is 30. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>10000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>540.0</td>
      <td>1.5</td>
      <td>3</td>
      <td>30</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 10000 & 30.000000 & 7000 & 540.000000 & 1.500000 & 3 & 30 & 9000 & 1 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 10000, 'assets val': 7000, 'collateral': 9000, 'dec profit': 540.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.5}",A 30-year-old male is applying for a loan of 10000 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 7000 cedis and his declared profits (after tax) is 540.0 cedis. His educational background is primary and the number of years that he has been in business is 1.5. 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 9000 cedis.
597,1,10000,7000,1,60.0,9000,600.0,4.0,4,49,9000,1,1,0,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 9000, dec profit is 600.0, xperience is 4.0, educatn is 4, age is 49, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 4
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 9000. The dec profit is 600.0. The xperience is 4.0. The educatn is 4. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>10000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>4</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 10000 & 60.000000 & 9000 & 600.000000 & 4.000000 & 4 & 49 & 9000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 10000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 600.0, 'educatn': 4, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 49-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is illiterate and the number of years that he has been in business is 4.0. He provided a 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 9000 cedis.
598,0,5000,5000,0,60.0,5000,550.0,4.0,3,45,6000,0,1,0,1,4,0,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 5000, dec profit is 550.0, xperience is 4.0, educatn is 3, age is 45, collateral is 6000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 550.0
 - xperience : 4.0
 - educatn : 3
 - age : 45
 - collateral : 6000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 5000. The dec profit is 550.0. The xperience is 4.0. The educatn is 3. The age is 45. The collateral is 6000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>60.0</td>
      <td>5000</td>
      <td>550.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>45</td>
      <td>6000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 60.000000 & 5000 & 550.000000 & 4.000000 & 3 & 45 & 6000 & 0 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 5000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 550.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 45-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 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 550.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. She provided a guarantor and this is not 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 6000 cedis.
599,1,2000,2000,0,30.0,2000,760.0,3.0,3,32,3000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 760.0, xperience is 3.0, educatn is 3, age is 32, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 760.0
 - xperience : 3.0
 - educatn : 3
 - age : 32
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 760.0. The xperience is 3.0. The educatn is 3. The age is 32. The collateral is 3000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>760.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>32</td>
      <td>3000</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 & 1 & 2000 & 30.000000 & 2000 & 760.000000 & 3.000000 & 3 & 32 & 3000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 2000, 'collateral': 3000, 'dec profit': 760.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 32-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 760.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
600,0,5000,5000,0,36.0,9000,800.0,2.0,1,32,1200,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 5000, maturity is 36.0, assets val is 9000, dec profit is 800.0, xperience is 2.0, educatn is 1, age is 32, collateral is 1200, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 36.0
 - assets val : 9000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 1
 - age : 32
 - collateral : 1200
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 36.0. The assets val is 9000. The dec profit is 800.0. The xperience is 2.0. The educatn is 1. The age is 32. The collateral is 1200. 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>5000</td>
      <td>36.0</td>
      <td>9000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>32</td>
      <td>1200</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 & 5000 & 36.000000 & 9000 & 800.000000 & 2.000000 & 1 & 32 & 1200 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1200, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 32-year-old female is applying for a loan of 5000 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 9000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 1200 cedis.
601,1,2000,2000,0,40.0,1740,365.0,6.0,1,25,1500,0,1,1,1,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 40.0, assets val is 1740, dec profit is 365.0, xperience is 6.0, educatn is 1, age is 25, collateral is 1500, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 40.0
 - assets val : 1740
 - dec profit : 365.0
 - xperience : 6.0
 - educatn : 1
 - age : 25
 - collateral : 1500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 40.0. The assets val is 1740. The dec profit is 365.0. The xperience is 6.0. The educatn is 1. The age is 25. The collateral is 1500. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>2000</td>
      <td>40.0</td>
      <td>1740</td>
      <td>365.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>25</td>
      <td>1500</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 2000 & 40.000000 & 1740 & 365.000000 & 6.000000 & 1 & 25 & 1500 & 0 & 1 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 2000, 'assets val': 1740, 'collateral': 1500, 'dec profit': 365.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 40.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 25-year-old male is applying for a loan of 2000 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 40.0 years. His assets value is 1740 cedis and his declared profits (after tax) is 365.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
602,1,2000,2000,0,30.0,3600,400.0,3.0,2,35,3000,1,0,0,0,5,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3600, dec profit is 400.0, xperience is 3.0, educatn is 2, age is 35, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3600
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 2
 - age : 35
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3600. The dec profit is 400.0. The xperience is 3.0. The educatn is 2. The age is 35. The collateral is 3000. 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>2000</td>
      <td>30.0</td>
      <td>3600</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>35</td>
      <td>3000</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 & 2000 & 30.000000 & 3600 & 400.000000 & 3.000000 & 2 & 35 & 3000 & 1 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 3600, 'collateral': 3000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 35-year-old male is applying for a loan of 2000 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 30.0 years. His assets value is 3600 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. 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 3000 cedis.
603,1,5000,5000,0,60.0,12000,700.0,5.0,1,27,1200,1,0,1,0,2,0,Yes,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 12000, dec profit is 700.0, xperience is 5.0, educatn is 1, age is 27, collateral is 1200, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 12000
 - dec profit : 700.0
 - xperience : 5.0
 - educatn : 1
 - age : 27
 - collateral : 1200
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 12000. The dec profit is 700.0. The xperience is 5.0. The educatn is 1. The age is 27. The collateral is 1200. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>5000</td>
      <td>60.0</td>
      <td>12000</td>
      <td>700.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>27</td>
      <td>1200</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 5000 & 60.000000 & 12000 & 700.000000 & 5.000000 & 1 & 27 & 1200 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 5000, 'assets val': 12000, 'collateral': 1200, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 5.0}",A 27-year-old male is applying for a loan of 5000 cedis. The applicant works in transport 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 12000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 1200 cedis.
604,0,3000,3000,0,30.0,5000,200.0,4.0,1,38,2000,0,1,0,0,2,0,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 200.0, xperience is 4.0, educatn is 1, age is 38, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 200.0
 - xperience : 4.0
 - educatn : 1
 - age : 38
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 200.0. The xperience is 4.0. The educatn is 1. The age is 38. The collateral is 2000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 2. 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>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>200.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>38</td>
      <td>2000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 3000 & 30.000000 & 5000 & 200.000000 & 4.000000 & 1 & 38 & 2000 & 0 & 1 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 3000, 'assets val': 5000, 'collateral': 2000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 4.0}",A 38-year-old female is applying for a loan of 3000 cedis. The applicant works in transport sector and the purpose of the loan is 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 200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She provided a guarantor and this is not 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.
605,1,800,800,0,24.0,1600,200.0,3.0,1,36,1000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 800, maturity is 24.0, assets val is 1600, dec profit is 200.0, xperience is 3.0, educatn is 1, age is 36, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 24.0
 - assets val : 1600
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 1
 - age : 36
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 24.0. The assets val is 1600. The dec profit is 200.0. The xperience is 3.0. The educatn is 1. The age is 36. The collateral is 1000. 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>1</td>
      <td>800</td>
      <td>24.0</td>
      <td>1600</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>36</td>
      <td>1000</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 & 1 & 800 & 24.000000 & 1600 & 200.000000 & 3.000000 & 1 & 36 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 800, 'assets val': 1600, 'collateral': 1000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 36-year-old male is applying for a loan of 800 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 1600 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
606,1,1500,1000,1,24.0,2000,400.0,4.0,2,32,1500,0,0,0,1,4,0,No,"sex is 1, amnt req is 1500, maturity is 24.0, assets val is 2000, dec profit is 400.0, xperience is 4.0, educatn is 2, age is 32, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 24.0
 - assets val : 2000
 - dec profit : 400.0
 - xperience : 4.0
 - educatn : 2
 - age : 32
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 24.0. The assets val is 2000. The dec profit is 400.0. The xperience is 4.0. The educatn is 2. The age is 32. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>24.0</td>
      <td>2000</td>
      <td>400.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>32</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 24.000000 & 2000 & 400.000000 & 4.000000 & 2 & 32 & 1500 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 1500, 'assets val': 2000, 'collateral': 1500, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 32-year-old male is applying for a loan of 1500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. 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 1500 cedis.
607,1,1000,1000,0,36.0,6000,500.0,7.0,1,33,3000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 6000, dec profit is 500.0, xperience is 7.0, educatn is 1, age is 33, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 6000
 - dec profit : 500.0
 - xperience : 7.0
 - educatn : 1
 - age : 33
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 6000. The dec profit is 500.0. The xperience is 7.0. The educatn is 1. The age is 33. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>36.0</td>
      <td>6000</td>
      <td>500.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>33</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 36.000000 & 6000 & 500.000000 & 7.000000 & 1 & 33 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1000, 'assets val': 6000, 'collateral': 3000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 33-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 6000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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.
608,1,1000,1000,0,36.0,7000,600.0,3.0,1,37,3000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 7000, dec profit is 600.0, xperience is 3.0, educatn is 1, age is 37, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 7000
 - dec profit : 600.0
 - xperience : 3.0
 - educatn : 1
 - age : 37
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 7000. The dec profit is 600.0. The xperience is 3.0. The educatn is 1. The age is 37. The collateral is 3000. 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>1</td>
      <td>1000</td>
      <td>36.0</td>
      <td>7000</td>
      <td>600.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>37</td>
      <td>3000</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 & 1 & 1000 & 36.000000 & 7000 & 600.000000 & 3.000000 & 1 & 37 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 1000, 'assets val': 7000, 'collateral': 3000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 37-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
609,0,800,300,1,15.0,6000,450.0,3.0,1,28,1600,0,1,0,0,5,1,No,"sex is 0, amnt req is 800, maturity is 15.0, assets val is 6000, dec profit is 450.0, xperience is 3.0, educatn is 1, age is 28, collateral is 1600, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 5, savings is 1","- sex : 0
 - amnt req : 800
 - maturity : 15.0
 - assets val : 6000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 1
 - age : 28
 - collateral : 1600
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 800. The maturity is 15.0. The assets val is 6000. The dec profit is 450.0. The xperience is 3.0. The educatn is 1. The age is 28. The collateral is 1600. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 5. 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>800</td>
      <td>15.0</td>
      <td>6000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>28</td>
      <td>1600</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>5</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 & 800 & 15.000000 & 6000 & 450.000000 & 3.000000 & 1 & 28 & 1600 & 0 & 1 & 0 & 0 & 5 & 1 \\
\end{tabular}
","{'age': 28, 'amnt req': 800, 'assets val': 6000, 'collateral': 1600, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 28-year-old female is applying for a loan of 800 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 1600 cedis.
610,1,4000,4000,0,36.0,7000,700.0,7.0,1,42,6000,1,0,1,1,5,0,Yes,"sex is 1, amnt req is 4000, maturity is 36.0, assets val is 7000, dec profit is 700.0, xperience is 7.0, educatn is 1, age is 42, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 36.0
 - assets val : 7000
 - dec profit : 700.0
 - xperience : 7.0
 - educatn : 1
 - age : 42
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 36.0. The assets val is 7000. The dec profit is 700.0. The xperience is 7.0. The educatn is 1. The age is 42. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>4000</td>
      <td>36.0</td>
      <td>7000</td>
      <td>700.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>42</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 4000 & 36.000000 & 7000 & 700.000000 & 7.000000 & 1 & 42 & 6000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 4000, 'assets val': 7000, 'collateral': 6000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 4000 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 36.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 6000 cedis.
611,1,600,600,0,30.0,4100,300.0,6.0,2,43,2000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 30.0, assets val is 4100, dec profit is 300.0, xperience is 6.0, educatn is 2, age is 43, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 30.0
 - assets val : 4100
 - dec profit : 300.0
 - xperience : 6.0
 - educatn : 2
 - age : 43
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 30.0. The assets val is 4100. The dec profit is 300.0. The xperience is 6.0. The educatn is 2. The age is 43. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>600</td>
      <td>30.0</td>
      <td>4100</td>
      <td>300.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>43</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 600 & 30.000000 & 4100 & 300.000000 & 6.000000 & 2 & 43 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 600, 'assets val': 4100, 'collateral': 2000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 43-year-old male is applying for a loan of 600 cedis. The applicant works in commerce 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 4100 cedis and his declared profits (after tax) is 300.0 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 2000 cedis.
612,1,1000,1000,0,30.0,2500,562.0,5.0,1,28,10000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2500, dec profit is 562.0, xperience is 5.0, educatn is 1, age is 28, collateral is 10000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 562.0
 - xperience : 5.0
 - educatn : 1
 - age : 28
 - collateral : 10000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2500. The dec profit is 562.0. The xperience is 5.0. The educatn is 1. The age is 28. The collateral is 10000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2500</td>
      <td>562.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>28</td>
      <td>10000</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 & 1 & 1000 & 30.000000 & 2500 & 562.000000 & 5.000000 & 1 & 28 & 10000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 1000, 'assets val': 2500, 'collateral': 10000, 'dec profit': 562.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 28-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 2500 cedis and his declared profits (after tax) is 562.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 10000 cedis.
613,1,3000,3000,0,30.0,4000,1100.0,17.0,1,44,4000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 4000, dec profit is 1100.0, xperience is 17.0, educatn is 1, age is 44, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 1100.0
 - xperience : 17.0
 - educatn : 1
 - age : 44
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 4000. The dec profit is 1100.0. The xperience is 17.0. The educatn is 1. The age is 44. The collateral is 4000. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>1100.0</td>
      <td>17.0</td>
      <td>1</td>
      <td>44</td>
      <td>4000</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 & 1 & 3000 & 30.000000 & 4000 & 1100.000000 & 17.000000 & 1 & 44 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 3000, 'assets val': 4000, 'collateral': 4000, 'dec profit': 1100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 17.0}",A 44-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 4000 cedis and his declared profits (after tax) is 1100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 17.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
614,1,8000,8000,0,60.0,600,100.0,5.0,1,30,9000,1,1,1,1,2,0,Yes,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 600, dec profit is 100.0, xperience is 5.0, educatn is 1, age is 30, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 600
 - dec profit : 100.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 600. The dec profit is 100.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>8000</td>
      <td>60.0</td>
      <td>600</td>
      <td>100.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 8000 & 60.000000 & 600 & 100.000000 & 5.000000 & 1 & 30 & 9000 & 1 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 8000, 'assets val': 600, 'collateral': 9000, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 8000 cedis. The applicant works in transport 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 600 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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.
615,1,5000,3000,0,60.0,9700,550.0,1.0,1,29,3000,1,0,0,1,1,0,No,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 9700, dec profit is 550.0, xperience is 1.0, educatn is 1, age is 29, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 9700
 - dec profit : 550.0
 - xperience : 1.0
 - educatn : 1
 - age : 29
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 9700. The dec profit is 550.0. The xperience is 1.0. The educatn is 1. The age is 29. The collateral is 3000. The locatn is 1. 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>5000</td>
      <td>60.0</td>
      <td>9700</td>
      <td>550.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>29</td>
      <td>3000</td>
      <td>1</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 & 5000 & 60.000000 & 9700 & 550.000000 & 1.000000 & 1 & 29 & 3000 & 1 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 5000, 'assets val': 9700, 'collateral': 3000, 'dec profit': 550.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 29-year-old male is applying for a loan of 5000 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 60.0 years. His assets value is 9700 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 3000 cedis.
616,1,5000,4000,1,30.0,1000,180.0,10.0,4,40,5000,0,0,1,1,3,1,No,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 10.0, educatn is 4, age is 40, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 10.0
 - educatn : 4
 - age : 40
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 10.0. The educatn is 4. The age is 40. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>10.0</td>
      <td>4</td>
      <td>40</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 30.000000 & 1000 & 180.000000 & 10.000000 & 4 & 40 & 5000 & 0 & 0 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 1000, 'collateral': 5000, 'dec profit': 180.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 10.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is illiterate and the number of years that he has been in business is 10.0. He did not provide any guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
617,1,500,500,0,60.0,2400,400.0,9.0,2,45,3400,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 2400, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 45, collateral is 3400, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 2400
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 45
 - collateral : 3400
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 2400. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 45. The collateral is 3400. 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>1</td>
      <td>500</td>
      <td>60.0</td>
      <td>2400</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>45</td>
      <td>3400</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 & 1 & 500 & 60.000000 & 2400 & 400.000000 & 9.000000 & 2 & 45 & 3400 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 500, 'assets val': 2400, 'collateral': 3400, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 9.0}",A 45-year-old male is applying for a loan of 500 cedis. The applicant works in commerce 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 2400 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3400 cedis.
618,0,6000,6000,0,60.0,12000,600.0,20.0,2,53,5000,0,0,1,1,3,0,Yes,"sex is 0, amnt req is 6000, maturity is 60.0, assets val is 12000, dec profit is 600.0, xperience is 20.0, educatn is 2, age is 53, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 12000
 - dec profit : 600.0
 - xperience : 20.0
 - educatn : 2
 - age : 53
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 6000. The maturity is 60.0. The assets val is 12000. The dec profit is 600.0. The xperience is 20.0. The educatn is 2. The age is 53. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>60.0</td>
      <td>12000</td>
      <td>600.0</td>
      <td>20.0</td>
      <td>2</td>
      <td>53</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 6000 & 60.000000 & 12000 & 600.000000 & 20.000000 & 2 & 53 & 5000 & 0 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 6000, 'assets val': 12000, 'collateral': 5000, 'dec profit': 600.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 20.0}",A 53-year-old female is applying for a loan of 6000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is secondary and the number of years that she has been in business is 20.0. 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 5000 cedis.
619,0,6000,6000,0,30.0,70000,1800.0,3.0,1,49,12000,1,1,0,0,3,1,Yes,"sex is 0, amnt req is 6000, maturity is 30.0, assets val is 70000, dec profit is 1800.0, xperience is 3.0, educatn is 1, age is 49, collateral is 12000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 70000
 - dec profit : 1800.0
 - xperience : 3.0
 - educatn : 1
 - age : 49
 - collateral : 12000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 6000. The maturity is 30.0. The assets val is 70000. The dec profit is 1800.0. The xperience is 3.0. The educatn is 1. The age is 49. The collateral is 12000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>6000</td>
      <td>30.0</td>
      <td>70000</td>
      <td>1800.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>49</td>
      <td>12000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 6000 & 30.000000 & 70000 & 1800.000000 & 3.000000 & 1 & 49 & 12000 & 1 & 1 & 0 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 49, 'amnt req': 6000, 'assets val': 70000, 'collateral': 12000, 'dec profit': 1800.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 49-year-old female is applying for a loan of 6000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 70000 cedis and her declared profits (after tax) is 1800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not 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 12000 cedis.
620,0,12000,12000,0,60.0,30000,240.0,15.0,3,41,45000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 12000, maturity is 60.0, assets val is 30000, dec profit is 240.0, xperience is 15.0, educatn is 3, age is 41, collateral is 45000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 30000
 - dec profit : 240.0
 - xperience : 15.0
 - educatn : 3
 - age : 41
 - collateral : 45000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 12000. The maturity is 60.0. The assets val is 30000. The dec profit is 240.0. The xperience is 15.0. The educatn is 3. The age is 41. The collateral is 45000. The locatn is 1. 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>12000</td>
      <td>60.0</td>
      <td>30000</td>
      <td>240.0</td>
      <td>15.0</td>
      <td>3</td>
      <td>41</td>
      <td>45000</td>
      <td>1</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 & 12000 & 60.000000 & 30000 & 240.000000 & 15.000000 & 3 & 41 & 45000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 12000, 'assets val': 30000, 'collateral': 45000, 'dec profit': 240.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 15.0}",A 41-year-old female is applying for a loan of 12000 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 60.0 years. Her assets value is 30000 cedis and her declared profits (after tax) is 240.0 cedis. Her educational background is primary and the number of years that she has been in business is 15.0. 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 45000 cedis.
621,1,15000,8000,1,30.0,3600,250.9,5.0,2,30,9000,0,1,1,0,4,0,No,"sex is 1, amnt req is 15000, maturity is 30.0, assets val is 3600, dec profit is 250.9, xperience is 5.0, educatn is 2, age is 30, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 15000
 - maturity : 30.0
 - assets val : 3600
 - dec profit : 250.9
 - xperience : 5.0
 - educatn : 2
 - age : 30
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 15000. The maturity is 30.0. The assets val is 3600. The dec profit is 250.9. The xperience is 5.0. The educatn is 2. The age is 30. The collateral is 9000. The locatn is 0. 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>15000</td>
      <td>30.0</td>
      <td>3600</td>
      <td>250.9</td>
      <td>5.0</td>
      <td>2</td>
      <td>30</td>
      <td>9000</td>
      <td>0</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 & 15000 & 30.000000 & 3600 & 250.900000 & 5.000000 & 2 & 30 & 9000 & 0 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 15000, 'assets val': 3600, 'collateral': 9000, 'dec profit': 250.9, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 15000 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 3600 cedis and his declared profits (after tax) is 250.9 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. 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 does not resides or have his business close to the bank. The value of his collateral is 9000 cedis.
622,0,500,500,0,15.0,1000,250.0,5.0,1,42,4000,0,0,1,1,2,0,Yes,"sex is 0, amnt req is 500, maturity is 15.0, assets val is 1000, dec profit is 250.0, xperience is 5.0, educatn is 1, age is 42, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 250.0
 - xperience : 5.0
 - educatn : 1
 - age : 42
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 15.0. The assets val is 1000. The dec profit is 250.0. The xperience is 5.0. The educatn is 1. The age is 42. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 2. 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>500</td>
      <td>15.0</td>
      <td>1000</td>
      <td>250.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>42</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 500 & 15.000000 & 1000 & 250.000000 & 5.000000 & 1 & 42 & 4000 & 0 & 0 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 500, 'assets val': 1000, 'collateral': 4000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 5.0}",A 42-year-old female is applying for a loan of 500 cedis. The applicant works in transport sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is tertiary 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 4000 cedis.
623,0,1000,1000,0,60.0,6000,500.0,7.0,1,33,3000,0,0,1,1,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 60.0, assets val is 6000, dec profit is 500.0, xperience is 7.0, educatn is 1, age is 33, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 500.0
 - xperience : 7.0
 - educatn : 1
 - age : 33
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 60.0. The assets val is 6000. The dec profit is 500.0. The xperience is 7.0. The educatn is 1. The age is 33. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1000</td>
      <td>60.0</td>
      <td>6000</td>
      <td>500.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>33</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 1000 & 60.000000 & 6000 & 500.000000 & 7.000000 & 1 & 33 & 3000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1000, 'assets val': 6000, 'collateral': 3000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 33-year-old female is applying for a loan of 1000 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 60.0 years. Her assets value is 6000 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 7.0. 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 3000 cedis.
624,1,5000,5000,0,30.0,8000,800.0,3.0,1,45,1400,1,0,0,1,5,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 8000, dec profit is 800.0, xperience is 3.0, educatn is 1, age is 45, collateral is 1400, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 3.0
 - educatn : 1
 - age : 45
 - collateral : 1400
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 8000. The dec profit is 800.0. The xperience is 3.0. The educatn is 1. The age is 45. The collateral is 1400. The locatn is 1. 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>5000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>800.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>45</td>
      <td>1400</td>
      <td>1</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 & 5000 & 30.000000 & 8000 & 800.000000 & 3.000000 & 1 & 45 & 1400 & 1 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 5000, 'assets val': 8000, 'collateral': 1400, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 45-year-old male is applying for a loan of 5000 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 30.0 years. His assets value is 8000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 1400 cedis.
625,0,5000,5000,0,30.0,10000,800.0,7.0,1,37,1000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 10000, dec profit is 800.0, xperience is 7.0, educatn is 1, age is 37, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 800.0
 - xperience : 7.0
 - educatn : 1
 - age : 37
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 10000. The dec profit is 800.0. The xperience is 7.0. The educatn is 1. The age is 37. The collateral is 1000. The locatn is 1. 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>30.0</td>
      <td>10000</td>
      <td>800.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>37</td>
      <td>1000</td>
      <td>1</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 & 30.000000 & 10000 & 800.000000 & 7.000000 & 1 & 37 & 1000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 5000, 'assets val': 10000, 'collateral': 1000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 7.0}",A 37-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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. 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 1000 cedis.
626,1,1500,1000,1,30.0,3500,550.0,4.0,1,27,4000,0,0,1,1,4,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 3500, dec profit is 550.0, xperience is 4.0, educatn is 1, age is 27, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 550.0
 - xperience : 4.0
 - educatn : 1
 - age : 27
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 3500. The dec profit is 550.0. The xperience is 4.0. The educatn is 1. The age is 27. The collateral is 4000. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>3500</td>
      <td>550.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>27</td>
      <td>4000</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 & 1 & 1500 & 30.000000 & 3500 & 550.000000 & 4.000000 & 1 & 27 & 4000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 1500, 'assets val': 3500, 'collateral': 4000, 'dec profit': 550.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 27-year-old male is applying for a loan of 1500 cedis. The applicant works in agriculture 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 3500 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
627,0,2500,2500,0,60.0,1800,500.0,5.0,3,39,7000,0,0,1,1,1,0,Yes,"sex is 0, amnt req is 2500, maturity is 60.0, assets val is 1800, dec profit is 500.0, xperience is 5.0, educatn is 3, age is 39, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 500.0
 - xperience : 5.0
 - educatn : 3
 - age : 39
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 60.0. The assets val is 1800. The dec profit is 500.0. The xperience is 5.0. The educatn is 3. The age is 39. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>2500</td>
      <td>60.0</td>
      <td>1800</td>
      <td>500.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>39</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 2500 & 60.000000 & 1800 & 500.000000 & 5.000000 & 3 & 39 & 7000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 2500, 'assets val': 1800, 'collateral': 7000, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 39-year-old female is applying for a loan of 2500 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 60.0 years. Her assets value is 1800 cedis and her declared profits (after tax) is 500.0 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 7000 cedis.
628,0,5000,1600,1,30.0,5000,686.0,6.0,1,28,15000,1,0,1,0,4,0,No,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 5000, dec profit is 686.0, xperience is 6.0, educatn is 1, age is 28, collateral is 15000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 686.0
 - xperience : 6.0
 - educatn : 1
 - age : 28
 - collateral : 15000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 5000. The dec profit is 686.0. The xperience is 6.0. The educatn is 1. The age is 28. The collateral is 15000. The locatn is 1. The guarantor is 0. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>686.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>28</td>
      <td>15000</td>
      <td>1</td>
      <td>0</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 & 0 & 5000 & 30.000000 & 5000 & 686.000000 & 6.000000 & 1 & 28 & 15000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 5000, 'assets val': 5000, 'collateral': 15000, 'dec profit': 686.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 6.0}",A 28-year-old female is applying for a loan of 5000 cedis. The applicant works in agriculture sector and the purpose of the loan is 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 686.0 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 15000 cedis.
629,1,600,600,0,36.0,7000,400.0,8.0,1,40,2000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 600, maturity is 36.0, assets val is 7000, dec profit is 400.0, xperience is 8.0, educatn is 1, age is 40, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 36.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 1
 - age : 40
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 36.0. The assets val is 7000. The dec profit is 400.0. The xperience is 8.0. The educatn is 1. The age is 40. 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>1</td>
      <td>600</td>
      <td>36.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>40</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 & 1 & 600 & 36.000000 & 7000 & 400.000000 & 8.000000 & 1 & 40 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 600, 'assets val': 7000, 'collateral': 2000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 600 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 8.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
630,1,500,500,0,30.0,1200,145.0,5.0,1,28,1500,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 1200, dec profit is 145.0, xperience is 5.0, educatn is 1, age is 28, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 1200
 - dec profit : 145.0
 - xperience : 5.0
 - educatn : 1
 - age : 28
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 1200. The dec profit is 145.0. The xperience is 5.0. The educatn is 1. The age is 28. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>500</td>
      <td>30.0</td>
      <td>1200</td>
      <td>145.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>28</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 500 & 30.000000 & 1200 & 145.000000 & 5.000000 & 1 & 28 & 1500 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 500, 'assets val': 1200, 'collateral': 1500, 'dec profit': 145.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 28-year-old male is applying for a loan of 500 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 1200 cedis and his declared profits (after tax) is 145.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
631,1,700,700,0,15.0,7000,200.0,4.0,3,29,1500,0,1,0,1,5,1,Yes,"sex is 1, amnt req is 700, maturity is 15.0, assets val is 7000, dec profit is 200.0, xperience is 4.0, educatn is 3, age is 29, collateral is 1500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 1","- sex : 1
 - amnt req : 700
 - maturity : 15.0
 - assets val : 7000
 - dec profit : 200.0
 - xperience : 4.0
 - educatn : 3
 - age : 29
 - collateral : 1500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 1. The amnt req is 700. The maturity is 15.0. The assets val is 7000. The dec profit is 200.0. The xperience is 4.0. The educatn is 3. The age is 29. The collateral is 1500. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 5. 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>1</td>
      <td>700</td>
      <td>15.0</td>
      <td>7000</td>
      <td>200.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>29</td>
      <td>1500</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>5</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 & 1 & 700 & 15.000000 & 7000 & 200.000000 & 4.000000 & 3 & 29 & 1500 & 0 & 1 & 0 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 29, 'amnt req': 700, 'assets val': 7000, 'collateral': 1500, 'dec profit': 200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 29-year-old male is applying for a loan of 700 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 15.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. He provided a guarantor and this is not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
632,1,8000,8000,0,30.0,4600,3000.0,2.0,2,29,1000,0,1,1,1,4,0,Yes,"sex is 1, amnt req is 8000, maturity is 30.0, assets val is 4600, dec profit is 3000.0, xperience is 2.0, educatn is 2, age is 29, collateral is 1000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 30.0
 - assets val : 4600
 - dec profit : 3000.0
 - xperience : 2.0
 - educatn : 2
 - age : 29
 - collateral : 1000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 30.0. The assets val is 4600. The dec profit is 3000.0. The xperience is 2.0. The educatn is 2. The age is 29. The collateral is 1000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>8000</td>
      <td>30.0</td>
      <td>4600</td>
      <td>3000.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>29</td>
      <td>1000</td>
      <td>0</td>
      <td>1</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 & 1 & 8000 & 30.000000 & 4600 & 3000.000000 & 2.000000 & 2 & 29 & 1000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 8000, 'assets val': 4600, 'collateral': 1000, 'dec profit': 3000.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 29-year-old male is applying for a loan of 8000 cedis. The applicant works in agriculture 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 4600 cedis and his declared profits (after tax) is 3000.0 cedis. His educational background is secondary 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
633,0,500,400,1,60.0,1000,165.0,2.0,1,25,500,0,0,0,1,1,0,No,"sex is 0, amnt req is 500, maturity is 60.0, assets val is 1000, dec profit is 165.0, xperience is 2.0, educatn is 1, age is 25, collateral is 500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 165.0
 - xperience : 2.0
 - educatn : 1
 - age : 25
 - collateral : 500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 60.0. The assets val is 1000. The dec profit is 165.0. The xperience is 2.0. The educatn is 1. The age is 25. The collateral is 500. 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>0</td>
      <td>500</td>
      <td>60.0</td>
      <td>1000</td>
      <td>165.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>25</td>
      <td>500</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 & 0 & 500 & 60.000000 & 1000 & 165.000000 & 2.000000 & 1 & 25 & 500 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 500, 'assets val': 1000, 'collateral': 500, 'dec profit': 165.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 25-year-old female is applying for a loan of 500 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 60.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 165.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 500 cedis.
634,1,300,300,0,15.0,3600,600.0,26.0,2,50,1800,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 300, maturity is 15.0, assets val is 3600, dec profit is 600.0, xperience is 26.0, educatn is 2, age is 50, collateral is 1800, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 15.0
 - assets val : 3600
 - dec profit : 600.0
 - xperience : 26.0
 - educatn : 2
 - age : 50
 - collateral : 1800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 15.0. The assets val is 3600. The dec profit is 600.0. The xperience is 26.0. The educatn is 2. The age is 50. The collateral is 1800. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>300</td>
      <td>15.0</td>
      <td>3600</td>
      <td>600.0</td>
      <td>26.0</td>
      <td>2</td>
      <td>50</td>
      <td>1800</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 300 & 15.000000 & 3600 & 600.000000 & 26.000000 & 2 & 50 & 1800 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 300, 'assets val': 3600, 'collateral': 1800, 'dec profit': 600.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 26.0}",A 50-year-old male is applying for a loan of 300 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 3600 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 26.0. 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 1800 cedis.
635,1,3000,1000,1,30.0,6000,400.0,5.0,3,32,4000,0,1,1,0,1,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 6000, dec profit is 400.0, xperience is 5.0, educatn is 3, age is 32, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 3
 - age : 32
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 6000. The dec profit is 400.0. The xperience is 5.0. The educatn is 3. The age is 32. The collateral is 4000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>32</td>
      <td>4000</td>
      <td>0</td>
      <td>1</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 & 1 & 3000 & 30.000000 & 6000 & 400.000000 & 5.000000 & 3 & 32 & 4000 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 6000, 'collateral': 4000, 'dec profit': 400.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 32-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 6000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
636,0,1500,1200,1,20.0,2400,250.0,2.0,1,43,1500,0,0,1,1,4,0,No,"sex is 0, amnt req is 1500, maturity is 20.0, assets val is 2400, dec profit is 250.0, xperience is 2.0, educatn is 1, age is 43, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 20.0
 - assets val : 2400
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 1
 - age : 43
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 20.0. The assets val is 2400. The dec profit is 250.0. The xperience is 2.0. The educatn is 1. The age is 43. The collateral is 1500. 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>1500</td>
      <td>20.0</td>
      <td>2400</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>43</td>
      <td>1500</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 & 1500 & 20.000000 & 2400 & 250.000000 & 2.000000 & 1 & 43 & 1500 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 1500, 'assets val': 2400, 'collateral': 1500, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 43-year-old female is applying for a loan of 1500 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 20.0 years. Her assets value is 2400 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 1500 cedis.
637,0,7000,5500,1,30.0,7000,400.0,5.0,2,45,5000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. 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>7000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</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 & 7000 & 30.000000 & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 5000 cedis.
638,0,10000,8000,1,30.0,2310,552.0,0.5,3,40,10000,1,0,0,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 2310, dec profit is 552.0, xperience is 0.5, educatn is 3, age is 40, collateral is 10000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 2310
 - dec profit : 552.0
 - xperience : 0.5
 - educatn : 3
 - age : 40
 - collateral : 10000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 2310. The dec profit is 552.0. The xperience is 0.5. The educatn is 3. The age is 40. The collateral is 10000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>10000</td>
      <td>30.0</td>
      <td>2310</td>
      <td>552.0</td>
      <td>0.5</td>
      <td>3</td>
      <td>40</td>
      <td>10000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 10000 & 30.000000 & 2310 & 552.000000 & 0.500000 & 3 & 40 & 10000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 2310, 'collateral': 10000, 'dec profit': 552.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 0.5}",A 40-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 2310 cedis and her declared profits (after tax) is 552.0 cedis. Her educational background is primary and the number of years that she has been in business is 0.5. She did not provide any guarantor and this is not 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 10000 cedis.
639,1,2000,2000,0,60.0,2000,620.0,3.0,2,33,2000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2000, dec profit is 620.0, xperience is 3.0, educatn is 2, age is 33, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 620.0
 - xperience : 3.0
 - educatn : 2
 - age : 33
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2000. The dec profit is 620.0. The xperience is 3.0. The educatn is 2. The age is 33. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>2000</td>
      <td>620.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>33</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 2000 & 620.000000 & 3.000000 & 2 & 33 & 2000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 2000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 620.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 33-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 2000 cedis and his declared profits (after tax) is 620.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
640,0,8000,8000,0,60.0,10000,109.0,3.0,3,55,1510,0,0,1,1,4,0,Yes,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 10000, dec profit is 109.0, xperience is 3.0, educatn is 3, age is 55, collateral is 1510, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 109.0
 - xperience : 3.0
 - educatn : 3
 - age : 55
 - collateral : 1510
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 10000. The dec profit is 109.0. The xperience is 3.0. The educatn is 3. The age is 55. The collateral is 1510. 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>8000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>109.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>55</td>
      <td>1510</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 & 8000 & 60.000000 & 10000 & 109.000000 & 3.000000 & 3 & 55 & 1510 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 8000, 'assets val': 10000, 'collateral': 1510, 'dec profit': 109.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 55-year-old female is applying for a loan of 8000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 109.0 cedis. Her educational background is primary 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 1510 cedis.
641,1,4000,4000,0,30.0,12430,1400.0,6.0,1,24,5000,1,0,1,1,1,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 12430, dec profit is 1400.0, xperience is 6.0, educatn is 1, age is 24, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 12430
 - dec profit : 1400.0
 - xperience : 6.0
 - educatn : 1
 - age : 24
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 12430. The dec profit is 1400.0. The xperience is 6.0. The educatn is 1. The age is 24. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>4000</td>
      <td>30.0</td>
      <td>12430</td>
      <td>1400.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>24</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 4000 & 30.000000 & 12430 & 1400.000000 & 6.000000 & 1 & 24 & 5000 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 24, 'amnt req': 4000, 'assets val': 12430, 'collateral': 5000, 'dec profit': 1400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 24-year-old male is applying for a loan of 4000 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 12430 cedis and his declared profits (after tax) is 1400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 5000 cedis.
642,0,2000,1000,1,15.0,5000,600.0,4.0,2,30,600,0,1,1,1,5,0,No,"sex is 0, amnt req is 2000, maturity is 15.0, assets val is 5000, dec profit is 600.0, xperience is 4.0, educatn is 2, age is 30, collateral is 600, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 15.0
 - assets val : 5000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 2
 - age : 30
 - collateral : 600
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 15.0. The assets val is 5000. The dec profit is 600.0. The xperience is 4.0. The educatn is 2. The age is 30. The collateral is 600. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>0</td>
      <td>2000</td>
      <td>15.0</td>
      <td>5000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>30</td>
      <td>600</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 0 & 2000 & 15.000000 & 5000 & 600.000000 & 4.000000 & 2 & 30 & 600 & 0 & 1 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2000, 'assets val': 5000, 'collateral': 600, 'dec profit': 600.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 4.0}",A 30-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is secondary and the number of years that she has been in business is 4.0. She provided a 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 600 cedis.
643,1,9000,6000,1,30.0,10000,5000.0,2.0,3,38,9500,1,1,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 5000.0, xperience is 2.0, educatn is 3, age is 38, collateral is 9500, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 5000.0
 - xperience : 2.0
 - educatn : 3
 - age : 38
 - collateral : 9500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 5000.0. The xperience is 2.0. The educatn is 3. The age is 38. The collateral is 9500. 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>9000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>5000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>38</td>
      <td>9500</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 & 9000 & 30.000000 & 10000 & 5000.000000 & 2.000000 & 3 & 38 & 9500 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9500, 'dec profit': 5000.0, '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 9000 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 5000.0 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 9500 cedis.
644,0,5000,5000,0,60.0,8000,600.0,2.0,1,28,8000,0,0,0,0,5,0,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 8000, dec profit is 600.0, xperience is 2.0, educatn is 1, age is 28, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 600.0
 - xperience : 2.0
 - educatn : 1
 - age : 28
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 8000. The dec profit is 600.0. The xperience is 2.0. The educatn is 1. The age is 28. The collateral is 8000. The locatn is 0. 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>0</td>
      <td>5000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>600.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>28</td>
      <td>8000</td>
      <td>0</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 & 0 & 5000 & 60.000000 & 8000 & 600.000000 & 2.000000 & 1 & 28 & 8000 & 0 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 5000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 2.0}",A 28-year-old female is applying for a loan of 5000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 8000 cedis.
645,1,1600,1600,0,25.0,7500,125.0,9.0,2,40,12000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 1600, maturity is 25.0, assets val is 7500, dec profit is 125.0, xperience is 9.0, educatn is 2, age is 40, collateral is 12000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 1600
 - maturity : 25.0
 - assets val : 7500
 - dec profit : 125.0
 - xperience : 9.0
 - educatn : 2
 - age : 40
 - collateral : 12000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 1600. The maturity is 25.0. The assets val is 7500. The dec profit is 125.0. The xperience is 9.0. The educatn is 2. The age is 40. The collateral is 12000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>1600</td>
      <td>25.0</td>
      <td>7500</td>
      <td>125.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>40</td>
      <td>12000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 1600 & 25.000000 & 7500 & 125.000000 & 9.000000 & 2 & 40 & 12000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 1600, 'assets val': 7500, 'collateral': 12000, 'dec profit': 125.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 25.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 9.0}",A 40-year-old male is applying for a loan of 1600 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 25.0 years. His assets value is 7500 cedis and his declared profits (after tax) is 125.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 12000 cedis.
646,1,500,500,0,20.0,1000,200.0,3.0,3,34,1100,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 20.0, assets val is 1000, dec profit is 200.0, xperience is 3.0, educatn is 3, age is 34, collateral is 1100, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 20.0
 - assets val : 1000
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 3
 - age : 34
 - collateral : 1100
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 20.0. The assets val is 1000. The dec profit is 200.0. The xperience is 3.0. The educatn is 3. The age is 34. The collateral is 1100. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>20.0</td>
      <td>1000</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>34</td>
      <td>1100</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 500 & 20.000000 & 1000 & 200.000000 & 3.000000 & 3 & 34 & 1100 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 500, 'assets val': 1000, 'collateral': 1100, 'dec profit': 200.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 34-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 1100 cedis.
647,0,9000,6000,1,30.0,8000,800.0,2.0,4,33,8000,0,0,1,0,4,1,No,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 8000, dec profit is 800.0, xperience is 2.0, educatn is 4, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 4
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 8000. The dec profit is 800.0. The xperience is 2.0. The educatn is 4. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 4. 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>8000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>4</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>4</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 & 8000 & 800.000000 & 2.000000 & 4 & 33 & 8000 & 0 & 0 & 1 & 0 & 4 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 9000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 800.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 33-year-old female is applying for a loan of 9000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
648,0,600,600,0,30.0,8000,600.0,3.0,3,28,6000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 600, maturity is 30.0, assets val is 8000, dec profit is 600.0, xperience is 3.0, educatn is 3, age is 28, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 600.0
 - xperience : 3.0
 - educatn : 3
 - age : 28
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 30.0. The assets val is 8000. The dec profit is 600.0. The xperience is 3.0. The educatn is 3. The age is 28. The collateral is 6000. The locatn is 1. 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>600</td>
      <td>30.0</td>
      <td>8000</td>
      <td>600.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>28</td>
      <td>6000</td>
      <td>1</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 & 600 & 30.000000 & 8000 & 600.000000 & 3.000000 & 3 & 28 & 6000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 600, 'assets val': 8000, 'collateral': 6000, 'dec profit': 600.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 28-year-old female is applying for a loan of 600 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 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 6000 cedis.
649,1,15000,10000,1,60.0,5000,590.0,4.0,1,29,12000,0,0,1,0,1,0,No,"sex is 1, amnt req is 15000, maturity is 60.0, assets val is 5000, dec profit is 590.0, xperience is 4.0, educatn is 1, age is 29, collateral is 12000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 15000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 590.0
 - xperience : 4.0
 - educatn : 1
 - age : 29
 - collateral : 12000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 15000. The maturity is 60.0. The assets val is 5000. The dec profit is 590.0. The xperience is 4.0. The educatn is 1. The age is 29. The collateral is 12000. 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>1</td>
      <td>15000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>590.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>29</td>
      <td>12000</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 & 1 & 15000 & 60.000000 & 5000 & 590.000000 & 4.000000 & 1 & 29 & 12000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 15000, 'assets val': 5000, 'collateral': 12000, 'dec profit': 590.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 29-year-old male is applying for a loan of 15000 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 590.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 12000 cedis.
650,0,400,400,0,20.0,8000,960.0,4.0,1,48,1000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 400, maturity is 20.0, assets val is 8000, dec profit is 960.0, xperience is 4.0, educatn is 1, age is 48, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 400
 - maturity : 20.0
 - assets val : 8000
 - dec profit : 960.0
 - xperience : 4.0
 - educatn : 1
 - age : 48
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 400. The maturity is 20.0. The assets val is 8000. The dec profit is 960.0. The xperience is 4.0. The educatn is 1. The age is 48. The collateral is 1000. 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>400</td>
      <td>20.0</td>
      <td>8000</td>
      <td>960.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>48</td>
      <td>1000</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 & 400 & 20.000000 & 8000 & 960.000000 & 4.000000 & 1 & 48 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 400, 'assets val': 8000, 'collateral': 1000, 'dec profit': 960.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 48-year-old female is applying for a loan of 400 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 20.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 960.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 1000 cedis.
651,1,5000,2000,1,60.0,6000,2000.0,2.0,1,40,4000,0,0,0,1,5,0,No,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 6000, dec profit is 2000.0, xperience is 2.0, educatn is 1, age is 40, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 2000.0
 - xperience : 2.0
 - educatn : 1
 - age : 40
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 6000. The dec profit is 2000.0. The xperience is 2.0. The educatn is 1. The age is 40. The collateral is 4000. 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>5000</td>
      <td>60.0</td>
      <td>6000</td>
      <td>2000.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>40</td>
      <td>4000</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 & 5000 & 60.000000 & 6000 & 2000.000000 & 2.000000 & 1 & 40 & 4000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 6000, 'collateral': 4000, 'dec profit': 2000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 2.0}",A 40-year-old male is applying for a loan of 5000 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 6000 cedis and his declared profits (after tax) is 2000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 4000 cedis.
652,0,3000,3000,0,15.0,6500,450.0,3.0,3,31,4000,1,0,0,1,5,0,Yes,"sex is 0, amnt req is 3000, maturity is 15.0, assets val is 6500, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 31, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 15.0
 - assets val : 6500
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 31
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 15.0. The assets val is 6500. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 31. The collateral is 4000. The locatn is 1. 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>0</td>
      <td>3000</td>
      <td>15.0</td>
      <td>6500</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>31</td>
      <td>4000</td>
      <td>1</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 & 0 & 3000 & 15.000000 & 6500 & 450.000000 & 3.000000 & 3 & 31 & 4000 & 1 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 3000, 'assets val': 6500, 'collateral': 4000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 31-year-old female is applying for a loan of 3000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 6500 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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 4000 cedis.
653,0,400,400,0,15.0,1500,450.0,4.0,2,29,4500,0,0,1,0,3,0,Yes,"sex is 0, amnt req is 400, maturity is 15.0, assets val is 1500, dec profit is 450.0, xperience is 4.0, educatn is 2, age is 29, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 400
 - maturity : 15.0
 - assets val : 1500
 - dec profit : 450.0
 - xperience : 4.0
 - educatn : 2
 - age : 29
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 400. The maturity is 15.0. The assets val is 1500. The dec profit is 450.0. The xperience is 4.0. The educatn is 2. The age is 29. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>400</td>
      <td>15.0</td>
      <td>1500</td>
      <td>450.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>29</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 400 & 15.000000 & 1500 & 450.000000 & 4.000000 & 2 & 29 & 4500 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 400, 'assets val': 1500, 'collateral': 4500, 'dec profit': 450.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 29-year-old female is applying for a loan of 400 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 1500 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is secondary and the number of years that she has been in business is 4.0. 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 4500 cedis.
654,1,700,700,0,36.0,1400,100.0,5.0,1,46,6000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 700, maturity is 36.0, assets val is 1400, dec profit is 100.0, xperience is 5.0, educatn is 1, age is 46, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 36.0
 - assets val : 1400
 - dec profit : 100.0
 - xperience : 5.0
 - educatn : 1
 - age : 46
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 36.0. The assets val is 1400. The dec profit is 100.0. The xperience is 5.0. The educatn is 1. The age is 46. The collateral is 6000. 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>1</td>
      <td>700</td>
      <td>36.0</td>
      <td>1400</td>
      <td>100.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>46</td>
      <td>6000</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 & 1 & 700 & 36.000000 & 1400 & 100.000000 & 5.000000 & 1 & 46 & 6000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 700, 'assets val': 1400, 'collateral': 6000, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 46-year-old male is applying for a loan of 700 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 1400 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 6000 cedis.
655,1,2000,2000,0,30.0,2000,650.0,2.0,3,38,3000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 650.0, xperience is 2.0, educatn is 3, age is 38, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 650.0
 - xperience : 2.0
 - educatn : 3
 - age : 38
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 650.0. The xperience is 2.0. The educatn is 3. The age is 38. The collateral is 3000. The locatn is 1. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>650.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>38</td>
      <td>3000</td>
      <td>1</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 & 1 & 2000 & 30.000000 & 2000 & 650.000000 & 2.000000 & 3 & 38 & 3000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2000, 'assets val': 2000, 'collateral': 3000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 38-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. He did not provide any 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 3000 cedis.
656,0,800,400,1,60.0,800,185.0,6.0,1,49,3000,1,0,0,0,1,0,No,"sex is 0, amnt req is 800, maturity is 60.0, assets val is 800, dec profit is 185.0, xperience is 6.0, educatn is 1, age is 49, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 800
 - maturity : 60.0
 - assets val : 800
 - dec profit : 185.0
 - xperience : 6.0
 - educatn : 1
 - age : 49
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 800. The maturity is 60.0. The assets val is 800. The dec profit is 185.0. The xperience is 6.0. The educatn is 1. The age is 49. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>800</td>
      <td>60.0</td>
      <td>800</td>
      <td>185.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>49</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 800 & 60.000000 & 800 & 185.000000 & 6.000000 & 1 & 49 & 3000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 800, 'assets val': 800, 'collateral': 3000, 'dec profit': 185.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 49-year-old female is applying for a loan of 800 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 60.0 years. Her assets value is 800 cedis and her declared profits (after tax) is 185.0 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 not 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 3000 cedis.
657,0,6000,5000,0,30.0,9000,700.0,4.0,1,28,5000,1,0,0,1,1,0,No,"sex is 0, amnt req is 6000, maturity is 30.0, assets val is 9000, dec profit is 700.0, xperience is 4.0, educatn is 1, age is 28, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 4.0
 - educatn : 1
 - age : 28
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 6000. The maturity is 30.0. The assets val is 9000. The dec profit is 700.0. The xperience is 4.0. The educatn is 1. The age is 28. The collateral is 5000. The locatn is 1. 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>0</td>
      <td>6000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>28</td>
      <td>5000</td>
      <td>1</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 & 0 & 6000 & 30.000000 & 9000 & 700.000000 & 4.000000 & 1 & 28 & 5000 & 1 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 6000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 28-year-old female is applying for a loan of 6000 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 9000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 5000 cedis.
658,0,7000,7000,0,60.0,8000,750.0,3.0,1,30,750,1,1,0,0,2,0,Yes,"sex is 0, amnt req is 7000, maturity is 60.0, assets val is 8000, dec profit is 750.0, xperience is 3.0, educatn is 1, age is 30, collateral is 750, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 750.0
 - xperience : 3.0
 - educatn : 1
 - age : 30
 - collateral : 750
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 60.0. The assets val is 8000. The dec profit is 750.0. The xperience is 3.0. The educatn is 1. The age is 30. The collateral is 750. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 2. 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>7000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>750.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>30</td>
      <td>750</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 7000 & 60.000000 & 8000 & 750.000000 & 3.000000 & 1 & 30 & 750 & 1 & 1 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 7000, 'assets val': 8000, 'collateral': 750, 'dec profit': 750.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 3.0}",A 30-year-old female is applying for a loan of 7000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 750.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not 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 750 cedis.
659,1,10000,8000,1,30.0,2310,552.0,0.5,3,40,8000,1,0,0,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 30.0, assets val is 2310, dec profit is 552.0, xperience is 0.5, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 2310
 - dec profit : 552.0
 - xperience : 0.5
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 30.0. The assets val is 2310. The dec profit is 552.0. The xperience is 0.5. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>10000</td>
      <td>30.0</td>
      <td>2310</td>
      <td>552.0</td>
      <td>0.5</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 10000 & 30.000000 & 2310 & 552.000000 & 0.500000 & 3 & 40 & 8000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 2310, 'collateral': 8000, 'dec profit': 552.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 0.5}",A 40-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 2310 cedis and his declared profits (after tax) is 552.0 cedis. His educational background is primary and the number of years that he has been in business is 0.5. 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 8000 cedis.
660,1,2000,2000,0,60.0,2000,700.0,3.0,3,35,3000,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2000, dec profit is 700.0, xperience is 3.0, educatn is 3, age is 35, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2000. The dec profit is 700.0. The xperience is 3.0. The educatn is 3. 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 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>2000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 60.000000 & 2000 & 700.000000 & 3.000000 & 3 & 35 & 3000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 2000, 'collateral': 3000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 35-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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.
661,1,2000,1500,0,30.0,9000,1000.0,1.0,3,25,4000,0,0,1,1,4,0,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 9000, dec profit is 1000.0, xperience is 1.0, educatn is 3, age is 25, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 1000.0
 - xperience : 1.0
 - educatn : 3
 - age : 25
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 9000. The dec profit is 1000.0. The xperience is 1.0. The educatn is 3. The age is 25. The collateral is 4000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>1000.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>25</td>
      <td>4000</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 & 1 & 2000 & 30.000000 & 9000 & 1000.000000 & 1.000000 & 3 & 25 & 4000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 2000, 'assets val': 9000, 'collateral': 4000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 25-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
662,0,20000,12000,1,36.0,45000,16000.0,4.0,1,42,9000,0,1,1,0,1,1,No,"sex is 0, amnt req is 20000, maturity is 36.0, assets val is 45000, dec profit is 16000.0, xperience is 4.0, educatn is 1, age is 42, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 1","- sex : 0
 - amnt req : 20000
 - maturity : 36.0
 - assets val : 45000
 - dec profit : 16000.0
 - xperience : 4.0
 - educatn : 1
 - age : 42
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 1",The sex is 0. The amnt req is 20000. The maturity is 36.0. The assets val is 45000. The dec profit is 16000.0. The xperience is 4.0. The educatn is 1. The age is 42. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. 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>20000</td>
      <td>36.0</td>
      <td>45000</td>
      <td>16000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>42</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 20000 & 36.000000 & 45000 & 16000.000000 & 4.000000 & 1 & 42 & 9000 & 0 & 1 & 1 & 0 & 1 & 1 \\
\end{tabular}
","{'age': 42, 'amnt req': 20000, 'assets val': 45000, 'collateral': 9000, 'dec profit': 16000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 42-year-old female is applying for a loan of 20000 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 45000 cedis and her declared profits (after tax) is 16000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
663,0,5000,5000,0,36.0,9000,600.0,3.0,1,36,1300,1,0,0,1,4,0,Yes,"sex is 0, amnt req is 5000, maturity is 36.0, assets val is 9000, dec profit is 600.0, xperience is 3.0, educatn is 1, age is 36, collateral is 1300, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 36.0
 - assets val : 9000
 - dec profit : 600.0
 - xperience : 3.0
 - educatn : 1
 - age : 36
 - collateral : 1300
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 36.0. The assets val is 9000. The dec profit is 600.0. The xperience is 3.0. The educatn is 1. The age is 36. The collateral is 1300. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>36.0</td>
      <td>9000</td>
      <td>600.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>36</td>
      <td>1300</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 36.000000 & 9000 & 600.000000 & 3.000000 & 1 & 36 & 1300 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1300, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 36-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 36.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 600.0 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 not 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 1300 cedis.
664,0,1000,1000,0,30.0,3000,327.0,14.0,1,35,1500,0,1,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 3000, dec profit is 327.0, xperience is 14.0, educatn is 1, age is 35, collateral is 1500, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 327.0
 - xperience : 14.0
 - educatn : 1
 - age : 35
 - collateral : 1500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 3000. The dec profit is 327.0. The xperience is 14.0. The educatn is 1. The age is 35. The collateral is 1500. The locatn is 0. The guarantor is 1. 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>30.0</td>
      <td>3000</td>
      <td>327.0</td>
      <td>14.0</td>
      <td>1</td>
      <td>35</td>
      <td>1500</td>
      <td>0</td>
      <td>1</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 & 30.000000 & 3000 & 327.000000 & 14.000000 & 1 & 35 & 1500 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 1000, 'assets val': 3000, 'collateral': 1500, 'dec profit': 327.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 14.0}",A 35-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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 327.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 14.0. She provided a 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 1500 cedis.
665,1,1500,1500,0,20.0,3000,360.0,3.0,1,29,6000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 20.0, assets val is 3000, dec profit is 360.0, xperience is 3.0, educatn is 1, age is 29, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 20.0
 - assets val : 3000
 - dec profit : 360.0
 - xperience : 3.0
 - educatn : 1
 - age : 29
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 20.0. The assets val is 3000. The dec profit is 360.0. The xperience is 3.0. The educatn is 1. The age is 29. The collateral is 6000. 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>1</td>
      <td>1500</td>
      <td>20.0</td>
      <td>3000</td>
      <td>360.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>29</td>
      <td>6000</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 & 1 & 1500 & 20.000000 & 3000 & 360.000000 & 3.000000 & 1 & 29 & 6000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 1500, 'assets val': 3000, 'collateral': 6000, 'dec profit': 360.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 29-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 360.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 6000 cedis.
666,1,2000,2000,0,30.0,3500,1000.0,4.0,1,35,4000,0,0,0,0,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3500, dec profit is 1000.0, xperience is 4.0, educatn is 1, age is 35, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 1000.0
 - xperience : 4.0
 - educatn : 1
 - age : 35
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3500. The dec profit is 1000.0. The xperience is 4.0. The educatn is 1. The age is 35. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>2000</td>
      <td>30.0</td>
      <td>3500</td>
      <td>1000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>35</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 2000 & 30.000000 & 3500 & 1000.000000 & 4.000000 & 1 & 35 & 4000 & 0 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 3500, 'collateral': 4000, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 35-year-old male is applying for a loan of 2000 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 3500 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 4000 cedis.
667,1,1000,1000,0,30.0,1000,120.0,3.0,3,28,1800,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 1000, dec profit is 120.0, xperience is 3.0, educatn is 3, age is 28, collateral is 1800, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 120.0
 - xperience : 3.0
 - educatn : 3
 - age : 28
 - collateral : 1800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 1000. The dec profit is 120.0. The xperience is 3.0. The educatn is 3. The age is 28. The collateral is 1800. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>1000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>120.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>28</td>
      <td>1800</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 1000 & 30.000000 & 1000 & 120.000000 & 3.000000 & 3 & 28 & 1800 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 1000, 'assets val': 1000, 'collateral': 1800, 'dec profit': 120.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 28-year-old male is applying for a loan of 1000 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 30.0 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 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1800 cedis.
668,1,5000,5000,0,30.0,1000,180.0,10.0,4,40,7000,0,0,1,1,3,1,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 10.0, educatn is 4, age is 40, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 10.0
 - educatn : 4
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 10.0. The educatn is 4. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>10.0</td>
      <td>4</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 30.000000 & 1000 & 180.000000 & 10.000000 & 4 & 40 & 7000 & 0 & 0 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 180.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 10.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is illiterate and the number of years that he has been in business is 10.0. He did not provide any guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
669,0,9000,9000,0,60.0,15000,369.0,5.0,1,63,30000,1,0,0,0,2,0,Yes,"sex is 0, amnt req is 9000, maturity is 60.0, assets val is 15000, dec profit is 369.0, xperience is 5.0, educatn is 1, age is 63, collateral is 30000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 15000
 - dec profit : 369.0
 - xperience : 5.0
 - educatn : 1
 - age : 63
 - collateral : 30000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 60.0. The assets val is 15000. The dec profit is 369.0. The xperience is 5.0. The educatn is 1. The age is 63. The collateral is 30000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>9000</td>
      <td>60.0</td>
      <td>15000</td>
      <td>369.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>63</td>
      <td>30000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 9000 & 60.000000 & 15000 & 369.000000 & 5.000000 & 1 & 63 & 30000 & 1 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 63, 'amnt req': 9000, 'assets val': 15000, 'collateral': 30000, 'dec profit': 369.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 5.0}",A 63-year-old female is applying for a loan of 9000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 15000 cedis and her declared profits (after tax) is 369.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 30000 cedis.
670,1,2000,2000,0,30.0,6200,900.0,2.0,2,38,1400,0,0,0,1,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 6200, dec profit is 900.0, xperience is 2.0, educatn is 2, age is 38, collateral is 1400, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 6200
 - dec profit : 900.0
 - xperience : 2.0
 - educatn : 2
 - age : 38
 - collateral : 1400
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 6200. The dec profit is 900.0. The xperience is 2.0. The educatn is 2. The age is 38. The collateral is 1400. 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>2000</td>
      <td>30.0</td>
      <td>6200</td>
      <td>900.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>38</td>
      <td>1400</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 & 2000 & 30.000000 & 6200 & 900.000000 & 2.000000 & 2 & 38 & 1400 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2000, 'assets val': 6200, 'collateral': 1400, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 38-year-old male is applying for a loan of 2000 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 6200 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. 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 1400 cedis.
671,0,2000,1500,1,60.0,2660,432.0,5.0,1,57,2000,0,0,1,1,1,0,No,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 2660, dec profit is 432.0, xperience is 5.0, educatn is 1, age is 57, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2660
 - dec profit : 432.0
 - xperience : 5.0
 - educatn : 1
 - age : 57
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 2660. The dec profit is 432.0. The xperience is 5.0. The educatn is 1. The age is 57. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2660</td>
      <td>432.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>57</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 2000 & 60.000000 & 2660 & 432.000000 & 5.000000 & 1 & 57 & 2000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 57, 'amnt req': 2000, 'assets val': 2660, 'collateral': 2000, 'dec profit': 432.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 57-year-old female is applying for a loan of 2000 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 60.0 years. Her assets value is 2660 cedis and her declared profits (after tax) is 432.0 cedis. Her educational background is tertiary 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.
672,1,400,400,0,30.0,8000,700.0,2.0,1,20,1500,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 400, maturity is 30.0, assets val is 8000, dec profit is 700.0, xperience is 2.0, educatn is 1, age is 20, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 700.0
 - xperience : 2.0
 - educatn : 1
 - age : 20
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 30.0. The assets val is 8000. The dec profit is 700.0. The xperience is 2.0. The educatn is 1. The age is 20. The collateral is 1500. The locatn is 1. 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>1</td>
      <td>400</td>
      <td>30.0</td>
      <td>8000</td>
      <td>700.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>20</td>
      <td>1500</td>
      <td>1</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 & 1 & 400 & 30.000000 & 8000 & 700.000000 & 2.000000 & 1 & 20 & 1500 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 20, 'amnt req': 400, 'assets val': 8000, 'collateral': 1500, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 20-year-old male is applying for a loan of 400 cedis. The applicant works in agriculture 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 8000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 1500 cedis.
673,0,1000,1000,0,30.0,1500,164.0,6.0,1,33,6000,1,0,0,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 1500, dec profit is 164.0, xperience is 6.0, educatn is 1, age is 33, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 164.0
 - xperience : 6.0
 - educatn : 1
 - age : 33
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 1500. The dec profit is 164.0. The xperience is 6.0. The educatn is 1. The age is 33. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>30.0</td>
      <td>1500</td>
      <td>164.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>33</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 30.000000 & 1500 & 164.000000 & 6.000000 & 1 & 33 & 6000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1000, 'assets val': 1500, 'collateral': 6000, 'dec profit': 164.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 33-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 30.0 years. Her assets value is 1500 cedis and her declared profits (after tax) is 164.0 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 not 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 6000 cedis.
674,1,2000,1500,1,30.0,2400,570.0,3.0,1,26,2000,1,0,0,1,4,0,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2400, dec profit is 570.0, xperience is 3.0, educatn is 1, age is 26, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2400
 - dec profit : 570.0
 - xperience : 3.0
 - educatn : 1
 - age : 26
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2400. The dec profit is 570.0. The xperience is 3.0. The educatn is 1. The age is 26. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2400</td>
      <td>570.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>26</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 2400 & 570.000000 & 3.000000 & 1 & 26 & 2000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 2000, 'assets val': 2400, 'collateral': 2000, 'dec profit': 570.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 26-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2400 cedis and his declared profits (after tax) is 570.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 2000 cedis.
675,0,1600,1600,0,60.0,5000,285.0,3.0,3,48,4000,1,0,0,1,4,0,Yes,"sex is 0, amnt req is 1600, maturity is 60.0, assets val is 5000, dec profit is 285.0, xperience is 3.0, educatn is 3, age is 48, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1600
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 285.0
 - xperience : 3.0
 - educatn : 3
 - age : 48
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 1600. The maturity is 60.0. The assets val is 5000. The dec profit is 285.0. The xperience is 3.0. The educatn is 3. The age is 48. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1600</td>
      <td>60.0</td>
      <td>5000</td>
      <td>285.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>48</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1600 & 60.000000 & 5000 & 285.000000 & 3.000000 & 3 & 48 & 4000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 1600, 'assets val': 5000, 'collateral': 4000, 'dec profit': 285.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 48-year-old female is applying for a loan of 1600 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 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 285.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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 4000 cedis.
676,1,600,550,1,60.0,3000,450.0,25.0,1,50,3000,1,1,1,0,4,0,No,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 3000, dec profit is 450.0, xperience is 25.0, educatn is 1, age is 50, collateral is 3000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 450.0
 - xperience : 25.0
 - educatn : 1
 - age : 50
 - collateral : 3000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 3000. The dec profit is 450.0. The xperience is 25.0. The educatn is 1. The age is 50. The collateral is 3000. 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>600</td>
      <td>60.0</td>
      <td>3000</td>
      <td>450.0</td>
      <td>25.0</td>
      <td>1</td>
      <td>50</td>
      <td>3000</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 & 600 & 60.000000 & 3000 & 450.000000 & 25.000000 & 1 & 50 & 3000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 600, 'assets val': 3000, 'collateral': 3000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 25.0}",A 50-year-old male is applying for a loan of 600 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 60.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is tertiary and the number of years that he has been in business is 25.0. 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 3000 cedis.
677,1,10000,7000,1,60.0,8000,250.0,2.0,2,39,6000,1,1,1,0,2,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 8000, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 39, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 8000. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>10000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 10000 & 60.000000 & 8000 & 250.000000 & 2.000000 & 2 & 39 & 6000 & 1 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 10000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 10000 cedis. The applicant works in transport 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 8000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary 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 6000 cedis.
678,0,2000,2000,0,30.0,2500,255.0,8.0,1,43,6000,1,0,0,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 2500, dec profit is 255.0, xperience is 8.0, educatn is 1, age is 43, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 255.0
 - xperience : 8.0
 - educatn : 1
 - age : 43
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 2500. The dec profit is 255.0. The xperience is 8.0. The educatn is 1. The age is 43. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>30.0</td>
      <td>2500</td>
      <td>255.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>43</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 30.000000 & 2500 & 255.000000 & 8.000000 & 1 & 43 & 6000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 2000, 'assets val': 2500, 'collateral': 6000, 'dec profit': 255.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 8.0}",A 43-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 30.0 years. Her assets value is 2500 cedis and her declared profits (after tax) is 255.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is not 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 6000 cedis.
679,0,10000,8000,1,36.0,3000,2500.0,1.0,3,25,3000,1,0,0,0,4,0,No,"sex is 0, amnt req is 10000, maturity is 36.0, assets val is 3000, dec profit is 2500.0, xperience is 1.0, educatn is 3, age is 25, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 36.0
 - assets val : 3000
 - dec profit : 2500.0
 - xperience : 1.0
 - educatn : 3
 - age : 25
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 36.0. The assets val is 3000. The dec profit is 2500.0. The xperience is 1.0. The educatn is 3. The age is 25. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>0</td>
      <td>10000</td>
      <td>36.0</td>
      <td>3000</td>
      <td>2500.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>25</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 0 & 10000 & 36.000000 & 3000 & 2500.000000 & 1.000000 & 3 & 25 & 3000 & 1 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 10000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 2500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 1.0}",A 25-year-old female is applying for a loan of 10000 cedis. The applicant works in agriculture 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 3000 cedis and her declared profits (after tax) is 2500.0 cedis. Her educational background is primary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 3000 cedis.
680,0,10000,10000,0,60.0,25000,15000.0,6.0,1,43,12000,1,1,1,1,3,1,Yes,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 25000, dec profit is 15000.0, xperience is 6.0, educatn is 1, age is 43, collateral is 12000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 25000
 - dec profit : 15000.0
 - xperience : 6.0
 - educatn : 1
 - age : 43
 - collateral : 12000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 25000. The dec profit is 15000.0. The xperience is 6.0. The educatn is 1. The age is 43. The collateral is 12000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>10000</td>
      <td>60.0</td>
      <td>25000</td>
      <td>15000.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>43</td>
      <td>12000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 10000 & 60.000000 & 25000 & 15000.000000 & 6.000000 & 1 & 43 & 12000 & 1 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 43, 'amnt req': 10000, 'assets val': 25000, 'collateral': 12000, 'dec profit': 15000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 43-year-old female is applying for a loan of 10000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 25000 cedis and her declared profits (after tax) is 15000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 6.0. 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 12000 cedis.
681,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
682,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
683,1,2000,2000,0,60.0,3100,545.0,15.0,1,38,1500,1,1,1,1,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 3100, dec profit is 545.0, xperience is 15.0, educatn is 1, age is 38, collateral is 1500, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 3100
 - dec profit : 545.0
 - xperience : 15.0
 - educatn : 1
 - age : 38
 - collateral : 1500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 3100. The dec profit is 545.0. The xperience is 15.0. The educatn is 1. The age is 38. The collateral is 1500. The locatn is 1. The guarantor is 1. The relatnshp is 1. 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>2000</td>
      <td>60.0</td>
      <td>3100</td>
      <td>545.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>38</td>
      <td>1500</td>
      <td>1</td>
      <td>1</td>
      <td>1</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 & 2000 & 60.000000 & 3100 & 545.000000 & 15.000000 & 1 & 38 & 1500 & 1 & 1 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2000, 'assets val': 3100, 'collateral': 1500, 'dec profit': 545.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 15.0}",A 38-year-old male is applying for a loan of 2000 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 60.0 years. His assets value is 3100 cedis and his declared profits (after tax) is 545.0 cedis. His educational background is tertiary and the number of years that he has been in business is 15.0. 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 1500 cedis.
684,0,5000,5000,0,30.0,12000,750.0,20.0,2,53,7000,0,0,0,0,3,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 12000, dec profit is 750.0, xperience is 20.0, educatn is 2, age is 53, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 750.0
 - xperience : 20.0
 - educatn : 2
 - age : 53
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 12000. The dec profit is 750.0. The xperience is 20.0. The educatn is 2. The age is 53. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>12000</td>
      <td>750.0</td>
      <td>20.0</td>
      <td>2</td>
      <td>53</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 12000 & 750.000000 & 20.000000 & 2 & 53 & 7000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 5000, 'assets val': 12000, 'collateral': 7000, 'dec profit': 750.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 20.0}",A 53-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 750.0 cedis. Her educational background is secondary and the number of years that she has been in business is 20.0. She did not provide any guarantor and this is not 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 7000 cedis.
685,0,500,500,0,36.0,1000,200.0,1.0,1,32,2000,1,0,0,0,1,0,Yes,"sex is 0, amnt req is 500, maturity is 36.0, assets val is 1000, dec profit is 200.0, xperience is 1.0, educatn is 1, age is 32, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 36.0
 - assets val : 1000
 - dec profit : 200.0
 - xperience : 1.0
 - educatn : 1
 - age : 32
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 36.0. The assets val is 1000. The dec profit is 200.0. The xperience is 1.0. The educatn is 1. The age is 32. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>500</td>
      <td>36.0</td>
      <td>1000</td>
      <td>200.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>32</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 500 & 36.000000 & 1000 & 200.000000 & 1.000000 & 1 & 32 & 2000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 500, 'assets val': 1000, 'collateral': 2000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 32-year-old female is applying for a loan of 500 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 1000 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 2000 cedis.
686,1,7000,7000,0,30.0,15000,8000.0,6.0,1,47,8000,0,1,1,0,3,1,Yes,"sex is 1, amnt req is 7000, maturity is 30.0, assets val is 15000, dec profit is 8000.0, xperience is 6.0, educatn is 1, age is 47, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 1","- sex : 1
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 15000
 - dec profit : 8000.0
 - xperience : 6.0
 - educatn : 1
 - age : 47
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 7000. The maturity is 30.0. The assets val is 15000. The dec profit is 8000.0. The xperience is 6.0. The educatn is 1. The age is 47. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>1</td>
      <td>7000</td>
      <td>30.0</td>
      <td>15000</td>
      <td>8000.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>47</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 1 & 7000 & 30.000000 & 15000 & 8000.000000 & 6.000000 & 1 & 47 & 8000 & 0 & 1 & 1 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 15000, 'collateral': 8000, 'dec profit': 8000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 6.0}",A 47-year-old male is applying for a loan of 7000 cedis. The applicant works in manufacturing 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 15000 cedis and his declared profits (after tax) is 8000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
687,1,3000,3000,0,30.0,6000,720.0,4.0,3,54,2000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 6000, dec profit is 720.0, xperience is 4.0, educatn is 3, age is 54, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 720.0
 - xperience : 4.0
 - educatn : 3
 - age : 54
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 6000. The dec profit is 720.0. The xperience is 4.0. The educatn is 3. The age is 54. The collateral is 2000. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>720.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>54</td>
      <td>2000</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 & 1 & 3000 & 30.000000 & 6000 & 720.000000 & 4.000000 & 3 & 54 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 54, 'amnt req': 3000, 'assets val': 6000, 'collateral': 2000, 'dec profit': 720.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 54-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 6000 cedis and his declared profits (after tax) is 720.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
688,1,700,500,1,20.0,1000,100.0,2.0,1,25,1000,0,0,0,1,4,0,No,"sex is 1, amnt req is 700, maturity is 20.0, assets val is 1000, dec profit is 100.0, xperience is 2.0, educatn is 1, age is 25, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 20.0
 - assets val : 1000
 - dec profit : 100.0
 - xperience : 2.0
 - educatn : 1
 - age : 25
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 20.0. The assets val is 1000. The dec profit is 100.0. The xperience is 2.0. The educatn is 1. The age is 25. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>700</td>
      <td>20.0</td>
      <td>1000</td>
      <td>100.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>25</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 700 & 20.000000 & 1000 & 100.000000 & 2.000000 & 1 & 25 & 1000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 700, 'assets val': 1000, 'collateral': 1000, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 25-year-old male is applying for a loan of 700 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 1000 cedis.
689,0,10000,7000,1,60.0,17440,5000.0,3.0,1,35,10000,0,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 17440, dec profit is 5000.0, xperience is 3.0, educatn is 1, age is 35, collateral is 10000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 17440
 - dec profit : 5000.0
 - xperience : 3.0
 - educatn : 1
 - age : 35
 - collateral : 10000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 17440. The dec profit is 5000.0. The xperience is 3.0. The educatn is 1. The age is 35. The collateral is 10000. The locatn is 0. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>17440</td>
      <td>5000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>35</td>
      <td>10000</td>
      <td>0</td>
      <td>1</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 & 10000 & 60.000000 & 17440 & 5000.000000 & 3.000000 & 1 & 35 & 10000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 10000, 'assets val': 17440, 'collateral': 10000, 'dec profit': 5000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 17440 cedis and her declared profits (after tax) is 5000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a 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 10000 cedis.
690,1,5000,5000,0,15.0,4500,700.0,5.0,2,35,2000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 15.0, assets val is 4500, dec profit is 700.0, xperience is 5.0, educatn is 2, age is 35, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 15.0
 - assets val : 4500
 - dec profit : 700.0
 - xperience : 5.0
 - educatn : 2
 - age : 35
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 15.0. The assets val is 4500. The dec profit is 700.0. The xperience is 5.0. The educatn is 2. The age is 35. The collateral is 2000. The locatn is 1. 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>1</td>
      <td>5000</td>
      <td>15.0</td>
      <td>4500</td>
      <td>700.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>35</td>
      <td>2000</td>
      <td>1</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 & 1 & 5000 & 15.000000 & 4500 & 700.000000 & 5.000000 & 2 & 35 & 2000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 5000, 'assets val': 4500, 'collateral': 2000, 'dec profit': 700.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 35-year-old male is applying for a loan of 5000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 4500 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. He did not provide any 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 2000 cedis.
691,1,500,500,0,36.0,1000,120.0,2.0,1,39,950,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 36.0, assets val is 1000, dec profit is 120.0, xperience is 2.0, educatn is 1, age is 39, collateral is 950, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 36.0
 - assets val : 1000
 - dec profit : 120.0
 - xperience : 2.0
 - educatn : 1
 - age : 39
 - collateral : 950
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 36.0. The assets val is 1000. The dec profit is 120.0. The xperience is 2.0. The educatn is 1. The age is 39. The collateral is 950. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>36.0</td>
      <td>1000</td>
      <td>120.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>39</td>
      <td>950</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 500 & 36.000000 & 1000 & 120.000000 & 2.000000 & 1 & 39 & 950 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 500, 'assets val': 1000, 'collateral': 950, 'dec profit': 120.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 120.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 950 cedis.
692,1,4000,4000,0,60.0,14000,7000.0,4.0,1,43,6000,1,1,1,0,1,1,Yes,"sex is 1, amnt req is 4000, maturity is 60.0, assets val is 14000, dec profit is 7000.0, xperience is 4.0, educatn is 1, age is 43, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 1","- sex : 1
 - amnt req : 4000
 - maturity : 60.0
 - assets val : 14000
 - dec profit : 7000.0
 - xperience : 4.0
 - educatn : 1
 - age : 43
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 1",The sex is 1. The amnt req is 4000. The maturity is 60.0. The assets val is 14000. The dec profit is 7000.0. The xperience is 4.0. The educatn is 1. The age is 43. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. 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>1</td>
      <td>4000</td>
      <td>60.0</td>
      <td>14000</td>
      <td>7000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>43</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 4000 & 60.000000 & 14000 & 7000.000000 & 4.000000 & 1 & 43 & 6000 & 1 & 1 & 1 & 0 & 1 & 1 \\
\end{tabular}
","{'age': 43, 'amnt req': 4000, 'assets val': 14000, 'collateral': 6000, 'dec profit': 7000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 43-year-old male is applying for a loan of 4000 cedis. The applicant works in commerce 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 14000 cedis and his declared profits (after tax) is 7000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He resides or have his business close to the bank. The value of his collateral is 6000 cedis.
693,0,800,800,0,30.0,1500,400.0,5.0,2,38,4500,0,0,1,1,3,0,Yes,"sex is 0, amnt req is 800, maturity is 30.0, assets val is 1500, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 38, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 800
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 38
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 800. The maturity is 30.0. The assets val is 1500. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 38. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>800</td>
      <td>30.0</td>
      <td>1500</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>38</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 800 & 30.000000 & 1500 & 400.000000 & 5.000000 & 2 & 38 & 4500 & 0 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 800, 'assets val': 1500, 'collateral': 4500, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 38-year-old female is applying for a loan of 800 cedis. The applicant works in manufacturing 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 1500 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 4500 cedis.
694,1,2000,2000,0,30.0,7000,500.0,7.0,1,44,5000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 7000, dec profit is 500.0, xperience is 7.0, educatn is 1, age is 44, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 500.0
 - xperience : 7.0
 - educatn : 1
 - age : 44
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 7000. The dec profit is 500.0. The xperience is 7.0. The educatn is 1. The age is 44. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>500.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>44</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 7000 & 500.000000 & 7.000000 & 1 & 44 & 5000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 2000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 44-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 7000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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 5000 cedis.
695,1,2000,1800,1,30.0,6000,350.0,15.0,3,54,1500,1,1,1,1,5,1,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 6000, dec profit is 350.0, xperience is 15.0, educatn is 3, age is 54, collateral is 1500, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 350.0
 - xperience : 15.0
 - educatn : 3
 - age : 54
 - collateral : 1500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 6000. The dec profit is 350.0. The xperience is 15.0. The educatn is 3. The age is 54. The collateral is 1500. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>350.0</td>
      <td>15.0</td>
      <td>3</td>
      <td>54</td>
      <td>1500</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 1 & 2000 & 30.000000 & 6000 & 350.000000 & 15.000000 & 3 & 54 & 1500 & 1 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 54, 'amnt req': 2000, 'assets val': 6000, 'collateral': 1500, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 1, 'xperience': 15.0}",A 54-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 30.0 years. His assets value is 6000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is primary and the number of years that he has been in business is 15.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He resides or have his business close to the bank. The value of his collateral is 1500 cedis.
696,1,2000,2000,0,30.0,1000,760.0,2.0,2,34,1000,0,0,0,0,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 1000, dec profit is 760.0, xperience is 2.0, educatn is 2, age is 34, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 760.0
 - xperience : 2.0
 - educatn : 2
 - age : 34
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 1000. The dec profit is 760.0. The xperience is 2.0. The educatn is 2. The age is 34. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>1000</td>
      <td>760.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>34</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 1000 & 760.000000 & 2.000000 & 2 & 34 & 1000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 1000, 'collateral': 1000, 'dec profit': 760.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 2.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 760.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. 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 1000 cedis.
697,0,10000,10000,0,50.0,14000,925.0,2.0,1,49,12000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 10000, maturity is 50.0, assets val is 14000, dec profit is 925.0, xperience is 2.0, educatn is 1, age is 49, collateral is 12000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 50.0
 - assets val : 14000
 - dec profit : 925.0
 - xperience : 2.0
 - educatn : 1
 - age : 49
 - collateral : 12000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 50.0. The assets val is 14000. The dec profit is 925.0. The xperience is 2.0. The educatn is 1. The age is 49. The collateral is 12000. 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>10000</td>
      <td>50.0</td>
      <td>14000</td>
      <td>925.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>49</td>
      <td>12000</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 & 10000 & 50.000000 & 14000 & 925.000000 & 2.000000 & 1 & 49 & 12000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 10000, 'assets val': 14000, 'collateral': 12000, 'dec profit': 925.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 50.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 49-year-old female is applying for a loan of 10000 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 50.0 years. Her assets value is 14000 cedis and her declared profits (after tax) is 925.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 12000 cedis.
698,1,5000,2000,1,12.0,2000,1500.0,4.0,1,41,4000,0,0,1,0,5,0,No,"sex is 1, amnt req is 5000, maturity is 12.0, assets val is 2000, dec profit is 1500.0, xperience is 4.0, educatn is 1, age is 41, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 12.0
 - assets val : 2000
 - dec profit : 1500.0
 - xperience : 4.0
 - educatn : 1
 - age : 41
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 12.0. The assets val is 2000. The dec profit is 1500.0. The xperience is 4.0. The educatn is 1. The age is 41. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>5000</td>
      <td>12.0</td>
      <td>2000</td>
      <td>1500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>41</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 5000 & 12.000000 & 2000 & 1500.000000 & 4.000000 & 1 & 41 & 4000 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 5000, 'assets val': 2000, 'collateral': 4000, 'dec profit': 1500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 41-year-old male is applying for a loan of 5000 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 12.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 1500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
699,1,10000,10000,0,60.0,14000,5000.0,5.0,3,43,9000,0,1,1,0,3,1,Yes,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 14000, dec profit is 5000.0, xperience is 5.0, educatn is 3, age is 43, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 1","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 14000
 - dec profit : 5000.0
 - xperience : 5.0
 - educatn : 3
 - age : 43
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 14000. The dec profit is 5000.0. The xperience is 5.0. The educatn is 3. The age is 43. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>1</td>
      <td>10000</td>
      <td>60.0</td>
      <td>14000</td>
      <td>5000.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>43</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 1 & 10000 & 60.000000 & 14000 & 5000.000000 & 5.000000 & 3 & 43 & 9000 & 0 & 1 & 1 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 43, 'amnt req': 10000, 'assets val': 14000, 'collateral': 9000, 'dec profit': 5000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 5.0}",A 43-year-old male is applying for a loan of 10000 cedis. The applicant works in manufacturing 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 14000 cedis and his declared profits (after tax) is 5000.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 9000 cedis.
700,1,400,400,0,15.0,1000,200.0,8.0,1,28,5000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 400, maturity is 15.0, assets val is 1000, dec profit is 200.0, xperience is 8.0, educatn is 1, age is 28, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 200.0
 - xperience : 8.0
 - educatn : 1
 - age : 28
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 15.0. The assets val is 1000. The dec profit is 200.0. The xperience is 8.0. The educatn is 1. The age is 28. The collateral is 5000. 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>400</td>
      <td>15.0</td>
      <td>1000</td>
      <td>200.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>28</td>
      <td>5000</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 & 400 & 15.000000 & 1000 & 200.000000 & 8.000000 & 1 & 28 & 5000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 400, 'assets val': 1000, 'collateral': 5000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 8.0}",A 28-year-old male is applying for a loan of 400 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 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is tertiary 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
701,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,7000,1,0,1,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 7000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>7000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 7000 & 1 & 0 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any 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 7000 cedis.
702,0,5000,4000,1,15.0,8000,600.0,5.0,2,41,7000,0,0,1,0,3,0,No,"sex is 0, amnt req is 5000, maturity is 15.0, assets val is 8000, dec profit is 600.0, xperience is 5.0, educatn is 2, age is 41, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 15.0
 - assets val : 8000
 - dec profit : 600.0
 - xperience : 5.0
 - educatn : 2
 - age : 41
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 15.0. The assets val is 8000. The dec profit is 600.0. The xperience is 5.0. The educatn is 2. The age is 41. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>15.0</td>
      <td>8000</td>
      <td>600.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>41</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 15.000000 & 8000 & 600.000000 & 5.000000 & 2 & 41 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 5000, 'assets val': 8000, 'collateral': 7000, 'dec profit': 600.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 41-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is secondary 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 7000 cedis.
703,1,2000,2000,0,30.0,2500,770.0,2.0,1,34,3000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2500, dec profit is 770.0, xperience is 2.0, educatn is 1, age is 34, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 770.0
 - xperience : 2.0
 - educatn : 1
 - age : 34
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2500. The dec profit is 770.0. The xperience is 2.0. The educatn is 1. The age is 34. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2500</td>
      <td>770.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>34</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 2500 & 770.000000 & 2.000000 & 1 & 34 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 2500, 'collateral': 3000, 'dec profit': 770.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 2500 cedis and his declared profits (after tax) is 770.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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.
704,1,5000,2000,1,12.0,5000,800.0,1.5,3,50,3000,1,0,1,1,4,0,No,"sex is 1, amnt req is 5000, maturity is 12.0, assets val is 5000, dec profit is 800.0, xperience is 1.5, educatn is 3, age is 50, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 12.0
 - assets val : 5000
 - dec profit : 800.0
 - xperience : 1.5
 - educatn : 3
 - age : 50
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 12.0. The assets val is 5000. The dec profit is 800.0. The xperience is 1.5. The educatn is 3. The age is 50. The collateral is 3000. The locatn is 1. 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>1</td>
      <td>5000</td>
      <td>12.0</td>
      <td>5000</td>
      <td>800.0</td>
      <td>1.5</td>
      <td>3</td>
      <td>50</td>
      <td>3000</td>
      <td>1</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 & 1 & 5000 & 12.000000 & 5000 & 800.000000 & 1.500000 & 3 & 50 & 3000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 5000, 'assets val': 5000, 'collateral': 3000, 'dec profit': 800.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 12.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.5}",A 50-year-old male is applying for a loan of 5000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is primary and the number of years that he has been in business is 1.5. He did not provide any 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 3000 cedis.
705,1,2000,2000,0,60.0,2000,720.0,1.0,1,36,3000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2000, dec profit is 720.0, xperience is 1.0, educatn is 1, age is 36, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 720.0
 - xperience : 1.0
 - educatn : 1
 - age : 36
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2000. The dec profit is 720.0. The xperience is 1.0. The educatn is 1. The age is 36. The collateral is 3000. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>720.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>36</td>
      <td>3000</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 & 1 & 2000 & 60.000000 & 2000 & 720.000000 & 1.000000 & 1 & 36 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2000, 'assets val': 2000, 'collateral': 3000, 'dec profit': 720.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 36-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 720.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
706,0,3000,3000,1,60.0,4655,479.0,8.0,1,37,5000,0,0,0,1,1,0,Yes,"sex is 0, amnt req is 3000, maturity is 60.0, assets val is 4655, dec profit is 479.0, xperience is 8.0, educatn is 1, age is 37, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 4655
 - dec profit : 479.0
 - xperience : 8.0
 - educatn : 1
 - age : 37
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 60.0. The assets val is 4655. The dec profit is 479.0. The xperience is 8.0. The educatn is 1. The age is 37. The collateral is 5000. 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>0</td>
      <td>3000</td>
      <td>60.0</td>
      <td>4655</td>
      <td>479.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>37</td>
      <td>5000</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 & 0 & 3000 & 60.000000 & 4655 & 479.000000 & 8.000000 & 1 & 37 & 5000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 3000, 'assets val': 4655, 'collateral': 5000, 'dec profit': 479.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 8.0}",A 37-year-old female is applying for a loan of 3000 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 60.0 years. Her assets value is 4655 cedis and her declared profits (after tax) is 479.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is not 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 5000 cedis.
707,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
708,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,9000,0,0,1,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 0 & 0 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
709,0,700,500,1,60.0,3000,450.0,6.0,1,30,2500,0,0,0,1,5,0,No,"sex is 0, amnt req is 700, maturity is 60.0, assets val is 3000, dec profit is 450.0, xperience is 6.0, educatn is 1, age is 30, collateral is 2500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 700
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 450.0
 - xperience : 6.0
 - educatn : 1
 - age : 30
 - collateral : 2500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 700. The maturity is 60.0. The assets val is 3000. The dec profit is 450.0. The xperience is 6.0. The educatn is 1. The age is 30. The collateral is 2500. 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>0</td>
      <td>700</td>
      <td>60.0</td>
      <td>3000</td>
      <td>450.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>30</td>
      <td>2500</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 & 0 & 700 & 60.000000 & 3000 & 450.000000 & 6.000000 & 1 & 30 & 2500 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 700, 'assets val': 3000, 'collateral': 2500, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 30-year-old female is applying for a loan of 700 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 450.0 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 not 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 2500 cedis.
710,0,2000,2000,0,60.0,5600,650.0,12.0,1,52,5000,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 5600, dec profit is 650.0, xperience is 12.0, educatn is 1, age is 52, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 5600
 - dec profit : 650.0
 - xperience : 12.0
 - educatn : 1
 - age : 52
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 5600. The dec profit is 650.0. The xperience is 12.0. The educatn is 1. The age is 52. The collateral is 5000. 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>2000</td>
      <td>60.0</td>
      <td>5600</td>
      <td>650.0</td>
      <td>12.0</td>
      <td>1</td>
      <td>52</td>
      <td>5000</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 & 2000 & 60.000000 & 5600 & 650.000000 & 12.000000 & 1 & 52 & 5000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 52, 'amnt req': 2000, 'assets val': 5600, 'collateral': 5000, 'dec profit': 650.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 12.0}",A 52-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 60.0 years. Her assets value is 5600 cedis and her declared profits (after tax) is 650.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 12.0. 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 5000 cedis.
711,1,500,500,0,30.0,7000,400.0,7.0,1,47,1000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 7.0, educatn is 1, age is 47, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 7.0
 - educatn : 1
 - age : 47
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 7.0. The educatn is 1. The age is 47. The collateral is 1000. 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>1</td>
      <td>500</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>47</td>
      <td>1000</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 & 1 & 500 & 30.000000 & 7000 & 400.000000 & 7.000000 & 1 & 47 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 500, 'assets val': 7000, 'collateral': 1000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 47-year-old male is applying for a loan of 500 cedis. The applicant works in commerce 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 7000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
712,0,50000,50000,0,36.0,20000,3000.0,25.0,1,50,20000,1,0,1,0,4,0,Yes,"sex is 0, amnt req is 50000, maturity is 36.0, assets val is 20000, dec profit is 3000.0, xperience is 25.0, educatn is 1, age is 50, collateral is 20000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 0
 - amnt req : 50000
 - maturity : 36.0
 - assets val : 20000
 - dec profit : 3000.0
 - xperience : 25.0
 - educatn : 1
 - age : 50
 - collateral : 20000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 50000. The maturity is 36.0. The assets val is 20000. The dec profit is 3000.0. The xperience is 25.0. The educatn is 1. The age is 50. The collateral is 20000. The locatn is 1. The guarantor is 0. 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>0</td>
      <td>50000</td>
      <td>36.0</td>
      <td>20000</td>
      <td>3000.0</td>
      <td>25.0</td>
      <td>1</td>
      <td>50</td>
      <td>20000</td>
      <td>1</td>
      <td>0</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 & 0 & 50000 & 36.000000 & 20000 & 3000.000000 & 25.000000 & 1 & 50 & 20000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 50000, 'assets val': 20000, 'collateral': 20000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 25.0}",A 50-year-old female is applying for a loan of 50000 cedis. The applicant works in agriculture 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 20000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 25.0. 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.
713,0,4500,4500,0,60.0,42000,6900.0,2.0,1,47,7000,1,1,0,1,1,1,Yes,"sex is 0, amnt req is 4500, maturity is 60.0, assets val is 42000, dec profit is 6900.0, xperience is 2.0, educatn is 1, age is 47, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 1, savings is 1","- sex : 0
 - amnt req : 4500
 - maturity : 60.0
 - assets val : 42000
 - dec profit : 6900.0
 - xperience : 2.0
 - educatn : 1
 - age : 47
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 1",The sex is 0. The amnt req is 4500. The maturity is 60.0. The assets val is 42000. The dec profit is 6900.0. The xperience is 2.0. The educatn is 1. The age is 47. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>4500</td>
      <td>60.0</td>
      <td>42000</td>
      <td>6900.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>47</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 4500 & 60.000000 & 42000 & 6900.000000 & 2.000000 & 1 & 47 & 7000 & 1 & 1 & 0 & 1 & 1 & 1 \\
\end{tabular}
","{'age': 47, 'amnt req': 4500, 'assets val': 42000, 'collateral': 7000, 'dec profit': 6900.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 47-year-old female is applying for a loan of 4500 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 60.0 years. Her assets value is 42000 cedis and her declared profits (after tax) is 6900.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not 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 7000 cedis.
714,1,5000,5000,0,60.0,1000,500.0,3.0,3,32,5000,1,1,1,0,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 1000, dec profit is 500.0, xperience is 3.0, educatn is 3, age is 32, collateral is 5000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 500.0
 - xperience : 3.0
 - educatn : 3
 - age : 32
 - collateral : 5000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 1000. The dec profit is 500.0. The xperience is 3.0. The educatn is 3. The age is 32. The collateral is 5000. 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>5000</td>
      <td>60.0</td>
      <td>1000</td>
      <td>500.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>32</td>
      <td>5000</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 & 5000 & 60.000000 & 1000 & 500.000000 & 3.000000 & 3 & 32 & 5000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 5000, 'assets val': 1000, 'collateral': 5000, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 32-year-old male is applying for a loan of 5000 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 60.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 5000 cedis.
715,0,3000,1000,1,36.0,3000,750.0,4.0,1,36,2000,1,0,1,0,1,0,No,"sex is 0, amnt req is 3000, maturity is 36.0, assets val is 3000, dec profit is 750.0, xperience is 4.0, educatn is 1, age is 36, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 36.0
 - assets val : 3000
 - dec profit : 750.0
 - xperience : 4.0
 - educatn : 1
 - age : 36
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 36.0. The assets val is 3000. The dec profit is 750.0. The xperience is 4.0. The educatn is 1. The age is 36. The collateral is 2000. 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>3000</td>
      <td>36.0</td>
      <td>3000</td>
      <td>750.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>36</td>
      <td>2000</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 & 3000 & 36.000000 & 3000 & 750.000000 & 4.000000 & 1 & 36 & 2000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 3000, 'assets val': 3000, 'collateral': 2000, 'dec profit': 750.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 36-year-old female is applying for a loan of 3000 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 3000 cedis and her declared profits (after tax) is 750.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 2000 cedis.
716,0,2000,2000,0,36.0,50000,1600.0,2.0,1,25,4500,1,1,1,1,3,1,Yes,"sex is 0, amnt req is 2000, maturity is 36.0, assets val is 50000, dec profit is 1600.0, xperience is 2.0, educatn is 1, age is 25, collateral is 4500, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 2000
 - maturity : 36.0
 - assets val : 50000
 - dec profit : 1600.0
 - xperience : 2.0
 - educatn : 1
 - age : 25
 - collateral : 4500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 2000. The maturity is 36.0. The assets val is 50000. The dec profit is 1600.0. The xperience is 2.0. The educatn is 1. The age is 25. The collateral is 4500. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>2000</td>
      <td>36.0</td>
      <td>50000</td>
      <td>1600.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>25</td>
      <td>4500</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 2000 & 36.000000 & 50000 & 1600.000000 & 2.000000 & 1 & 25 & 4500 & 1 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 25, 'amnt req': 2000, 'assets val': 50000, 'collateral': 4500, 'dec profit': 1600.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 25-year-old female is applying for a loan of 2000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 50000 cedis and her declared profits (after tax) is 1600.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 4500 cedis.
717,1,8000,8000,0,30.0,4600,3000.0,2.0,2,29,10000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 8000, maturity is 30.0, assets val is 4600, dec profit is 3000.0, xperience is 2.0, educatn is 2, age is 29, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 30.0
 - assets val : 4600
 - dec profit : 3000.0
 - xperience : 2.0
 - educatn : 2
 - age : 29
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 30.0. The assets val is 4600. The dec profit is 3000.0. The xperience is 2.0. The educatn is 2. The age is 29. The collateral is 10000. 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>1</td>
      <td>8000</td>
      <td>30.0</td>
      <td>4600</td>
      <td>3000.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>29</td>
      <td>10000</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 & 1 & 8000 & 30.000000 & 4600 & 3000.000000 & 2.000000 & 2 & 29 & 10000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 8000, 'assets val': 4600, 'collateral': 10000, 'dec profit': 3000.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 29-year-old male is applying for a loan of 8000 cedis. The applicant works in agriculture 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 4600 cedis and his declared profits (after tax) is 3000.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
718,0,15000,3500,1,30.0,6800,1000.0,4.0,2,29,1000,0,1,1,0,3,0,No,"sex is 0, amnt req is 15000, maturity is 30.0, assets val is 6800, dec profit is 1000.0, xperience is 4.0, educatn is 2, age is 29, collateral is 1000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 15000
 - maturity : 30.0
 - assets val : 6800
 - dec profit : 1000.0
 - xperience : 4.0
 - educatn : 2
 - age : 29
 - collateral : 1000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 15000. The maturity is 30.0. The assets val is 6800. The dec profit is 1000.0. The xperience is 4.0. The educatn is 2. The age is 29. The collateral is 1000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>15000</td>
      <td>30.0</td>
      <td>6800</td>
      <td>1000.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>29</td>
      <td>1000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 15000 & 30.000000 & 6800 & 1000.000000 & 4.000000 & 2 & 29 & 1000 & 0 & 1 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 15000, 'assets val': 6800, 'collateral': 1000, 'dec profit': 1000.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 29-year-old female is applying for a loan of 15000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 6800 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is secondary and the number of years that she has been in business is 4.0. She provided a 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 1000 cedis.
719,1,10000,8000,1,60.0,18000,4500.0,4.0,1,42,9000,0,1,0,1,5,1,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 18000, dec profit is 4500.0, xperience is 4.0, educatn is 1, age is 42, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 1","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 18000
 - dec profit : 4500.0
 - xperience : 4.0
 - educatn : 1
 - age : 42
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 18000. The dec profit is 4500.0. The xperience is 4.0. The educatn is 1. The age is 42. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 5. 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>1</td>
      <td>10000</td>
      <td>60.0</td>
      <td>18000</td>
      <td>4500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>42</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>5</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 & 1 & 10000 & 60.000000 & 18000 & 4500.000000 & 4.000000 & 1 & 42 & 9000 & 0 & 1 & 0 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 42, 'amnt req': 10000, 'assets val': 18000, 'collateral': 9000, 'dec profit': 4500.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 42-year-old male is applying for a loan of 10000 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 18000 cedis and his declared profits (after tax) is 4500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He provided a guarantor and this is not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 9000 cedis.
720,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
721,0,1000,1000,0,30.0,4900,400.0,7.0,1,36,1500,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 4900, dec profit is 400.0, xperience is 7.0, educatn is 1, age is 36, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 4900
 - dec profit : 400.0
 - xperience : 7.0
 - educatn : 1
 - age : 36
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 4900. The dec profit is 400.0. The xperience is 7.0. The educatn is 1. The age is 36. The collateral is 1500. 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>1000</td>
      <td>30.0</td>
      <td>4900</td>
      <td>400.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>36</td>
      <td>1500</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 & 1000 & 30.000000 & 4900 & 400.000000 & 7.000000 & 1 & 36 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1000, 'assets val': 4900, 'collateral': 1500, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 36-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 30.0 years. Her assets value is 4900 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. 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 1500 cedis.
722,1,1600,1600,0,25.0,12000,125.0,9.0,2,40,12000,1,0,1,0,3,0,Yes,"sex is 1, amnt req is 1600, maturity is 25.0, assets val is 12000, dec profit is 125.0, xperience is 9.0, educatn is 2, age is 40, collateral is 12000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 1600
 - maturity : 25.0
 - assets val : 12000
 - dec profit : 125.0
 - xperience : 9.0
 - educatn : 2
 - age : 40
 - collateral : 12000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 1600. The maturity is 25.0. The assets val is 12000. The dec profit is 125.0. The xperience is 9.0. The educatn is 2. The age is 40. The collateral is 12000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>1600</td>
      <td>25.0</td>
      <td>12000</td>
      <td>125.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>40</td>
      <td>12000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 1600 & 25.000000 & 12000 & 125.000000 & 9.000000 & 2 & 40 & 12000 & 1 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 1600, 'assets val': 12000, 'collateral': 12000, 'dec profit': 125.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 25.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 9.0}",A 40-year-old male is applying for a loan of 1600 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 25.0 years. His assets value is 12000 cedis and his declared profits (after tax) is 125.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. He did not provide any 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 12000 cedis.
723,1,600,500,1,60.0,12000,1000.0,4.0,1,29,7000,0,1,1,0,1,0,No,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 12000, dec profit is 1000.0, xperience is 4.0, educatn is 1, age is 29, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 12000
 - dec profit : 1000.0
 - xperience : 4.0
 - educatn : 1
 - age : 29
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 12000. The dec profit is 1000.0. The xperience is 4.0. The educatn is 1. The age is 29. The collateral is 7000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>600</td>
      <td>60.0</td>
      <td>12000</td>
      <td>1000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>29</td>
      <td>7000</td>
      <td>0</td>
      <td>1</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 & 1 & 600 & 60.000000 & 12000 & 1000.000000 & 4.000000 & 1 & 29 & 7000 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 600, 'assets val': 12000, 'collateral': 7000, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 29-year-old male is applying for a loan of 600 cedis. The applicant works in commerce 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 12000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
724,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
725,1,600,600,0,15.0,1000,300.0,15.0,1,50,4000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 600, maturity is 15.0, assets val is 1000, dec profit is 300.0, xperience is 15.0, educatn is 1, age is 50, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 300.0
 - xperience : 15.0
 - educatn : 1
 - age : 50
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 15.0. The assets val is 1000. The dec profit is 300.0. The xperience is 15.0. The educatn is 1. The age is 50. The collateral is 4000. 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>600</td>
      <td>15.0</td>
      <td>1000</td>
      <td>300.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>50</td>
      <td>4000</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 & 600 & 15.000000 & 1000 & 300.000000 & 15.000000 & 1 & 50 & 4000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 600, 'assets val': 1000, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 15.0}",A 50-year-old male is applying for a loan of 600 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 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 15.0. 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 4000 cedis.
726,1,7000,5000,1,60.0,1800,300.0,0.0,1,40,4000,1,0,1,0,3,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 1800, dec profit is 300.0, xperience is 0.0, educatn is 1, age is 40, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 300.0
 - xperience : 0.0
 - educatn : 1
 - age : 40
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 1800. The dec profit is 300.0. The xperience is 0.0. The educatn is 1. The age is 40. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>7000</td>
      <td>60.0</td>
      <td>1800</td>
      <td>300.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>40</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 7000 & 60.000000 & 1800 & 300.000000 & 0.000000 & 1 & 40 & 4000 & 1 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 7000, 'assets val': 1800, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 0.0}",A 40-year-old male is applying for a loan of 7000 cedis. The applicant works in manufacturing 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 1800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 0.0. He did not provide any 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 4000 cedis.
727,1,9000,6000,1,60.0,9000,1200.0,8.0,3,40,7000,1,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 8.0, educatn is 3, age is 40, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 9000 & 60.000000 & 9000 & 1200.000000 & 8.000000 & 3 & 40 & 7000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 9000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He provided a 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 7000 cedis.
728,1,5000,5000,0,30.0,1000,180.0,10.0,4,40,7000,0,0,1,1,3,1,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 10.0, educatn is 4, age is 40, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 10.0
 - educatn : 4
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 10.0. The educatn is 4. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>10.0</td>
      <td>4</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 30.000000 & 1000 & 180.000000 & 10.000000 & 4 & 40 & 7000 & 0 & 0 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 180.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 10.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is illiterate and the number of years that he has been in business is 10.0. He did not provide any guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
729,0,9000,9000,0,30.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 30.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
730,1,2000,1500,1,30.0,3000,300.0,2.0,2,35,1200,1,0,0,0,1,0,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3000, dec profit is 300.0, xperience is 2.0, educatn is 2, age is 35, collateral is 1200, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 300.0
 - xperience : 2.0
 - educatn : 2
 - age : 35
 - collateral : 1200
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3000. The dec profit is 300.0. The xperience is 2.0. The educatn is 2. The age is 35. The collateral is 1200. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>300.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>35</td>
      <td>1200</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 3000 & 300.000000 & 2.000000 & 2 & 35 & 1200 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 3000, 'collateral': 1200, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 35-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. 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 1200 cedis.
731,0,1200,1000,1,30.0,5000,746.0,10.0,3,32,2000,1,1,1,1,5,0,No,"sex is 0, amnt req is 1200, maturity is 30.0, assets val is 5000, dec profit is 746.0, xperience is 10.0, educatn is 3, age is 32, collateral is 2000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1200
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 746.0
 - xperience : 10.0
 - educatn : 3
 - age : 32
 - collateral : 2000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1200. The maturity is 30.0. The assets val is 5000. The dec profit is 746.0. The xperience is 10.0. The educatn is 3. The age is 32. The collateral is 2000. The locatn is 1. The guarantor is 1. The relatnshp is 1. 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>0</td>
      <td>1200</td>
      <td>30.0</td>
      <td>5000</td>
      <td>746.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>32</td>
      <td>2000</td>
      <td>1</td>
      <td>1</td>
      <td>1</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 & 0 & 1200 & 30.000000 & 5000 & 746.000000 & 10.000000 & 3 & 32 & 2000 & 1 & 1 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 1200, 'assets val': 5000, 'collateral': 2000, 'dec profit': 746.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 10.0}",A 32-year-old female is applying for a loan of 1200 cedis. The applicant works in service 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 746.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 2000 cedis.
732,1,5000,2000,1,60.0,8000,1200.0,1.0,3,38,2000,0,0,1,1,4,0,No,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 8000, dec profit is 1200.0, xperience is 1.0, educatn is 3, age is 38, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 1200.0
 - xperience : 1.0
 - educatn : 3
 - age : 38
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 8000. The dec profit is 1200.0. The xperience is 1.0. The educatn is 3. The age is 38. 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>1</td>
      <td>5000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>1200.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>38</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 & 1 & 5000 & 60.000000 & 8000 & 1200.000000 & 1.000000 & 3 & 38 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 5000, 'assets val': 8000, 'collateral': 2000, 'dec profit': 1200.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 38-year-old male is applying for a loan of 5000 cedis. The applicant works in agriculture 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 8000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
733,1,5000,5000,0,36.0,12000,1250.0,7.0,1,45,6000,0,1,1,1,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 36.0, assets val is 12000, dec profit is 1250.0, xperience is 7.0, educatn is 1, age is 45, collateral is 6000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 36.0
 - assets val : 12000
 - dec profit : 1250.0
 - xperience : 7.0
 - educatn : 1
 - age : 45
 - collateral : 6000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 36.0. The assets val is 12000. The dec profit is 1250.0. The xperience is 7.0. The educatn is 1. The age is 45. The collateral is 6000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>5000</td>
      <td>36.0</td>
      <td>12000</td>
      <td>1250.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>45</td>
      <td>6000</td>
      <td>0</td>
      <td>1</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 & 1 & 5000 & 36.000000 & 12000 & 1250.000000 & 7.000000 & 1 & 45 & 6000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 5000, 'assets val': 12000, 'collateral': 6000, 'dec profit': 1250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 7.0}",A 45-year-old male is applying for a loan of 5000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 12000 cedis and his declared profits (after tax) is 1250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 6000 cedis.
734,0,1000,1000,0,30.0,8000,2000.0,1.0,1,27,3000,0,1,1,1,5,1,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 8000, dec profit is 2000.0, xperience is 1.0, educatn is 1, age is 27, collateral is 3000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 2000.0
 - xperience : 1.0
 - educatn : 1
 - age : 27
 - collateral : 3000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 8000. The dec profit is 2000.0. The xperience is 1.0. The educatn is 1. The age is 27. The collateral is 3000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>1000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>2000.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>27</td>
      <td>3000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 1000 & 30.000000 & 8000 & 2000.000000 & 1.000000 & 1 & 27 & 3000 & 0 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 27, 'amnt req': 1000, 'assets val': 8000, 'collateral': 3000, 'dec profit': 2000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 1.0}",A 27-year-old female is applying for a loan of 1000 cedis. The applicant works in service 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 8000 cedis and her declared profits (after tax) is 2000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. 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 does not resides or have her business close to the bank. The value of her collateral is 3000 cedis.
735,1,1000,1000,0,30.0,3000,535.0,5.0,1,33,15000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 3000, dec profit is 535.0, xperience is 5.0, educatn is 1, age is 33, collateral is 15000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 535.0
 - xperience : 5.0
 - educatn : 1
 - age : 33
 - collateral : 15000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - 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 535.0. The xperience is 5.0. The educatn is 1. The age is 33. The collateral is 15000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>535.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>33</td>
      <td>15000</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 & 1 & 1000 & 30.000000 & 3000 & 535.000000 & 5.000000 & 1 & 33 & 15000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1000, 'assets val': 3000, 'collateral': 15000, 'dec profit': 535.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 33-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 535.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 15000 cedis.
736,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
737,0,5000,5000,0,60.0,15000,1800.0,3.0,1,47,8000,0,1,0,1,3,1,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 15000, dec profit is 1800.0, xperience is 3.0, educatn is 1, age is 47, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 15000
 - dec profit : 1800.0
 - xperience : 3.0
 - educatn : 1
 - age : 47
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 15000. The dec profit is 1800.0. The xperience is 3.0. The educatn is 1. The age is 47. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>5000</td>
      <td>60.0</td>
      <td>15000</td>
      <td>1800.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>47</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 5000 & 60.000000 & 15000 & 1800.000000 & 3.000000 & 1 & 47 & 8000 & 0 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 47, 'amnt req': 5000, 'assets val': 15000, 'collateral': 8000, 'dec profit': 1800.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 47-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 15000 cedis and her declared profits (after tax) is 1800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
738,1,2500,2500,0,60.0,6500,660.0,5.0,3,58,3000,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 6500, dec profit is 660.0, xperience is 5.0, educatn is 3, age is 58, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 6500
 - dec profit : 660.0
 - xperience : 5.0
 - educatn : 3
 - age : 58
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 6500. The dec profit is 660.0. The xperience is 5.0. The educatn is 3. The age is 58. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2500</td>
      <td>60.0</td>
      <td>6500</td>
      <td>660.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>58</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2500 & 60.000000 & 6500 & 660.000000 & 5.000000 & 3 & 58 & 3000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 58, 'amnt req': 2500, 'assets val': 6500, 'collateral': 3000, 'dec profit': 660.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 58-year-old male is applying for a loan of 2500 cedis. The applicant works in agriculture 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 6500 cedis and his declared profits (after tax) is 660.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. 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 3000 cedis.
739,1,5000,5000,0,30.0,11000,1000.0,3.0,1,44,1300,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 11000, dec profit is 1000.0, xperience is 3.0, educatn is 1, age is 44, collateral is 1300, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 11000
 - dec profit : 1000.0
 - xperience : 3.0
 - educatn : 1
 - age : 44
 - collateral : 1300
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 11000. The dec profit is 1000.0. The xperience is 3.0. The educatn is 1. The age is 44. The collateral is 1300. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>5000</td>
      <td>30.0</td>
      <td>11000</td>
      <td>1000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>44</td>
      <td>1300</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 5000 & 30.000000 & 11000 & 1000.000000 & 3.000000 & 1 & 44 & 1300 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 5000, 'assets val': 11000, 'collateral': 1300, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 44-year-old male is applying for a loan of 5000 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 30.0 years. His assets value is 11000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1300 cedis.
740,1,15000,15000,0,60.0,35000,565.0,4.0,3,33,12000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 15000, maturity is 60.0, assets val is 35000, dec profit is 565.0, xperience is 4.0, educatn is 3, age is 33, collateral is 12000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 15000
 - maturity : 60.0
 - assets val : 35000
 - dec profit : 565.0
 - xperience : 4.0
 - educatn : 3
 - age : 33
 - collateral : 12000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 15000. The maturity is 60.0. The assets val is 35000. The dec profit is 565.0. The xperience is 4.0. The educatn is 3. The age is 33. The collateral is 12000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>15000</td>
      <td>60.0</td>
      <td>35000</td>
      <td>565.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>33</td>
      <td>12000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 15000 & 60.000000 & 35000 & 565.000000 & 4.000000 & 3 & 33 & 12000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 15000, 'assets val': 35000, 'collateral': 12000, 'dec profit': 565.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 33-year-old male is applying for a loan of 15000 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 35000 cedis and his declared profits (after tax) is 565.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 12000 cedis.
741,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
742,1,2500,2500,0,30.0,7000,680.0,8.0,1,40,3000,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 2500, maturity is 30.0, assets val is 7000, dec profit is 680.0, xperience is 8.0, educatn is 1, age is 40, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 680.0
 - xperience : 8.0
 - educatn : 1
 - age : 40
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 30.0. The assets val is 7000. The dec profit is 680.0. The xperience is 8.0. The educatn is 1. The age is 40. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2500</td>
      <td>30.0</td>
      <td>7000</td>
      <td>680.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>40</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2500 & 30.000000 & 7000 & 680.000000 & 8.000000 & 1 & 40 & 3000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2500, 'assets val': 7000, 'collateral': 3000, 'dec profit': 680.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 2500 cedis. The applicant works in agriculture 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 7000 cedis and his declared profits (after tax) is 680.0 cedis. His educational background is tertiary 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 3000 cedis.
743,0,5000,5000,0,30.0,5300,600.0,3.0,1,42,6000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 5300, dec profit is 600.0, xperience is 3.0, educatn is 1, age is 42, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 5300
 - dec profit : 600.0
 - xperience : 3.0
 - educatn : 1
 - age : 42
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 5300. The dec profit is 600.0. The xperience is 3.0. The educatn is 1. The age is 42. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>30.0</td>
      <td>5300</td>
      <td>600.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>42</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 30.000000 & 5300 & 600.000000 & 3.000000 & 1 & 42 & 6000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 5000, 'assets val': 5300, 'collateral': 6000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 42-year-old female is applying for a loan of 5000 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 30.0 years. Her assets value is 5300 cedis and her declared profits (after tax) is 600.0 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 not 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 6000 cedis.
744,1,5000,5000,0,30.0,3000,350.0,16.0,3,62,6000,0,0,0,0,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 3000, dec profit is 350.0, xperience is 16.0, educatn is 3, age is 62, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 350.0
 - xperience : 16.0
 - educatn : 3
 - age : 62
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 3000. The dec profit is 350.0. The xperience is 16.0. The educatn is 3. The age is 62. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>350.0</td>
      <td>16.0</td>
      <td>3</td>
      <td>62</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 30.000000 & 3000 & 350.000000 & 16.000000 & 3 & 62 & 6000 & 0 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 62, 'amnt req': 5000, 'assets val': 3000, 'collateral': 6000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 16.0}",A 62-year-old male is applying for a loan of 5000 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 3000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is primary and the number of years that he has been in business is 16.0. 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 6000 cedis.
745,1,500,500,0,60.0,1100,200.0,2.0,2,28,3000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 1100, dec profit is 200.0, xperience is 2.0, educatn is 2, age is 28, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 1100
 - dec profit : 200.0
 - xperience : 2.0
 - educatn : 2
 - age : 28
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 1100. The dec profit is 200.0. The xperience is 2.0. The educatn is 2. The age is 28. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>60.0</td>
      <td>1100</td>
      <td>200.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>28</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 500 & 60.000000 & 1100 & 200.000000 & 2.000000 & 2 & 28 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 500, 'assets val': 1100, 'collateral': 3000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 28-year-old male is applying for a loan of 500 cedis. The applicant works in commerce 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 1100 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. 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.
746,0,2000,1500,1,30.0,22000,1100.0,6.0,1,40,22000,0,0,0,0,5,0,No,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 22000, dec profit is 1100.0, xperience is 6.0, educatn is 1, age is 40, collateral is 22000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 22000
 - dec profit : 1100.0
 - xperience : 6.0
 - educatn : 1
 - age : 40
 - collateral : 22000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 22000. The dec profit is 1100.0. The xperience is 6.0. The educatn is 1. The age is 40. The collateral is 22000. The locatn is 0. 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>0</td>
      <td>2000</td>
      <td>30.0</td>
      <td>22000</td>
      <td>1100.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>40</td>
      <td>22000</td>
      <td>0</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 & 0 & 2000 & 30.000000 & 22000 & 1100.000000 & 6.000000 & 1 & 40 & 22000 & 0 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2000, 'assets val': 22000, 'collateral': 22000, 'dec profit': 1100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 40-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 22000 cedis and her declared profits (after tax) is 1100.0 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 not 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 22000 cedis.
747,0,1500,1500,0,30.0,2500,225.0,8.0,1,46,2000,0,0,1,0,5,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 2500, dec profit is 225.0, xperience is 8.0, educatn is 1, age is 46, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 225.0
 - xperience : 8.0
 - educatn : 1
 - age : 46
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 2500. The dec profit is 225.0. The xperience is 8.0. The educatn is 1. The age is 46. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1500</td>
      <td>30.0</td>
      <td>2500</td>
      <td>225.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>46</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 1500 & 30.000000 & 2500 & 225.000000 & 8.000000 & 1 & 46 & 2000 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 1500, 'assets val': 2500, 'collateral': 2000, 'dec profit': 225.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 8.0}",A 46-year-old female is applying for a loan of 1500 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 2500 cedis and her declared profits (after tax) is 225.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. 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.
748,0,1500,1500,0,20.0,3000,360.0,4.0,1,53,1000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1500, maturity is 20.0, assets val is 3000, dec profit is 360.0, xperience is 4.0, educatn is 1, age is 53, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 20.0
 - assets val : 3000
 - dec profit : 360.0
 - xperience : 4.0
 - educatn : 1
 - age : 53
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 20.0. The assets val is 3000. The dec profit is 360.0. The xperience is 4.0. The educatn is 1. The age is 53. The collateral is 1000. 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>1500</td>
      <td>20.0</td>
      <td>3000</td>
      <td>360.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>53</td>
      <td>1000</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 & 1500 & 20.000000 & 3000 & 360.000000 & 4.000000 & 1 & 53 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 1500, 'assets val': 3000, 'collateral': 1000, 'dec profit': 360.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 53-year-old female is applying for a loan of 1500 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 20.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 360.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 1000 cedis.
749,0,800,800,0,15.0,1500,280.0,4.0,1,28,5000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 800, maturity is 15.0, assets val is 1500, dec profit is 280.0, xperience is 4.0, educatn is 1, age is 28, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 800
 - maturity : 15.0
 - assets val : 1500
 - dec profit : 280.0
 - xperience : 4.0
 - educatn : 1
 - age : 28
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 800. The maturity is 15.0. The assets val is 1500. The dec profit is 280.0. The xperience is 4.0. The educatn is 1. The age is 28. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>800</td>
      <td>15.0</td>
      <td>1500</td>
      <td>280.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>28</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 800 & 15.000000 & 1500 & 280.000000 & 4.000000 & 1 & 28 & 5000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 800, 'assets val': 1500, 'collateral': 5000, 'dec profit': 280.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 28-year-old female is applying for a loan of 800 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 15.0 years. Her assets value is 1500 cedis and her declared profits (after tax) is 280.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 5000 cedis.
750,1,5000,5000,0,30.0,3000,350.0,16.0,3,62,6000,0,0,0,0,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 3000, dec profit is 350.0, xperience is 16.0, educatn is 3, age is 62, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 350.0
 - xperience : 16.0
 - educatn : 3
 - age : 62
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 3000. The dec profit is 350.0. The xperience is 16.0. The educatn is 3. The age is 62. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>350.0</td>
      <td>16.0</td>
      <td>3</td>
      <td>62</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 30.000000 & 3000 & 350.000000 & 16.000000 & 3 & 62 & 6000 & 0 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 62, 'amnt req': 5000, 'assets val': 3000, 'collateral': 6000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 16.0}",A 62-year-old male is applying for a loan of 5000 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 3000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is primary and the number of years that he has been in business is 16.0. 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 6000 cedis.
751,1,1500,1500,0,30.0,6700,700.0,5.0,2,46,3000,0,0,1,0,5,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 6700, dec profit is 700.0, xperience is 5.0, educatn is 2, age is 46, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 6700
 - dec profit : 700.0
 - xperience : 5.0
 - educatn : 2
 - age : 46
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 6700. The dec profit is 700.0. The xperience is 5.0. The educatn is 2. The age is 46. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>1500</td>
      <td>30.0</td>
      <td>6700</td>
      <td>700.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>46</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 1500 & 30.000000 & 6700 & 700.000000 & 5.000000 & 2 & 46 & 3000 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 1500, 'assets val': 6700, 'collateral': 3000, 'dec profit': 700.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 46-year-old male is applying for a loan of 1500 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 30.0 years. His assets value is 6700 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
752,0,2000,2000,0,30.0,3680,715.0,7.0,1,35,1500,1,1,0,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 3680, dec profit is 715.0, xperience is 7.0, educatn is 1, age is 35, collateral is 1500, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3680
 - dec profit : 715.0
 - xperience : 7.0
 - educatn : 1
 - age : 35
 - collateral : 1500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 3680. The dec profit is 715.0. The xperience is 7.0. The educatn is 1. The age is 35. The collateral is 1500. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>30.0</td>
      <td>3680</td>
      <td>715.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>35</td>
      <td>1500</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 30.000000 & 3680 & 715.000000 & 7.000000 & 1 & 35 & 1500 & 1 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 3680, 'collateral': 1500, 'dec profit': 715.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 35-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 30.0 years. Her assets value is 3680 cedis and her declared profits (after tax) is 715.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. She provided a guarantor and this is not 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 1500 cedis.
753,1,8000,8000,0,12.0,2800,300.0,4.5,2,49,9000,1,0,1,0,2,0,Yes,"sex is 1, amnt req is 8000, maturity is 12.0, assets val is 2800, dec profit is 300.0, xperience is 4.5, educatn is 2, age is 49, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 12.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 4.5
 - educatn : 2
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 12.0. The assets val is 2800. The dec profit is 300.0. The xperience is 4.5. The educatn is 2. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>8000</td>
      <td>12.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>4.5</td>
      <td>2</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 8000 & 12.000000 & 2800 & 300.000000 & 4.500000 & 2 & 49 & 9000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 2800, 'collateral': 9000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 4.5}",A 49-year-old male is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.5. He did not provide any 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.
754,1,1000,800,1,30.0,1600,240.0,2.0,3,27,8000,0,0,0,1,4,0,No,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 1600, dec profit is 240.0, xperience is 2.0, educatn is 3, age is 27, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1600
 - dec profit : 240.0
 - xperience : 2.0
 - educatn : 3
 - age : 27
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 1600. The dec profit is 240.0. The xperience is 2.0. The educatn is 3. The age is 27. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>1600</td>
      <td>240.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>27</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 30.000000 & 1600 & 240.000000 & 2.000000 & 3 & 27 & 8000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 1000, 'assets val': 1600, 'collateral': 8000, 'dec profit': 240.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 27-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 1600 cedis and his declared profits (after tax) is 240.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 8000 cedis.
755,0,1000,800,1,12.0,800,190.0,4.0,1,54,1000,1,0,1,0,1,0,No,"sex is 0, amnt req is 1000, maturity is 12.0, assets val is 800, dec profit is 190.0, xperience is 4.0, educatn is 1, age is 54, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 12.0
 - assets val : 800
 - dec profit : 190.0
 - xperience : 4.0
 - educatn : 1
 - age : 54
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 12.0. The assets val is 800. The dec profit is 190.0. The xperience is 4.0. The educatn is 1. The age is 54. The collateral is 1000. 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>12.0</td>
      <td>800</td>
      <td>190.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>54</td>
      <td>1000</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 & 12.000000 & 800 & 190.000000 & 4.000000 & 1 & 54 & 1000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 54, 'amnt req': 1000, 'assets val': 800, 'collateral': 1000, 'dec profit': 190.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 54-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 12.0 years. Her assets value is 800 cedis and her declared profits (after tax) is 190.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 1000 cedis.
756,1,2000,2000,0,30.0,2500,902.0,2.0,1,38,3000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2500, dec profit is 902.0, xperience is 2.0, educatn is 1, age is 38, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 902.0
 - xperience : 2.0
 - educatn : 1
 - age : 38
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2500. The dec profit is 902.0. The xperience is 2.0. The educatn is 1. The age is 38. The collateral is 3000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2500</td>
      <td>902.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>38</td>
      <td>3000</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 & 1 & 2000 & 30.000000 & 2500 & 902.000000 & 2.000000 & 1 & 38 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2000, 'assets val': 2500, 'collateral': 3000, 'dec profit': 902.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 38-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 2500 cedis and his declared profits (after tax) is 902.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
757,1,2500,2500,0,60.0,1800,170.0,5.0,3,39,7000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 1800, dec profit is 170.0, xperience is 5.0, educatn is 3, age is 39, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 170.0
 - xperience : 5.0
 - educatn : 3
 - age : 39
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 1800. The dec profit is 170.0. The xperience is 5.0. The educatn is 3. The age is 39. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2500</td>
      <td>60.0</td>
      <td>1800</td>
      <td>170.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>39</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2500 & 60.000000 & 1800 & 170.000000 & 5.000000 & 3 & 39 & 7000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 2500, 'assets val': 1800, 'collateral': 7000, 'dec profit': 170.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 39-year-old male is applying for a loan of 2500 cedis. The applicant works in commerce 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 1800 cedis and his declared profits (after tax) is 170.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. 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 7000 cedis.
758,0,2000,2000,0,30.0,5000,700.0,7.0,1,36,5000,1,0,1,1,3,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 5000, dec profit is 700.0, xperience is 7.0, educatn is 1, age is 36, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 700.0
 - xperience : 7.0
 - educatn : 1
 - age : 36
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 5000. The dec profit is 700.0. The xperience is 7.0. The educatn is 1. The age is 36. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>30.0</td>
      <td>5000</td>
      <td>700.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>36</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 30.000000 & 5000 & 700.000000 & 7.000000 & 1 & 36 & 5000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2000, 'assets val': 5000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 7.0}",A 36-year-old female is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 700.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. 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 5000 cedis.
759,0,1000,1000,1,36.0,6000,900.0,3.0,1,47,900,0,1,1,0,2,1,Yes,"sex is 0, amnt req is 1000, maturity is 36.0, assets val is 6000, dec profit is 900.0, xperience is 3.0, educatn is 1, age is 47, collateral is 900, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 1","- sex : 0
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 6000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 1
 - age : 47
 - collateral : 900
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 1",The sex is 0. The amnt req is 1000. The maturity is 36.0. The assets val is 6000. The dec profit is 900.0. The xperience is 3.0. The educatn is 1. The age is 47. The collateral is 900. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>1000</td>
      <td>36.0</td>
      <td>6000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>47</td>
      <td>900</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 1000 & 36.000000 & 6000 & 900.000000 & 3.000000 & 1 & 47 & 900 & 0 & 1 & 1 & 0 & 2 & 1 \\
\end{tabular}
","{'age': 47, 'amnt req': 1000, 'assets val': 6000, 'collateral': 900, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 2, 'sex': 0, 'xperience': 3.0}",A 47-year-old female is applying for a loan of 1000 cedis. The applicant works in transport 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 6000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. 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 does not resides or have her business close to the bank. The value of her collateral is 900 cedis.
760,0,15000,900,1,24.0,2000,450.0,11.0,1,30,20000,0,0,1,0,1,0,No,"sex is 0, amnt req is 15000, maturity is 24.0, assets val is 2000, dec profit is 450.0, xperience is 11.0, educatn is 1, age is 30, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 15000
 - maturity : 24.0
 - assets val : 2000
 - dec profit : 450.0
 - xperience : 11.0
 - educatn : 1
 - age : 30
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 15000. The maturity is 24.0. The assets val is 2000. The dec profit is 450.0. The xperience is 11.0. The educatn is 1. The age is 30. The collateral is 20000. 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>15000</td>
      <td>24.0</td>
      <td>2000</td>
      <td>450.0</td>
      <td>11.0</td>
      <td>1</td>
      <td>30</td>
      <td>20000</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 & 15000 & 24.000000 & 2000 & 450.000000 & 11.000000 & 1 & 30 & 20000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 15000, 'assets val': 2000, 'collateral': 20000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 11.0}",A 30-year-old female is applying for a loan of 15000 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 2000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 11.0. 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 20000 cedis.
761,0,2000,2000,0,30.0,35000,300.0,4.0,1,20,35000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 35000, dec profit is 300.0, xperience is 4.0, educatn is 1, age is 20, collateral is 35000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 35000
 - dec profit : 300.0
 - xperience : 4.0
 - educatn : 1
 - age : 20
 - collateral : 35000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 35000. The dec profit is 300.0. The xperience is 4.0. The educatn is 1. The age is 20. The collateral is 35000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>30.0</td>
      <td>35000</td>
      <td>300.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>20</td>
      <td>35000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 30.000000 & 35000 & 300.000000 & 4.000000 & 1 & 20 & 35000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 20, 'amnt req': 2000, 'assets val': 35000, 'collateral': 35000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 20-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 30.0 years. Her assets value is 35000 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 35000 cedis.
762,0,7000,5500,1,30.0,7000,400.0,5.0,2,45,5000,0,0,0,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>7000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 7000 & 30.000000 & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 5000 cedis.
763,0,4000,3000,1,60.0,6200,1080.0,8.0,1,43,1500,1,0,1,0,1,0,No,"sex is 0, amnt req is 4000, maturity is 60.0, assets val is 6200, dec profit is 1080.0, xperience is 8.0, educatn is 1, age is 43, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 4000
 - maturity : 60.0
 - assets val : 6200
 - dec profit : 1080.0
 - xperience : 8.0
 - educatn : 1
 - age : 43
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 4000. The maturity is 60.0. The assets val is 6200. The dec profit is 1080.0. The xperience is 8.0. The educatn is 1. The age is 43. The collateral is 1500. 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>4000</td>
      <td>60.0</td>
      <td>6200</td>
      <td>1080.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>43</td>
      <td>1500</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 & 4000 & 60.000000 & 6200 & 1080.000000 & 8.000000 & 1 & 43 & 1500 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 4000, 'assets val': 6200, 'collateral': 1500, 'dec profit': 1080.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 8.0}",A 43-year-old female is applying for a loan of 4000 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 60.0 years. Her assets value is 6200 cedis and her declared profits (after tax) is 1080.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. 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 1500 cedis.
764,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
765,1,6000,6000,0,30.0,20000,4900.0,6.0,1,41,11000,0,1,1,1,3,1,Yes,"sex is 1, amnt req is 6000, maturity is 30.0, assets val is 20000, dec profit is 4900.0, xperience is 6.0, educatn is 1, age is 41, collateral is 11000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 20000
 - dec profit : 4900.0
 - xperience : 6.0
 - educatn : 1
 - age : 41
 - collateral : 11000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 6000. The maturity is 30.0. The assets val is 20000. The dec profit is 4900.0. The xperience is 6.0. The educatn is 1. The age is 41. The collateral is 11000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>6000</td>
      <td>30.0</td>
      <td>20000</td>
      <td>4900.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>41</td>
      <td>11000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 6000 & 30.000000 & 20000 & 4900.000000 & 6.000000 & 1 & 41 & 11000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 41, 'amnt req': 6000, 'assets val': 20000, 'collateral': 11000, 'dec profit': 4900.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 6.0}",A 41-year-old male is applying for a loan of 6000 cedis. The applicant works in manufacturing 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 20000 cedis and his declared profits (after tax) is 4900.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 11000 cedis.
766,1,4000,4000,0,30.0,3250,400.0,9.0,2,44,5000,0,1,1,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 3250, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 44, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 3250
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 44
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 3250. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 44. The collateral is 5000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>3250</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>44</td>
      <td>5000</td>
      <td>0</td>
      <td>1</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 & 1 & 4000 & 30.000000 & 3250 & 400.000000 & 9.000000 & 2 & 44 & 5000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 3250, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 44-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 3250 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
767,1,5000,5000,0,30.0,8000,800.0,6.0,1,27,1300,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 8000, dec profit is 800.0, xperience is 6.0, educatn is 1, age is 27, collateral is 1300, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 6.0
 - educatn : 1
 - age : 27
 - collateral : 1300
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 8000. The dec profit is 800.0. The xperience is 6.0. The educatn is 1. The age is 27. The collateral is 1300. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>800.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>27</td>
      <td>1300</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 & 1 & 5000 & 30.000000 & 8000 & 800.000000 & 6.000000 & 1 & 27 & 1300 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 5000, 'assets val': 8000, 'collateral': 1300, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 27-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 8000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1300 cedis.
768,0,600,600,0,36.0,1200,144.0,2.0,1,39,1200,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 600, maturity is 36.0, assets val is 1200, dec profit is 144.0, xperience is 2.0, educatn is 1, age is 39, collateral is 1200, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 36.0
 - assets val : 1200
 - dec profit : 144.0
 - xperience : 2.0
 - educatn : 1
 - age : 39
 - collateral : 1200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 36.0. The assets val is 1200. The dec profit is 144.0. The xperience is 2.0. The educatn is 1. The age is 39. The collateral is 1200. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>600</td>
      <td>36.0</td>
      <td>1200</td>
      <td>144.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>39</td>
      <td>1200</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 600 & 36.000000 & 1200 & 144.000000 & 2.000000 & 1 & 39 & 1200 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 600, 'assets val': 1200, 'collateral': 1200, 'dec profit': 144.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 39-year-old female is applying for a loan of 600 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 1200 cedis and her declared profits (after tax) is 144.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 1200 cedis.
769,1,12000,7000,1,,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is None, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : None
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is None. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>None</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 12000 & None & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': None, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is None years. His assets value is 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
770,0,1500,1500,0,15.0,3000,225.0,5.0,1,38,4000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 1500, maturity is 15.0, assets val is 3000, dec profit is 225.0, xperience is 5.0, educatn is 1, age is 38, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 15.0
 - assets val : 3000
 - dec profit : 225.0
 - xperience : 5.0
 - educatn : 1
 - age : 38
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 15.0. The assets val is 3000. The dec profit is 225.0. The xperience is 5.0. The educatn is 1. The age is 38. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1500</td>
      <td>15.0</td>
      <td>3000</td>
      <td>225.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>38</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 1500 & 15.000000 & 3000 & 225.000000 & 5.000000 & 1 & 38 & 4000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1500, 'assets val': 3000, 'collateral': 4000, 'dec profit': 225.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 38-year-old female is applying for a loan of 1500 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 225.0 cedis. Her educational background is tertiary 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 4000 cedis.
771,0,2000,2000,0,30.0,4000,400.0,4.0,2,42,1100,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 4.0, educatn is 2, age is 42, collateral is 1100, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 4.0
 - educatn : 2
 - age : 42
 - collateral : 1100
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 4.0. The educatn is 2. The age is 42. The collateral is 1100. The locatn is 1. 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>2000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>42</td>
      <td>1100</td>
      <td>1</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 & 2000 & 30.000000 & 4000 & 400.000000 & 4.000000 & 2 & 42 & 1100 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 2000, 'assets val': 4000, 'collateral': 1100, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 42-year-old female is applying for a loan of 2000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 4.0. 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 1100 cedis.
772,1,3000,3000,0,30.0,5000,560.0,6.0,1,40,4000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 560.0, xperience is 6.0, educatn is 1, age is 40, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 560.0
 - xperience : 6.0
 - educatn : 1
 - age : 40
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 560.0. The xperience is 6.0. The educatn is 1. The age is 40. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>560.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>40</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 3000 & 30.000000 & 5000 & 560.000000 & 6.000000 & 1 & 40 & 4000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 3000, 'assets val': 5000, 'collateral': 4000, 'dec profit': 560.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 40-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 560.0 cedis. His educational background is tertiary 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 4000 cedis.
773,0,12000,9000,1,30.0,3000,320.0,9.0,4,38,10000,1,1,1,1,1,1,No,"sex is 0, amnt req is 12000, maturity is 30.0, assets val is 3000, dec profit is 320.0, xperience is 9.0, educatn is 4, age is 38, collateral is 10000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 1","- sex : 0
 - amnt req : 12000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 320.0
 - xperience : 9.0
 - educatn : 4
 - age : 38
 - collateral : 10000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 1",The sex is 0. The amnt req is 12000. The maturity is 30.0. The assets val is 3000. The dec profit is 320.0. The xperience is 9.0. The educatn is 4. The age is 38. The collateral is 10000. 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>12000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>320.0</td>
      <td>9.0</td>
      <td>4</td>
      <td>38</td>
      <td>10000</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 & 12000 & 30.000000 & 3000 & 320.000000 & 9.000000 & 4 & 38 & 10000 & 1 & 1 & 1 & 1 & 1 & 1 \\
\end{tabular}
","{'age': 38, 'amnt req': 12000, 'assets val': 3000, 'collateral': 10000, '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 12000 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 3000 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 10000 cedis.
774,0,10000,8000,1,60.0,1000,130.0,3.0,3,32,9000,0,1,1,1,1,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 1000, dec profit is 130.0, xperience is 3.0, educatn is 3, age is 32, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 130.0
 - xperience : 3.0
 - educatn : 3
 - age : 32
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 1000. The dec profit is 130.0. The xperience is 3.0. The educatn is 3. The age is 32. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>0</td>
      <td>10000</td>
      <td>60.0</td>
      <td>1000</td>
      <td>130.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>32</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 0 & 10000 & 60.000000 & 1000 & 130.000000 & 3.000000 & 3 & 32 & 9000 & 0 & 1 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 10000, 'assets val': 1000, 'collateral': 9000, 'dec profit': 130.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 32-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 130.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She provided a 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 9000 cedis.
775,1,6000,6000,0,30.0,3600,460.0,2.0,2,36,1000,0,0,0,0,4,0,Yes,"sex is 1, amnt req is 6000, maturity is 30.0, assets val is 3600, dec profit is 460.0, xperience is 2.0, educatn is 2, age is 36, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 3600
 - dec profit : 460.0
 - xperience : 2.0
 - educatn : 2
 - age : 36
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 30.0. The assets val is 3600. The dec profit is 460.0. The xperience is 2.0. The educatn is 2. The age is 36. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>6000</td>
      <td>30.0</td>
      <td>3600</td>
      <td>460.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>36</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 6000 & 30.000000 & 3600 & 460.000000 & 2.000000 & 2 & 36 & 1000 & 0 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 6000, 'assets val': 3600, 'collateral': 1000, 'dec profit': 460.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 36-year-old male is applying for a loan of 6000 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 3600 cedis and his declared profits (after tax) is 460.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. 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 1000 cedis.
776,0,2000,2000,0,60.0,9000,150.0,2.0,2,50,5000,1,0,0,0,3,0,Yes,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 9000, dec profit is 150.0, xperience is 2.0, educatn is 2, age is 50, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 150.0
 - xperience : 2.0
 - educatn : 2
 - age : 50
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 9000. The dec profit is 150.0. The xperience is 2.0. The educatn is 2. The age is 50. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>60.0</td>
      <td>9000</td>
      <td>150.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>50</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 60.000000 & 9000 & 150.000000 & 2.000000 & 2 & 50 & 5000 & 1 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 2000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 150.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 50-year-old female is applying for a loan of 2000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 150.0 cedis. Her educational background is secondary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 5000 cedis.
777,1,500,500,0,60.0,2200,400.0,5.0,3,45,4000,1,0,1,1,5,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 2200, dec profit is 400.0, xperience is 5.0, educatn is 3, age is 45, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 2200
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 3
 - age : 45
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 2200. The dec profit is 400.0. The xperience is 5.0. The educatn is 3. The age is 45. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>500</td>
      <td>60.0</td>
      <td>2200</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>45</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 500 & 60.000000 & 2200 & 400.000000 & 5.000000 & 3 & 45 & 4000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 500, 'assets val': 2200, 'collateral': 4000, 'dec profit': 400.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 45-year-old male is applying for a loan of 500 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 2200 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. He did not provide any 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 4000 cedis.
778,0,10000,9000,1,36.0,24000,12000.0,5.0,3,44,8000,0,1,0,1,3,1,No,"sex is 0, amnt req is 10000, maturity is 36.0, assets val is 24000, dec profit is 12000.0, xperience is 5.0, educatn is 3, age is 44, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 36.0
 - assets val : 24000
 - dec profit : 12000.0
 - xperience : 5.0
 - educatn : 3
 - age : 44
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 36.0. The assets val is 24000. The dec profit is 12000.0. The xperience is 5.0. The educatn is 3. The age is 44. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>10000</td>
      <td>36.0</td>
      <td>24000</td>
      <td>12000.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>44</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 10000 & 36.000000 & 24000 & 12000.000000 & 5.000000 & 3 & 44 & 8000 & 0 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 44, 'amnt req': 10000, 'assets val': 24000, 'collateral': 8000, 'dec profit': 12000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 44-year-old female is applying for a loan of 10000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 24000 cedis and her declared profits (after tax) is 12000.0 cedis. Her educational background is primary and the number of years that she has been in business is 5.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
779,0,7000,5500,1,30.0,7000,400.0,5.0,2,45,5000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. 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>7000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</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 & 7000 & 30.000000 & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 5000 cedis.
780,1,2500,2000,1,30.0,3500,300.0,3.0,1,32,4000,0,0,0,0,1,0,No,"sex is 1, amnt req is 2500, maturity is 30.0, assets val is 3500, dec profit is 300.0, xperience is 3.0, educatn is 1, age is 32, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 300.0
 - xperience : 3.0
 - educatn : 1
 - age : 32
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 30.0. The assets val is 3500. The dec profit is 300.0. The xperience is 3.0. The educatn is 1. The age is 32. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2500</td>
      <td>30.0</td>
      <td>3500</td>
      <td>300.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>32</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2500 & 30.000000 & 3500 & 300.000000 & 3.000000 & 1 & 32 & 4000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2500, 'assets val': 3500, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 32-year-old male is applying for a loan of 2500 cedis. The applicant works in commerce 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 3500 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 4000 cedis.
781,1,7000,7000,0,60.0,4000,500.0,3.0,1,35,9000,0,1,1,1,4,0,Yes,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 4000, dec profit is 500.0, xperience is 3.0, educatn is 1, age is 35, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 500.0
 - xperience : 3.0
 - educatn : 1
 - age : 35
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 4000. The dec profit is 500.0. The xperience is 3.0. The educatn is 1. The age is 35. The collateral is 9000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>7000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>500.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>35</td>
      <td>9000</td>
      <td>0</td>
      <td>1</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 & 1 & 7000 & 60.000000 & 4000 & 500.000000 & 3.000000 & 1 & 35 & 9000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 7000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 35-year-old male is applying for a loan of 7000 cedis. The applicant works in agriculture 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 4000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 does not resides or have his business close to the bank. The value of his collateral is 9000 cedis.
782,1,500,500,0,15.0,1000,750.0,3.0,1,42,5000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 15.0, assets val is 1000, dec profit is 750.0, xperience is 3.0, educatn is 1, age is 42, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 750.0
 - xperience : 3.0
 - educatn : 1
 - age : 42
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 15.0. The assets val is 1000. The dec profit is 750.0. The xperience is 3.0. The educatn is 1. The age is 42. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>15.0</td>
      <td>1000</td>
      <td>750.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>42</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 500 & 15.000000 & 1000 & 750.000000 & 3.000000 & 1 & 42 & 5000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 500, 'assets val': 1000, 'collateral': 5000, 'dec profit': 750.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 42-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 750.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 5000 cedis.
783,0,1600,1600,0,60.0,4500,150.0,3.0,2,35,4000,1,0,1,0,3,0,Yes,"sex is 0, amnt req is 1600, maturity is 60.0, assets val is 4500, dec profit is 150.0, xperience is 3.0, educatn is 2, age is 35, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 1600
 - maturity : 60.0
 - assets val : 4500
 - dec profit : 150.0
 - xperience : 3.0
 - educatn : 2
 - age : 35
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 1600. The maturity is 60.0. The assets val is 4500. The dec profit is 150.0. The xperience is 3.0. The educatn is 2. The age is 35. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>1600</td>
      <td>60.0</td>
      <td>4500</td>
      <td>150.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>35</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 1600 & 60.000000 & 4500 & 150.000000 & 3.000000 & 2 & 35 & 4000 & 1 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 1600, 'assets val': 4500, 'collateral': 4000, 'dec profit': 150.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 1600 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 4500 cedis and her declared profits (after tax) is 150.0 cedis. Her educational background is secondary 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 resides or have her business close to the bank. The value of her collateral is 4000 cedis.
784,0,5000,5000,0,30.0,1000,3000.0,5.0,3,35,7000,0,1,1,0,2,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 3000.0, xperience is 5.0, educatn is 3, age is 35, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 3000.0
 - xperience : 5.0
 - educatn : 3
 - age : 35
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 3000.0. The xperience is 5.0. The educatn is 3. The age is 35. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>30.0</td>
      <td>1000</td>
      <td>3000.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>35</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 30.000000 & 1000 & 3000.000000 & 5.000000 & 3 & 35 & 7000 & 0 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 3000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 5.0}",A 35-year-old female is applying for a loan of 5000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is primary and the number of years that she has been in business is 5.0. She provided a 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 7000 cedis.
785,1,1500,1400,1,30.0,40000,2400.0,4.0,1,47,6000,1,1,1,0,5,1,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 40000, dec profit is 2400.0, xperience is 4.0, educatn is 1, age is 47, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 1","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 40000
 - dec profit : 2400.0
 - xperience : 4.0
 - educatn : 1
 - age : 47
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 1",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 40000. The dec profit is 2400.0. The xperience is 4.0. The educatn is 1. The age is 47. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 5. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>40000</td>
      <td>2400.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>47</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>5</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 & 1 & 1500 & 30.000000 & 40000 & 2400.000000 & 4.000000 & 1 & 47 & 6000 & 1 & 1 & 1 & 0 & 5 & 1 \\
\end{tabular}
","{'age': 47, 'amnt req': 1500, 'assets val': 40000, 'collateral': 6000, 'dec profit': 2400.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 47-year-old male is applying for a loan of 1500 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 30.0 years. His assets value is 40000 cedis and his declared profits (after tax) is 2400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He resides or have his business close to the bank. The value of his collateral is 6000 cedis.
786,1,3000,2800,1,30.0,12000,2400.0,3.0,1,29,7000,0,1,1,0,1,1,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 12000, dec profit is 2400.0, xperience is 3.0, educatn is 1, age is 29, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 1","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 2400.0
 - xperience : 3.0
 - educatn : 1
 - age : 29
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 1",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 12000. The dec profit is 2400.0. The xperience is 3.0. The educatn is 1. The age is 29. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>12000</td>
      <td>2400.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>29</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 3000 & 30.000000 & 12000 & 2400.000000 & 3.000000 & 1 & 29 & 7000 & 0 & 1 & 1 & 0 & 1 & 1 \\
\end{tabular}
","{'age': 29, 'amnt req': 3000, 'assets val': 12000, 'collateral': 7000, 'dec profit': 2400.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 29-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 12000 cedis and his declared profits (after tax) is 2400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
787,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
788,0,1500,1500,0,30.0,2500,260.0,9.0,1,35,3000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 2500, dec profit is 260.0, xperience is 9.0, educatn is 1, age is 35, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 260.0
 - xperience : 9.0
 - educatn : 1
 - age : 35
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 2500. The dec profit is 260.0. The xperience is 9.0. The educatn is 1. The age is 35. The collateral is 3000. 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>1500</td>
      <td>30.0</td>
      <td>2500</td>
      <td>260.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>35</td>
      <td>3000</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 & 1500 & 30.000000 & 2500 & 260.000000 & 9.000000 & 1 & 35 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 1500, 'assets val': 2500, 'collateral': 3000, 'dec profit': 260.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 9.0}",A 35-year-old female is applying for a loan of 1500 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 30.0 years. Her assets value is 2500 cedis and her declared profits (after tax) is 260.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 9.0. 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 3000 cedis.
789,0,15000,15000,0,60.0,60000,4000.0,3.0,1,50,9000,1,1,0,0,3,1,Yes,"sex is 0, amnt req is 15000, maturity is 60.0, assets val is 60000, dec profit is 4000.0, xperience is 3.0, educatn is 1, age is 50, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 15000
 - maturity : 60.0
 - assets val : 60000
 - dec profit : 4000.0
 - xperience : 3.0
 - educatn : 1
 - age : 50
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 15000. The maturity is 60.0. The assets val is 60000. The dec profit is 4000.0. The xperience is 3.0. The educatn is 1. The age is 50. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>15000</td>
      <td>60.0</td>
      <td>60000</td>
      <td>4000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>50</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 15000 & 60.000000 & 60000 & 4000.000000 & 3.000000 & 1 & 50 & 9000 & 1 & 1 & 0 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 50, 'amnt req': 15000, 'assets val': 60000, 'collateral': 9000, 'dec profit': 4000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 50-year-old female is applying for a loan of 15000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 60000 cedis and her declared profits (after tax) is 4000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not 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.
790,0,3000,1000,1,30.0,5000,250.0,2.0,1,28,2503,0,1,1,0,3,0,No,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 250.0, xperience is 2.0, educatn is 1, age is 28, collateral is 2503, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 1
 - age : 28
 - collateral : 2503
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 250.0. The xperience is 2.0. The educatn is 1. The age is 28. The collateral is 2503. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>28</td>
      <td>2503</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 3000 & 30.000000 & 5000 & 250.000000 & 2.000000 & 1 & 28 & 2503 & 0 & 1 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 3000, 'assets val': 5000, 'collateral': 2503, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 28-year-old female is applying for a loan of 3000 cedis. The applicant works in manufacturing sector and the purpose of the loan is 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 250.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She provided a 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 2503 cedis.
791,0,600,600,0,60.0,1000,195.0,7.0,3,49,2500,1,0,1,1,5,0,Yes,"sex is 0, amnt req is 600, maturity is 60.0, assets val is 1000, dec profit is 195.0, xperience is 7.0, educatn is 3, age is 49, collateral is 2500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 195.0
 - xperience : 7.0
 - educatn : 3
 - age : 49
 - collateral : 2500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 60.0. The assets val is 1000. The dec profit is 195.0. The xperience is 7.0. The educatn is 3. The age is 49. The collateral is 2500. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>600</td>
      <td>60.0</td>
      <td>1000</td>
      <td>195.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>49</td>
      <td>2500</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 600 & 60.000000 & 1000 & 195.000000 & 7.000000 & 3 & 49 & 2500 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 600, 'assets val': 1000, 'collateral': 2500, 'dec profit': 195.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 7.0}",A 49-year-old female is applying for a loan of 600 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 195.0 cedis. Her educational background is primary and the number of years that she has been in business is 7.0. 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 2500 cedis.
792,0,3500,3500,0,60.0,5000,350.0,4.0,3,33,7000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 3500, maturity is 60.0, assets val is 5000, dec profit is 350.0, xperience is 4.0, educatn is 3, age is 33, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 3500
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 350.0
 - xperience : 4.0
 - educatn : 3
 - age : 33
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 3500. The maturity is 60.0. The assets val is 5000. The dec profit is 350.0. The xperience is 4.0. The educatn is 3. The age is 33. The collateral is 7000. The locatn is 1. 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>3500</td>
      <td>60.0</td>
      <td>5000</td>
      <td>350.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>33</td>
      <td>7000</td>
      <td>1</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 & 3500 & 60.000000 & 5000 & 350.000000 & 4.000000 & 3 & 33 & 7000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 3500, 'assets val': 5000, 'collateral': 7000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 33-year-old female is applying for a loan of 3500 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 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 350.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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 7000 cedis.
793,0,8000,8000,0,30.0,8000,590.0,5.0,1,20,1500,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 8000, maturity is 30.0, assets val is 8000, dec profit is 590.0, xperience is 5.0, educatn is 1, age is 20, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 590.0
 - xperience : 5.0
 - educatn : 1
 - age : 20
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 30.0. The assets val is 8000. The dec profit is 590.0. The xperience is 5.0. The educatn is 1. The age is 20. The collateral is 1500. 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>8000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>590.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>20</td>
      <td>1500</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 & 8000 & 30.000000 & 8000 & 590.000000 & 5.000000 & 1 & 20 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 20, 'amnt req': 8000, 'assets val': 8000, 'collateral': 1500, 'dec profit': 590.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 20-year-old female is applying for a loan of 8000 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 30.0 years. Her assets value is 8000 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 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 1500 cedis.
794,0,600,600,0,20.0,1200,150.0,2.0,1,42,7000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 600, maturity is 20.0, assets val is 1200, dec profit is 150.0, xperience is 2.0, educatn is 1, age is 42, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 20.0
 - assets val : 1200
 - dec profit : 150.0
 - xperience : 2.0
 - educatn : 1
 - age : 42
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 20.0. The assets val is 1200. The dec profit is 150.0. The xperience is 2.0. The educatn is 1. The age is 42. The collateral is 7000. 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>600</td>
      <td>20.0</td>
      <td>1200</td>
      <td>150.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>42</td>
      <td>7000</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 & 600 & 20.000000 & 1200 & 150.000000 & 2.000000 & 1 & 42 & 7000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 600, 'assets val': 1200, 'collateral': 7000, 'dec profit': 150.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 42-year-old female is applying for a loan of 600 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 20.0 years. Her assets value is 1200 cedis and her declared profits (after tax) is 150.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 7000 cedis.
795,1,10000,7000,1,60.0,8000,250.0,2.0,2,39,6000,1,1,1,0,2,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 8000, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 39, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 8000. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>10000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 10000 & 60.000000 & 8000 & 250.000000 & 2.000000 & 2 & 39 & 6000 & 1 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 10000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 10000 cedis. The applicant works in transport 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 8000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary 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 6000 cedis.
796,1,4000,3500,1,25.0,7500,251.0,3.0,1,43,11000,0,0,1,0,1,0,No,"sex is 1, amnt req is 4000, maturity is 25.0, assets val is 7500, dec profit is 251.0, xperience is 3.0, educatn is 1, age is 43, collateral is 11000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 25.0
 - assets val : 7500
 - dec profit : 251.0
 - xperience : 3.0
 - educatn : 1
 - age : 43
 - collateral : 11000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 25.0. The assets val is 7500. The dec profit is 251.0. The xperience is 3.0. The educatn is 1. The age is 43. The collateral is 11000. 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>1</td>
      <td>4000</td>
      <td>25.0</td>
      <td>7500</td>
      <td>251.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>43</td>
      <td>11000</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 & 1 & 4000 & 25.000000 & 7500 & 251.000000 & 3.000000 & 1 & 43 & 11000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 4000, 'assets val': 7500, 'collateral': 11000, 'dec profit': 251.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 25.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 4000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 25.0 years. His assets value is 7500 cedis and his declared profits (after tax) is 251.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 11000 cedis.
797,1,300,300,0,15.0,1000,150.0,4.0,2,32,4000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 300, maturity is 15.0, assets val is 1000, dec profit is 150.0, xperience is 4.0, educatn is 2, age is 32, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 150.0
 - xperience : 4.0
 - educatn : 2
 - age : 32
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 15.0. The assets val is 1000. The dec profit is 150.0. The xperience is 4.0. The educatn is 2. The age is 32. The collateral is 4000. 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>300</td>
      <td>15.0</td>
      <td>1000</td>
      <td>150.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>32</td>
      <td>4000</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 & 300 & 15.000000 & 1000 & 150.000000 & 4.000000 & 2 & 32 & 4000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 300, 'assets val': 1000, 'collateral': 4000, 'dec profit': 150.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 32-year-old male is applying for a loan of 300 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 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 150.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. 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 4000 cedis.
798,0,2000,1500,1,30.0,1500,954.0,6.0,1,39,1500,1,0,1,0,1,0,No,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 1500, dec profit is 954.0, xperience is 6.0, educatn is 1, age is 39, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 954.0
 - xperience : 6.0
 - educatn : 1
 - age : 39
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 1500. The dec profit is 954.0. The xperience is 6.0. The educatn is 1. The age is 39. The collateral is 1500. 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>2000</td>
      <td>30.0</td>
      <td>1500</td>
      <td>954.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>39</td>
      <td>1500</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 & 2000 & 30.000000 & 1500 & 954.000000 & 6.000000 & 1 & 39 & 1500 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 2000, 'assets val': 1500, 'collateral': 1500, 'dec profit': 954.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 39-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 30.0 years. Her assets value is 1500 cedis and her declared profits (after tax) is 954.0 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 1500 cedis.
799,1,10000,7000,1,60.0,9000,600.0,4.0,4,49,9000,1,1,0,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 9000, dec profit is 600.0, xperience is 4.0, educatn is 4, age is 49, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 4
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 9000. The dec profit is 600.0. The xperience is 4.0. The educatn is 4. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>10000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>4</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 10000 & 60.000000 & 9000 & 600.000000 & 4.000000 & 4 & 49 & 9000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 10000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 600.0, 'educatn': 4, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 49-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is illiterate and the number of years that he has been in business is 4.0. He provided a 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 9000 cedis.
800,0,600,600,0,36.0,1200,180.0,3.0,1,49,1000,0,0,1,1,4,0,Yes,"sex is 0, amnt req is 600, maturity is 36.0, assets val is 1200, dec profit is 180.0, xperience is 3.0, educatn is 1, age is 49, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 36.0
 - assets val : 1200
 - dec profit : 180.0
 - xperience : 3.0
 - educatn : 1
 - age : 49
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 36.0. The assets val is 1200. The dec profit is 180.0. The xperience is 3.0. The educatn is 1. The age is 49. The collateral is 1000. 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>600</td>
      <td>36.0</td>
      <td>1200</td>
      <td>180.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>49</td>
      <td>1000</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 & 600 & 36.000000 & 1200 & 180.000000 & 3.000000 & 1 & 49 & 1000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 600, 'assets val': 1200, 'collateral': 1000, 'dec profit': 180.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 49-year-old female is applying for a loan of 600 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 36.0 years. Her assets value is 1200 cedis and her declared profits (after tax) is 180.0 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 1000 cedis.
801,0,2200,2200,0,60.0,6000,650.0,4.0,3,45,4000,0,0,1,1,4,0,Yes,"sex is 0, amnt req is 2200, maturity is 60.0, assets val is 6000, dec profit is 650.0, xperience is 4.0, educatn is 3, age is 45, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 2200
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 650.0
 - xperience : 4.0
 - educatn : 3
 - age : 45
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 2200. The maturity is 60.0. The assets val is 6000. The dec profit is 650.0. The xperience is 4.0. The educatn is 3. The age is 45. The collateral is 4000. 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>2200</td>
      <td>60.0</td>
      <td>6000</td>
      <td>650.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>45</td>
      <td>4000</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 & 2200 & 60.000000 & 6000 & 650.000000 & 4.000000 & 3 & 45 & 4000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 2200, 'assets val': 6000, 'collateral': 4000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 45-year-old female is applying for a loan of 2200 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 60.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 650.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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 4000 cedis.
802,1,8000,8000,0,60.0,4000,450.0,3.0,3,43,7000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 4000, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 4000. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 4000 & 450.000000 & 3.000000 & 3 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 8000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 8000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
803,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,9000,1,0,1,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 1 & 0 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any 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.
804,1,2000,2000,0,30.0,2500,690.0,1.0,1,42,3000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2500, dec profit is 690.0, xperience is 1.0, educatn is 1, age is 42, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 690.0
 - xperience : 1.0
 - educatn : 1
 - age : 42
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2500. The dec profit is 690.0. The xperience is 1.0. The educatn is 1. The age is 42. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2500</td>
      <td>690.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>42</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 2500 & 690.000000 & 1.000000 & 1 & 42 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 2000, 'assets val': 2500, 'collateral': 3000, 'dec profit': 690.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 42-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 2500 cedis and his declared profits (after tax) is 690.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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.
805,0,9000,8000,1,120.0,9000,700.0,3.0,3,55,9000,1,0,1,1,3,0,No,"sex is 0, amnt req is 9000, maturity is 120.0, assets val is 9000, dec profit is 700.0, xperience is 3.0, educatn is 3, age is 55, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 120.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 3
 - age : 55
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 120.0. The assets val is 9000. The dec profit is 700.0. The xperience is 3.0. The educatn is 3. The age is 55. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>9000</td>
      <td>120.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>55</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 9000 & 120.000000 & 9000 & 700.000000 & 3.000000 & 3 & 55 & 9000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 9000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 120.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 55-year-old female is applying for a loan of 9000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 120.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 9000 cedis.
806,0,9000,8000,1,36.0,9000,700.0,3.0,3,55,9000,1,0,1,1,3,0,No,"sex is 0, amnt req is 9000, maturity is 36.0, assets val is 9000, dec profit is 700.0, xperience is 3.0, educatn is 3, age is 55, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 36.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 3
 - age : 55
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 36.0. The assets val is 9000. The dec profit is 700.0. The xperience is 3.0. The educatn is 3. The age is 55. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>9000</td>
      <td>36.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>55</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 9000 & 36.000000 & 9000 & 700.000000 & 3.000000 & 3 & 55 & 9000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 9000, 'assets val': 9000, 'collateral': 9000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 55-year-old female is applying for a loan of 9000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 9000 cedis.
807,1,1000,1000,0,30.0,1500,256.0,6.0,3,51,2000,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 1500, dec profit is 256.0, xperience is 6.0, educatn is 3, age is 51, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 256.0
 - xperience : 6.0
 - educatn : 3
 - age : 51
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 1500. The dec profit is 256.0. The xperience is 6.0. The educatn is 3. The age is 51. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>1500</td>
      <td>256.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>51</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 30.000000 & 1500 & 256.000000 & 6.000000 & 3 & 51 & 2000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 1000, 'assets val': 1500, 'collateral': 2000, 'dec profit': 256.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 51-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 1500 cedis and his declared profits (after tax) is 256.0 cedis. His educational background is primary 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 resides or have his business close to the bank. The value of his collateral is 2000 cedis.
808,1,1500,1000,1,36.0,2000,100.0,1.0,3,58,1000,0,0,0,0,1,0,No,"sex is 1, amnt req is 1500, maturity is 36.0, assets val is 2000, dec profit is 100.0, xperience is 1.0, educatn is 3, age is 58, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 36.0
 - assets val : 2000
 - dec profit : 100.0
 - xperience : 1.0
 - educatn : 3
 - age : 58
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 36.0. The assets val is 2000. The dec profit is 100.0. The xperience is 1.0. The educatn is 3. The age is 58. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>36.0</td>
      <td>2000</td>
      <td>100.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>58</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 36.000000 & 2000 & 100.000000 & 1.000000 & 3 & 58 & 1000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 58, 'amnt req': 1500, 'assets val': 2000, 'collateral': 1000, 'dec profit': 100.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 58-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. 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 1000 cedis.
809,1,1500,1500,0,30.0,2500,254.0,7.0,1,36,2000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 2500, dec profit is 254.0, xperience is 7.0, educatn is 1, age is 36, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 254.0
 - xperience : 7.0
 - educatn : 1
 - age : 36
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 2500. The dec profit is 254.0. The xperience is 7.0. The educatn is 1. The age is 36. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>2500</td>
      <td>254.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>36</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 2500 & 254.000000 & 7.000000 & 1 & 36 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1500, 'assets val': 2500, 'collateral': 2000, 'dec profit': 254.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 36-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 2500 cedis and his declared profits (after tax) is 254.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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.
810,0,1500,1500,0,36.0,4600,900.0,11.0,1,36,20000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 1500, maturity is 36.0, assets val is 4600, dec profit is 900.0, xperience is 11.0, educatn is 1, age is 36, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 36.0
 - assets val : 4600
 - dec profit : 900.0
 - xperience : 11.0
 - educatn : 1
 - age : 36
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 36.0. The assets val is 4600. The dec profit is 900.0. The xperience is 11.0. The educatn is 1. The age is 36. The collateral is 20000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1500</td>
      <td>36.0</td>
      <td>4600</td>
      <td>900.0</td>
      <td>11.0</td>
      <td>1</td>
      <td>36</td>
      <td>20000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1500 & 36.000000 & 4600 & 900.000000 & 11.000000 & 1 & 36 & 20000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1500, 'assets val': 4600, 'collateral': 20000, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 11.0}",A 36-year-old female is applying for a loan of 1500 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 4600 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 11.0. She did not provide any guarantor and this is not 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 20000 cedis.
811,1,1500,1500,0,30.0,2000,220.0,4.0,1,43,6000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 2000, dec profit is 220.0, xperience is 4.0, educatn is 1, age is 43, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 220.0
 - xperience : 4.0
 - educatn : 1
 - age : 43
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 2000. The dec profit is 220.0. The xperience is 4.0. The educatn is 1. The age is 43. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>2000</td>
      <td>220.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>43</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 2000 & 220.000000 & 4.000000 & 1 & 43 & 6000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 1500, 'assets val': 2000, 'collateral': 6000, 'dec profit': 220.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 43-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 220.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 6000 cedis.
812,1,500,500,0,30.0,7000,1200.0,4.0,1,29,2000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 7000, dec profit is 1200.0, xperience is 4.0, educatn is 1, age is 29, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 1200.0
 - xperience : 4.0
 - educatn : 1
 - age : 29
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 7000. The dec profit is 1200.0. The xperience is 4.0. The educatn is 1. The age is 29. 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>1</td>
      <td>500</td>
      <td>30.0</td>
      <td>7000</td>
      <td>1200.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>29</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 & 1 & 500 & 30.000000 & 7000 & 1200.000000 & 4.000000 & 1 & 29 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 500, 'assets val': 7000, 'collateral': 2000, 'dec profit': 1200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 29-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture 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 7000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
813,1,1000,1000,0,30.0,2100,400.0,7.0,2,44,5100,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2100, dec profit is 400.0, xperience is 7.0, educatn is 2, age is 44, collateral is 5100, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2100
 - dec profit : 400.0
 - xperience : 7.0
 - educatn : 2
 - age : 44
 - collateral : 5100
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2100. The dec profit is 400.0. The xperience is 7.0. The educatn is 2. The age is 44. The collateral is 5100. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>2100</td>
      <td>400.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>44</td>
      <td>5100</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 2100 & 400.000000 & 7.000000 & 2 & 44 & 5100 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 1000, 'assets val': 2100, 'collateral': 5100, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 44-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 2100 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5100 cedis.
814,1,3000,3000,0,30.0,4050,404.0,5.0,1,38,1500,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 4050, dec profit is 404.0, xperience is 5.0, educatn is 1, age is 38, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4050
 - dec profit : 404.0
 - xperience : 5.0
 - educatn : 1
 - age : 38
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 4050. The dec profit is 404.0. The xperience is 5.0. The educatn is 1. The age is 38. The collateral is 1500. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>4050</td>
      <td>404.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>38</td>
      <td>1500</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 & 1 & 3000 & 30.000000 & 4050 & 404.000000 & 5.000000 & 1 & 38 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 3000, 'assets val': 4050, 'collateral': 1500, 'dec profit': 404.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 38-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 4050 cedis and his declared profits (after tax) is 404.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
815,0,10000,8000,1,60.0,10000,1000.0,10.0,3,40,8000,1,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 1000.0, xperience is 10.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1000.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 1000.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1000.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 1000.000000 & 10.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 8000 cedis.
816,0,2500,2500,0,30.0,5000,375.0,2.0,3,35,500,0,0,1,1,4,0,Yes,"sex is 0, amnt req is 2500, maturity is 30.0, assets val is 5000, dec profit is 375.0, xperience is 2.0, educatn is 3, age is 35, collateral is 500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 375.0
 - xperience : 2.0
 - educatn : 3
 - age : 35
 - collateral : 500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 30.0. The assets val is 5000. The dec profit is 375.0. The xperience is 2.0. The educatn is 3. The age is 35. The collateral is 500. 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>2500</td>
      <td>30.0</td>
      <td>5000</td>
      <td>375.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>35</td>
      <td>500</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 & 2500 & 30.000000 & 5000 & 375.000000 & 2.000000 & 3 & 35 & 500 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2500, 'assets val': 5000, 'collateral': 500, 'dec profit': 375.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 35-year-old female is applying for a loan of 2500 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 30.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 375.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. 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 500 cedis.
817,0,3500,3500,0,60.0,5000,350.0,4.0,3,33,7000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 3500, maturity is 60.0, assets val is 5000, dec profit is 350.0, xperience is 4.0, educatn is 3, age is 33, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 3500
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 350.0
 - xperience : 4.0
 - educatn : 3
 - age : 33
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 3500. The maturity is 60.0. The assets val is 5000. The dec profit is 350.0. The xperience is 4.0. The educatn is 3. The age is 33. The collateral is 7000. The locatn is 1. 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>3500</td>
      <td>60.0</td>
      <td>5000</td>
      <td>350.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>33</td>
      <td>7000</td>
      <td>1</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 & 3500 & 60.000000 & 5000 & 350.000000 & 4.000000 & 3 & 33 & 7000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 3500, 'assets val': 5000, 'collateral': 7000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 33-year-old female is applying for a loan of 3500 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 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 350.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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 7000 cedis.
818,1,2000,2000,0,60.0,2000,650.0,2.0,3,36,2000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2000, dec profit is 650.0, xperience is 2.0, educatn is 3, age is 36, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 650.0
 - xperience : 2.0
 - educatn : 3
 - age : 36
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2000. The dec profit is 650.0. The xperience is 2.0. The educatn is 3. The age is 36. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>650.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>36</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 & 1 & 2000 & 60.000000 & 2000 & 650.000000 & 2.000000 & 3 & 36 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 36-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
819,0,10000,8000,1,30.0,2310,6000.0,5.0,3,40,10000,1,0,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 2310, dec profit is 6000.0, xperience is 5.0, educatn is 3, age is 40, collateral is 10000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 2310
 - dec profit : 6000.0
 - xperience : 5.0
 - educatn : 3
 - age : 40
 - collateral : 10000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 2310. The dec profit is 6000.0. The xperience is 5.0. The educatn is 3. The age is 40. The collateral is 10000. The locatn is 1. 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>10000</td>
      <td>30.0</td>
      <td>2310</td>
      <td>6000.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>40</td>
      <td>10000</td>
      <td>1</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 & 10000 & 30.000000 & 2310 & 6000.000000 & 5.000000 & 3 & 40 & 10000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 2310, 'collateral': 10000, 'dec profit': 6000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 40-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 2310 cedis and her declared profits (after tax) is 6000.0 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 resides or have her business close to the bank. The value of her collateral is 10000 cedis.
820,0,8000,8000,0,60.0,45000,2500.0,4.0,1,44,8000,0,1,1,0,3,1,Yes,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 45000, dec profit is 2500.0, xperience is 4.0, educatn is 1, age is 44, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 45000
 - dec profit : 2500.0
 - xperience : 4.0
 - educatn : 1
 - age : 44
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 45000. The dec profit is 2500.0. The xperience is 4.0. The educatn is 1. The age is 44. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>45000</td>
      <td>2500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>44</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 45000 & 2500.000000 & 4.000000 & 1 & 44 & 8000 & 0 & 1 & 1 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 44, 'amnt req': 8000, 'assets val': 45000, 'collateral': 8000, 'dec profit': 2500.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 44-year-old female is applying for a loan of 8000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 45000 cedis and her declared profits (after tax) is 2500.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
821,1,5000,1000,1,30.0,7000,820.0,2.0,3,44,2000,1,0,0,1,4,0,No,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 7000, dec profit is 820.0, xperience is 2.0, educatn is 3, age is 44, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 820.0
 - xperience : 2.0
 - educatn : 3
 - age : 44
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 7000. The dec profit is 820.0. The xperience is 2.0. The educatn is 3. The age is 44. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>820.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>44</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 30.000000 & 7000 & 820.000000 & 2.000000 & 3 & 44 & 2000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 5000, 'assets val': 7000, 'collateral': 2000, 'dec profit': 820.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 44-year-old male is applying for a loan of 5000 cedis. The applicant works in agriculture 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 7000 cedis and his declared profits (after tax) is 820.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 2000 cedis.
822,0,600,600,0,30.0,4200,500.0,15.0,2,50,3000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 600, maturity is 30.0, assets val is 4200, dec profit is 500.0, xperience is 15.0, educatn is 2, age is 50, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 600
 - maturity : 30.0
 - assets val : 4200
 - dec profit : 500.0
 - xperience : 15.0
 - educatn : 2
 - age : 50
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 600. The maturity is 30.0. The assets val is 4200. The dec profit is 500.0. The xperience is 15.0. The educatn is 2. The age is 50. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>600</td>
      <td>30.0</td>
      <td>4200</td>
      <td>500.0</td>
      <td>15.0</td>
      <td>2</td>
      <td>50</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 600 & 30.000000 & 4200 & 500.000000 & 15.000000 & 2 & 50 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 600, 'assets val': 4200, 'collateral': 3000, 'dec profit': 500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 15.0}",A 50-year-old female is applying for a loan of 600 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 30.0 years. Her assets value is 4200 cedis and her declared profits (after tax) is 500.0 cedis. Her educational background is secondary and the number of years that she has been in business is 15.0. She did not provide any guarantor and this is not 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 3000 cedis.
823,1,2000,2000,0,30.0,3500,370.0,5.0,1,41,1000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3500, dec profit is 370.0, xperience is 5.0, educatn is 1, age is 41, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 370.0
 - xperience : 5.0
 - educatn : 1
 - age : 41
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3500. The dec profit is 370.0. The xperience is 5.0. The educatn is 1. The age is 41. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>3500</td>
      <td>370.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>41</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 3500 & 370.000000 & 5.000000 & 1 & 41 & 1000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 2000, 'assets val': 3500, 'collateral': 1000, 'dec profit': 370.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 41-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 3500 cedis and his declared profits (after tax) is 370.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 1000 cedis.
824,0,2000,1500,1,30.0,3000,573.0,6.0,1,37,1500,1,0,0,0,1,0,No,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 3000, dec profit is 573.0, xperience is 6.0, educatn is 1, age is 37, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 573.0
 - xperience : 6.0
 - educatn : 1
 - age : 37
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 3000. The dec profit is 573.0. The xperience is 6.0. The educatn is 1. The age is 37. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>30.0</td>
      <td>3000</td>
      <td>573.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>37</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 30.000000 & 3000 & 573.000000 & 6.000000 & 1 & 37 & 1500 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 2000, 'assets val': 3000, 'collateral': 1500, 'dec profit': 573.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 37-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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 573.0 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 not 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 1500 cedis.
825,1,3000,3000,0,30.0,10000,1800.0,2.0,3,32,6000,0,1,0,0,1,1,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 10000, dec profit is 1800.0, xperience is 2.0, educatn is 3, age is 32, collateral is 6000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 1","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 1800.0
 - xperience : 2.0
 - educatn : 3
 - age : 32
 - collateral : 6000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 1",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 10000. The dec profit is 1800.0. The xperience is 2.0. The educatn is 3. The age is 32. The collateral is 6000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>1800.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>32</td>
      <td>6000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 3000 & 30.000000 & 10000 & 1800.000000 & 2.000000 & 3 & 32 & 6000 & 0 & 1 & 0 & 0 & 1 & 1 \\
\end{tabular}
","{'age': 32, 'amnt req': 3000, 'assets val': 10000, 'collateral': 6000, 'dec profit': 1800.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 32-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 1800.0 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 not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 6000 cedis.
826,0,300,300,0,30.0,2270,262.0,1.0,1,34,800,0,0,0,1,1,0,Yes,"sex is 0, amnt req is 300, maturity is 30.0, assets val is 2270, dec profit is 262.0, xperience is 1.0, educatn is 1, age is 34, collateral is 800, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 30.0
 - assets val : 2270
 - dec profit : 262.0
 - xperience : 1.0
 - educatn : 1
 - age : 34
 - collateral : 800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 30.0. The assets val is 2270. The dec profit is 262.0. The xperience is 1.0. The educatn is 1. The age is 34. The collateral is 800. 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>0</td>
      <td>300</td>
      <td>30.0</td>
      <td>2270</td>
      <td>262.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>34</td>
      <td>800</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 & 0 & 300 & 30.000000 & 2270 & 262.000000 & 1.000000 & 1 & 34 & 800 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 300, 'assets val': 2270, 'collateral': 800, 'dec profit': 262.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 34-year-old female is applying for a loan of 300 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 2270 cedis and her declared profits (after tax) is 262.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 800 cedis.
827,0,4000,3500,1,25.0,7500,450.0,3.0,2,51,4000,0,0,1,0,3,0,No,"sex is 0, amnt req is 4000, maturity is 25.0, assets val is 7500, dec profit is 450.0, xperience is 3.0, educatn is 2, age is 51, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 4000
 - maturity : 25.0
 - assets val : 7500
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 2
 - age : 51
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 4000. The maturity is 25.0. The assets val is 7500. The dec profit is 450.0. The xperience is 3.0. The educatn is 2. The age is 51. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>4000</td>
      <td>25.0</td>
      <td>7500</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>51</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 4000 & 25.000000 & 7500 & 450.000000 & 3.000000 & 2 & 51 & 4000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 4000, 'assets val': 7500, 'collateral': 4000, 'dec profit': 450.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 25.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 51-year-old female is applying for a loan of 4000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 25.0 years. Her assets value is 7500 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is secondary 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 4000 cedis.
828,0,30000,20000,1,60.0,40000,565.0,4.0,1,40,25000,1,0,1,0,2,0,No,"sex is 0, amnt req is 30000, maturity is 60.0, assets val is 40000, dec profit is 565.0, xperience is 4.0, educatn is 1, age is 40, collateral is 25000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 30000
 - maturity : 60.0
 - assets val : 40000
 - dec profit : 565.0
 - xperience : 4.0
 - educatn : 1
 - age : 40
 - collateral : 25000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 30000. The maturity is 60.0. The assets val is 40000. The dec profit is 565.0. The xperience is 4.0. The educatn is 1. The age is 40. The collateral is 25000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>30000</td>
      <td>60.0</td>
      <td>40000</td>
      <td>565.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>40</td>
      <td>25000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 30000 & 60.000000 & 40000 & 565.000000 & 4.000000 & 1 & 40 & 25000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 30000, 'assets val': 40000, 'collateral': 25000, 'dec profit': 565.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 4.0}",A 40-year-old female is applying for a loan of 30000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 40000 cedis and her declared profits (after tax) is 565.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 25000 cedis.
829,1,400,400,0,20.0,8000,100.0,3.0,1,27,1500,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 400, maturity is 20.0, assets val is 8000, dec profit is 100.0, xperience is 3.0, educatn is 1, age is 27, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 20.0
 - assets val : 8000
 - dec profit : 100.0
 - xperience : 3.0
 - educatn : 1
 - age : 27
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 20.0. The assets val is 8000. The dec profit is 100.0. The xperience is 3.0. The educatn is 1. The age is 27. The collateral is 1500. 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>1</td>
      <td>400</td>
      <td>20.0</td>
      <td>8000</td>
      <td>100.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>27</td>
      <td>1500</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 & 1 & 400 & 20.000000 & 8000 & 100.000000 & 3.000000 & 1 & 27 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 400, 'assets val': 8000, 'collateral': 1500, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 27-year-old male is applying for a loan of 400 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 8000 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
830,1,2000,2000,0,30.0,3000,810.0,1.0,2,43,4000,1,0,1,1,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3000, dec profit is 810.0, xperience is 1.0, educatn is 2, age is 43, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 810.0
 - xperience : 1.0
 - educatn : 2
 - age : 43
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3000. The dec profit is 810.0. The xperience is 1.0. The educatn is 2. The age is 43. The collateral is 4000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>30.0</td>
      <td>3000</td>
      <td>810.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>43</td>
      <td>4000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 30.000000 & 3000 & 810.000000 & 1.000000 & 2 & 43 & 4000 & 1 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 2000, 'assets val': 3000, 'collateral': 4000, 'dec profit': 810.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 1.0}",A 43-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 810.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He did not provide any 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 4000 cedis.
831,1,500,500,0,20.0,7000,200.0,2.0,1,41,600,0,1,0,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 20.0, assets val is 7000, dec profit is 200.0, xperience is 2.0, educatn is 1, age is 41, collateral is 600, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 20.0
 - assets val : 7000
 - dec profit : 200.0
 - xperience : 2.0
 - educatn : 1
 - age : 41
 - collateral : 600
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 20.0. The assets val is 7000. The dec profit is 200.0. The xperience is 2.0. The educatn is 1. The age is 41. The collateral is 600. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>20.0</td>
      <td>7000</td>
      <td>200.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>41</td>
      <td>600</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 500 & 20.000000 & 7000 & 200.000000 & 2.000000 & 1 & 41 & 600 & 0 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 500, 'assets val': 7000, 'collateral': 600, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 41-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He provided a 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 600 cedis.
832,1,1000,1000,0,36.0,4700,600.0,25.0,2,52,7000,1,0,0,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 4700, dec profit is 600.0, xperience is 25.0, educatn is 2, age is 52, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 4700
 - dec profit : 600.0
 - xperience : 25.0
 - educatn : 2
 - age : 52
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 4700. The dec profit is 600.0. The xperience is 25.0. The educatn is 2. The age is 52. The collateral is 7000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>36.0</td>
      <td>4700</td>
      <td>600.0</td>
      <td>25.0</td>
      <td>2</td>
      <td>52</td>
      <td>7000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 36.000000 & 4700 & 600.000000 & 25.000000 & 2 & 52 & 7000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 52, 'amnt req': 1000, 'assets val': 4700, 'collateral': 7000, 'dec profit': 600.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 25.0}",A 52-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 4700 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 25.0. 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 7000 cedis.
833,1,200,200,0,15.0,1000,420.0,2.0,3,26,5000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 200, maturity is 15.0, assets val is 1000, dec profit is 420.0, xperience is 2.0, educatn is 3, age is 26, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 200
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 420.0
 - xperience : 2.0
 - educatn : 3
 - age : 26
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 200. The maturity is 15.0. The assets val is 1000. The dec profit is 420.0. The xperience is 2.0. The educatn is 3. The age is 26. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>200</td>
      <td>15.0</td>
      <td>1000</td>
      <td>420.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>26</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 200 & 15.000000 & 1000 & 420.000000 & 2.000000 & 3 & 26 & 5000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 200, 'assets val': 1000, 'collateral': 5000, 'dec profit': 420.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 2.0}",A 26-year-old male is applying for a loan of 200 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 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 420.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
834,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
835,0,13000,3000,1,30.0,4000,200.0,3.0,3,30,5000,1,0,1,1,5,0,No,"sex is 0, amnt req is 13000, maturity is 30.0, assets val is 4000, dec profit is 200.0, xperience is 3.0, educatn is 3, age is 30, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 13000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 3
 - age : 30
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 13000. The maturity is 30.0. The assets val is 4000. The dec profit is 200.0. The xperience is 3.0. The educatn is 3. The age is 30. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>13000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>30</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 13000 & 30.000000 & 4000 & 200.000000 & 3.000000 & 3 & 30 & 5000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 13000, 'assets val': 4000, 'collateral': 5000, 'dec profit': 200.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 30-year-old female is applying for a loan of 13000 cedis. The applicant works in service 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 4000 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 5000 cedis.
836,0,2000,2000,0,36.0,1000,500.0,15.0,1,40,1000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 36.0, assets val is 1000, dec profit is 500.0, xperience is 15.0, educatn is 1, age is 40, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 36.0
 - assets val : 1000
 - dec profit : 500.0
 - xperience : 15.0
 - educatn : 1
 - age : 40
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 36.0. The assets val is 1000. The dec profit is 500.0. The xperience is 15.0. The educatn is 1. The age is 40. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1000</td>
      <td>500.0</td>
      <td>15.0</td>
      <td>1</td>
      <td>40</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1000 & 500.000000 & 15.000000 & 1 & 40 & 1000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2000, 'assets val': 1000, 'collateral': 1000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 15.0}",A 40-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 1000 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 15.0. She did not provide any guarantor and this is not 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 1000 cedis.
837,0,10000,8000,1,30.0,20000,400.0,20.0,2,52,20000,0,0,1,1,3,0,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 20000, dec profit is 400.0, xperience is 20.0, educatn is 2, age is 52, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 20000
 - dec profit : 400.0
 - xperience : 20.0
 - educatn : 2
 - age : 52
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 20000. The dec profit is 400.0. The xperience is 20.0. The educatn is 2. The age is 52. The collateral is 20000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>10000</td>
      <td>30.0</td>
      <td>20000</td>
      <td>400.0</td>
      <td>20.0</td>
      <td>2</td>
      <td>52</td>
      <td>20000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 10000 & 30.000000 & 20000 & 400.000000 & 20.000000 & 2 & 52 & 20000 & 0 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 52, 'amnt req': 10000, 'assets val': 20000, 'collateral': 20000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 20.0}",A 52-year-old female is applying for a loan of 10000 cedis. The applicant works in manufacturing 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 20000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 20.0. 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 20000 cedis.
838,1,12000,7000,1,60.0,17440,204.0,3.0,1,35,9000,0,1,1,1,4,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 17440, dec profit is 204.0, xperience is 3.0, educatn is 1, age is 35, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 17440
 - dec profit : 204.0
 - xperience : 3.0
 - educatn : 1
 - age : 35
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 17440. The dec profit is 204.0. The xperience is 3.0. The educatn is 1. The age is 35. The collateral is 9000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>12000</td>
      <td>60.0</td>
      <td>17440</td>
      <td>204.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>35</td>
      <td>9000</td>
      <td>0</td>
      <td>1</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 & 1 & 12000 & 60.000000 & 17440 & 204.000000 & 3.000000 & 1 & 35 & 9000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 12000, 'assets val': 17440, 'collateral': 9000, 'dec profit': 204.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 35-year-old male is applying for a loan of 12000 cedis. The applicant works in agriculture 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 17440 cedis and his declared profits (after tax) is 204.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 does not resides or have his business close to the bank. The value of his collateral is 9000 cedis.
839,1,5000,5000,0,60.0,17000,1100.0,8.0,1,34,1500,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 17000, dec profit is 1100.0, xperience is 8.0, educatn is 1, age is 34, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 17000
 - dec profit : 1100.0
 - xperience : 8.0
 - educatn : 1
 - age : 34
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 17000. The dec profit is 1100.0. The xperience is 8.0. The educatn is 1. The age is 34. The collateral is 1500. 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>1</td>
      <td>5000</td>
      <td>60.0</td>
      <td>17000</td>
      <td>1100.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>34</td>
      <td>1500</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 & 1 & 5000 & 60.000000 & 17000 & 1100.000000 & 8.000000 & 1 & 34 & 1500 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 5000, 'assets val': 17000, 'collateral': 1500, 'dec profit': 1100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 34-year-old male is applying for a loan of 5000 cedis. The applicant works in agriculture 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 17000 cedis and his declared profits (after tax) is 1100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 8.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
840,0,12000,10000,1,60.0,9000,400.0,5.0,3,39,7000,0,0,0,0,1,0,No,"sex is 0, amnt req is 12000, maturity is 60.0, assets val is 9000, dec profit is 400.0, xperience is 5.0, educatn is 3, age is 39, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 3
 - age : 39
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 12000. The maturity is 60.0. The assets val is 9000. The dec profit is 400.0. The xperience is 5.0. The educatn is 3. The age is 39. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>12000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>39</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 12000 & 60.000000 & 9000 & 400.000000 & 5.000000 & 3 & 39 & 7000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 12000, 'assets val': 9000, 'collateral': 7000, 'dec profit': 400.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 39-year-old female is applying for a loan of 12000 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 60.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 400.0 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 not 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 7000 cedis.
841,1,500,500,0,60.0,1000,154.0,7.0,3,26,1000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 1000, dec profit is 154.0, xperience is 7.0, educatn is 3, age is 26, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 154.0
 - xperience : 7.0
 - educatn : 3
 - age : 26
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 1000. The dec profit is 154.0. The xperience is 7.0. The educatn is 3. The age is 26. The collateral is 1000. The locatn is 1. 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>1</td>
      <td>500</td>
      <td>60.0</td>
      <td>1000</td>
      <td>154.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>26</td>
      <td>1000</td>
      <td>1</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 & 1 & 500 & 60.000000 & 1000 & 154.000000 & 7.000000 & 3 & 26 & 1000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 500, 'assets val': 1000, 'collateral': 1000, 'dec profit': 154.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 7.0}",A 26-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture 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 1000 cedis and his declared profits (after tax) is 154.0 cedis. His educational background is primary and the number of years that he has been in business is 7.0. He did not provide any 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 1000 cedis.
842,0,6000,6000,0,36.0,20000,3200.0,2.0,1,35,9000,0,1,0,1,3,1,Yes,"sex is 0, amnt req is 6000, maturity is 36.0, assets val is 20000, dec profit is 3200.0, xperience is 2.0, educatn is 1, age is 35, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 6000
 - maturity : 36.0
 - assets val : 20000
 - dec profit : 3200.0
 - xperience : 2.0
 - educatn : 1
 - age : 35
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 6000. The maturity is 36.0. The assets val is 20000. The dec profit is 3200.0. The xperience is 2.0. The educatn is 1. The age is 35. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>6000</td>
      <td>36.0</td>
      <td>20000</td>
      <td>3200.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>35</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 6000 & 36.000000 & 20000 & 3200.000000 & 2.000000 & 1 & 35 & 9000 & 0 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 6000, 'assets val': 20000, 'collateral': 9000, 'dec profit': 3200.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 35-year-old female is applying for a loan of 6000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 20000 cedis and her declared profits (after tax) is 3200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
843,0,500,500,0,15.0,1200,700.0,4.0,1,29,1000,0,1,1,1,5,1,Yes,"sex is 0, amnt req is 500, maturity is 15.0, assets val is 1200, dec profit is 700.0, xperience is 4.0, educatn is 1, age is 29, collateral is 1000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 500
 - maturity : 15.0
 - assets val : 1200
 - dec profit : 700.0
 - xperience : 4.0
 - educatn : 1
 - age : 29
 - collateral : 1000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 500. The maturity is 15.0. The assets val is 1200. The dec profit is 700.0. The xperience is 4.0. The educatn is 1. The age is 29. The collateral is 1000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>500</td>
      <td>15.0</td>
      <td>1200</td>
      <td>700.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>29</td>
      <td>1000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 500 & 15.000000 & 1200 & 700.000000 & 4.000000 & 1 & 29 & 1000 & 0 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 29, 'amnt req': 500, 'assets val': 1200, 'collateral': 1000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 4.0}",A 29-year-old female is applying for a loan of 500 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 1200 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 does not resides or have her business close to the bank. The value of her collateral is 1000 cedis.
844,1,300,300,0,30.0,3100,400.0,22.0,2,52,1400,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 300, maturity is 30.0, assets val is 3100, dec profit is 400.0, xperience is 22.0, educatn is 2, age is 52, collateral is 1400, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 30.0
 - assets val : 3100
 - dec profit : 400.0
 - xperience : 22.0
 - educatn : 2
 - age : 52
 - collateral : 1400
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 30.0. The assets val is 3100. The dec profit is 400.0. The xperience is 22.0. The educatn is 2. The age is 52. The collateral is 1400. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>300</td>
      <td>30.0</td>
      <td>3100</td>
      <td>400.0</td>
      <td>22.0</td>
      <td>2</td>
      <td>52</td>
      <td>1400</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 300 & 30.000000 & 3100 & 400.000000 & 22.000000 & 2 & 52 & 1400 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 52, 'amnt req': 300, 'assets val': 3100, 'collateral': 1400, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 22.0}",A 52-year-old male is applying for a loan of 300 cedis. The applicant works in commerce 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 3100 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 22.0. 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 1400 cedis.
845,1,6000,6000,0,60.0,9500,900.0,7.0,2,28,9000,1,1,1,1,3,0,Yes,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 9500, dec profit is 900.0, xperience is 7.0, educatn is 2, age is 28, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 9500
 - dec profit : 900.0
 - xperience : 7.0
 - educatn : 2
 - age : 28
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 9500. The dec profit is 900.0. The xperience is 7.0. The educatn is 2. The age is 28. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>60.0</td>
      <td>9500</td>
      <td>900.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>28</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 6000 & 60.000000 & 9500 & 900.000000 & 7.000000 & 2 & 28 & 9000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 6000, 'assets val': 9500, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 28-year-old male is applying for a loan of 6000 cedis. The applicant works in manufacturing 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 9500 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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.
846,0,1000,1000,0,30.0,4500,390.0,4.0,1,45,8000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 4500, dec profit is 390.0, xperience is 4.0, educatn is 1, age is 45, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 4500
 - dec profit : 390.0
 - xperience : 4.0
 - educatn : 1
 - age : 45
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 4500. The dec profit is 390.0. The xperience is 4.0. The educatn is 1. The age is 45. The collateral is 8000. 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>1000</td>
      <td>30.0</td>
      <td>4500</td>
      <td>390.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>45</td>
      <td>8000</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 & 1000 & 30.000000 & 4500 & 390.000000 & 4.000000 & 1 & 45 & 8000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 1000, 'assets val': 4500, 'collateral': 8000, 'dec profit': 390.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 45-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 30.0 years. Her assets value is 4500 cedis and her declared profits (after tax) is 390.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 8000 cedis.
847,1,4000,4000,0,30.0,3250,400.0,9.0,2,44,5000,0,1,1,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 3250, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 44, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 3250
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 44
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 3250. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 44. The collateral is 5000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>3250</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>44</td>
      <td>5000</td>
      <td>0</td>
      <td>1</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 & 1 & 4000 & 30.000000 & 3250 & 400.000000 & 9.000000 & 2 & 44 & 5000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 3250, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 44-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 3250 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
848,1,1000,1000,0,30.0,9500,1000.0,5.0,3,38,1000,0,1,1,0,3,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 9500, dec profit is 1000.0, xperience is 5.0, educatn is 3, age is 38, collateral is 1000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 9500
 - dec profit : 1000.0
 - xperience : 5.0
 - educatn : 3
 - age : 38
 - collateral : 1000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 9500. The dec profit is 1000.0. The xperience is 5.0. The educatn is 3. The age is 38. The collateral is 1000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>9500</td>
      <td>1000.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>38</td>
      <td>1000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 9500 & 1000.000000 & 5.000000 & 3 & 38 & 1000 & 0 & 1 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1000, 'assets val': 9500, 'collateral': 1000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 5.0}",A 38-year-old male is applying for a loan of 1000 cedis. The applicant works in manufacturing 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 9500 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
849,0,5000,5000,0,15.0,1000,3000.0,5.0,3,35,7000,0,1,1,0,2,0,Yes,"sex is 0, amnt req is 5000, maturity is 15.0, assets val is 1000, dec profit is 3000.0, xperience is 5.0, educatn is 3, age is 35, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 3000.0
 - xperience : 5.0
 - educatn : 3
 - age : 35
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 15.0. The assets val is 1000. The dec profit is 3000.0. The xperience is 5.0. The educatn is 3. The age is 35. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>15.0</td>
      <td>1000</td>
      <td>3000.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>35</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 15.000000 & 1000 & 3000.000000 & 5.000000 & 3 & 35 & 7000 & 0 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 3000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 5.0}",A 35-year-old female is applying for a loan of 5000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is primary and the number of years that she has been in business is 5.0. She provided a 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 7000 cedis.
850,0,9000,6000,1,30.0,8000,800.0,2.0,4,33,8000,0,0,0,0,4,1,No,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 8000, dec profit is 800.0, xperience is 2.0, educatn is 4, age is 33, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 800.0
 - xperience : 2.0
 - educatn : 4
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 8000. The dec profit is 800.0. The xperience is 2.0. The educatn is 4. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 4. 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>8000</td>
      <td>800.0</td>
      <td>2.0</td>
      <td>4</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</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 & 8000 & 800.000000 & 2.000000 & 4 & 33 & 8000 & 0 & 0 & 0 & 0 & 4 & 1 \\
\end{tabular}
","{'age': 33, 'amnt req': 9000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 800.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 33-year-old female is applying for a loan of 9000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 8000 cedis.
851,1,2000,2000,0,30.0,9000,700.0,7.0,1,45,5000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 9000, dec profit is 700.0, xperience is 7.0, educatn is 1, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 700.0
 - xperience : 7.0
 - educatn : 1
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 9000. The dec profit is 700.0. The xperience is 7.0. The educatn is 1. The age is 45. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>700.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>45</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 9000 & 700.000000 & 7.000000 & 1 & 45 & 5000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 2000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 45-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 9000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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 5000 cedis.
852,1,4000,4000,0,30.0,3250,400.0,9.0,2,44,5000,0,1,1,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 3250, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 44, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 3250
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 44
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 3250. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 44. The collateral is 5000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>3250</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>44</td>
      <td>5000</td>
      <td>0</td>
      <td>1</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 & 1 & 4000 & 30.000000 & 3250 & 400.000000 & 9.000000 & 2 & 44 & 5000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 3250, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 44-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 3250 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
853,1,5000,5000,0,30.0,3000,350.0,16.0,3,62,6000,0,0,0,0,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 3000, dec profit is 350.0, xperience is 16.0, educatn is 3, age is 62, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 350.0
 - xperience : 16.0
 - educatn : 3
 - age : 62
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 3000. The dec profit is 350.0. The xperience is 16.0. The educatn is 3. The age is 62. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>350.0</td>
      <td>16.0</td>
      <td>3</td>
      <td>62</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 30.000000 & 3000 & 350.000000 & 16.000000 & 3 & 62 & 6000 & 0 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 62, 'amnt req': 5000, 'assets val': 3000, 'collateral': 6000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 16.0}",A 62-year-old male is applying for a loan of 5000 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 3000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is primary and the number of years that he has been in business is 16.0. 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 6000 cedis.
854,0,9000,9000,0,30.0,5000,320.0,9.0,4,38,9000,1,1,1,1,1,1,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.
855,1,5000,4000,1,30.0,3000,350.0,16.0,3,62,6000,0,0,0,0,4,0,No,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 3000, dec profit is 350.0, xperience is 16.0, educatn is 3, age is 62, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 350.0
 - xperience : 16.0
 - educatn : 3
 - age : 62
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 3000. The dec profit is 350.0. The xperience is 16.0. The educatn is 3. The age is 62. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>350.0</td>
      <td>16.0</td>
      <td>3</td>
      <td>62</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 30.000000 & 3000 & 350.000000 & 16.000000 & 3 & 62 & 6000 & 0 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 62, 'amnt req': 5000, 'assets val': 3000, 'collateral': 6000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 16.0}",A 62-year-old male is applying for a loan of 5000 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 3000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is primary and the number of years that he has been in business is 16.0. 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 6000 cedis.
856,0,1000,1000,0,60.0,35000,840.0,2.0,1,28,2000,0,1,1,1,5,1,Yes,"sex is 0, amnt req is 1000, maturity is 60.0, assets val is 35000, dec profit is 840.0, xperience is 2.0, educatn is 1, age is 28, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 35000
 - dec profit : 840.0
 - xperience : 2.0
 - educatn : 1
 - age : 28
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 1000. The maturity is 60.0. The assets val is 35000. The dec profit is 840.0. The xperience is 2.0. The educatn is 1. The age is 28. The collateral is 2000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>1000</td>
      <td>60.0</td>
      <td>35000</td>
      <td>840.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>28</td>
      <td>2000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 1000 & 60.000000 & 35000 & 840.000000 & 2.000000 & 1 & 28 & 2000 & 0 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 28, 'amnt req': 1000, 'assets val': 35000, 'collateral': 2000, 'dec profit': 840.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 2.0}",A 28-year-old female is applying for a loan of 1000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 35000 cedis and her declared profits (after tax) is 840.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 does not resides or have her business close to the bank. The value of her collateral is 2000 cedis.
857,1,1000,1000,0,36.0,6000,400.0,7.0,1,37,3000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 6000, dec profit is 400.0, xperience is 7.0, educatn is 1, age is 37, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 6000
 - dec profit : 400.0
 - xperience : 7.0
 - educatn : 1
 - age : 37
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 6000. The dec profit is 400.0. The xperience is 7.0. The educatn is 1. The age is 37. The collateral is 3000. 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>1000</td>
      <td>36.0</td>
      <td>6000</td>
      <td>400.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>37</td>
      <td>3000</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 & 1000 & 36.000000 & 6000 & 400.000000 & 7.000000 & 1 & 37 & 3000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 1000, 'assets val': 6000, 'collateral': 3000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 7.0}",A 37-year-old male is applying for a loan of 1000 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 36.0 years. His assets value is 6000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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.
858,1,3000,2000,1,30.0,2000,200.0,3.0,2,38,6000,0,0,0,0,3,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 2000, dec profit is 200.0, xperience is 3.0, educatn is 2, age is 38, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 2
 - age : 38
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 2000. The dec profit is 200.0. The xperience is 3.0. The educatn is 2. The age is 38. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>3000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>38</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 3000 & 30.000000 & 2000 & 200.000000 & 3.000000 & 2 & 38 & 6000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 3000, 'assets val': 2000, 'collateral': 6000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 38-year-old male is applying for a loan of 3000 cedis. The applicant works in manufacturing 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 2000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. 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 6000 cedis.
859,1,20000,12000,1,30.0,4000,200.0,3.0,3,30,8000,1,0,1,1,2,0,No,"sex is 1, amnt req is 20000, maturity is 30.0, assets val is 4000, dec profit is 200.0, xperience is 3.0, educatn is 3, age is 30, collateral is 8000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 20000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 3
 - age : 30
 - collateral : 8000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 20000. The maturity is 30.0. The assets val is 4000. The dec profit is 200.0. The xperience is 3.0. The educatn is 3. The age is 30. The collateral is 8000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 2. 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>20000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>30</td>
      <td>8000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 20000 & 30.000000 & 4000 & 200.000000 & 3.000000 & 3 & 30 & 8000 & 1 & 0 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 20000, 'assets val': 4000, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 3.0}",A 30-year-old male is applying for a loan of 20000 cedis. The applicant works in transport 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 4000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 8000 cedis.
860,1,500,500,0,30.0,1000,125.0,3.0,1,31,1000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 1000, dec profit is 125.0, xperience is 3.0, educatn is 1, age is 31, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 125.0
 - xperience : 3.0
 - educatn : 1
 - age : 31
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 1000. The dec profit is 125.0. The xperience is 3.0. The educatn is 1. The age is 31. The collateral is 1000. The locatn is 1. 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>1</td>
      <td>500</td>
      <td>30.0</td>
      <td>1000</td>
      <td>125.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>31</td>
      <td>1000</td>
      <td>1</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 & 1 & 500 & 30.000000 & 1000 & 125.000000 & 3.000000 & 1 & 31 & 1000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 500, 'assets val': 1000, 'collateral': 1000, 'dec profit': 125.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 31-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture 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 1000 cedis and his declared profits (after tax) is 125.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 1000 cedis.
861,1,5000,4000,1,30.0,3250,400.0,9.0,2,44,5000,0,1,1,1,4,0,No,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 3250, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 44, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 3250
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 44
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 3250. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 44. The collateral is 5000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>3250</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>44</td>
      <td>5000</td>
      <td>0</td>
      <td>1</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 & 1 & 5000 & 30.000000 & 3250 & 400.000000 & 9.000000 & 2 & 44 & 5000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 5000, 'assets val': 3250, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 44-year-old male is applying for a loan of 5000 cedis. The applicant works in agriculture 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 3250 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
862,1,5000,4000,1,36.0,1000,365.0,4.0,1,26,20000,0,0,1,1,4,0,No,"sex is 1, amnt req is 5000, maturity is 36.0, assets val is 1000, dec profit is 365.0, xperience is 4.0, educatn is 1, age is 26, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 36.0
 - assets val : 1000
 - dec profit : 365.0
 - xperience : 4.0
 - educatn : 1
 - age : 26
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 36.0. The assets val is 1000. The dec profit is 365.0. The xperience is 4.0. The educatn is 1. The age is 26. The collateral is 20000. 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>1</td>
      <td>5000</td>
      <td>36.0</td>
      <td>1000</td>
      <td>365.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>26</td>
      <td>20000</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 & 1 & 5000 & 36.000000 & 1000 & 365.000000 & 4.000000 & 1 & 26 & 20000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 5000, 'assets val': 1000, 'collateral': 20000, 'dec profit': 365.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 26-year-old male is applying for a loan of 5000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 365.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 20000 cedis.
863,1,1500,1500,0,30.0,2900,300.0,6.0,2,29,4000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 2900, dec profit is 300.0, xperience is 6.0, educatn is 2, age is 29, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2900
 - dec profit : 300.0
 - xperience : 6.0
 - educatn : 2
 - age : 29
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 2900. The dec profit is 300.0. The xperience is 6.0. The educatn is 2. The age is 29. The collateral is 4000. The locatn is 1. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>2900</td>
      <td>300.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>29</td>
      <td>4000</td>
      <td>1</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 & 1 & 1500 & 30.000000 & 2900 & 300.000000 & 6.000000 & 2 & 29 & 4000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 1500, 'assets val': 2900, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 29-year-old male is applying for a loan of 1500 cedis. The applicant works in agriculture 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 2900 cedis and his declared profits (after tax) is 300.0 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 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 4000 cedis.
864,0,7000,5000,1,30.0,9000,400.0,5.0,2,45,5000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 9000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 9000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. 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>7000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</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 & 7000 & 30.000000 & 9000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 5000 cedis.
865,1,5000,5000,0,60.0,1000,180.0,1.0,1,42,4500,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 1000, dec profit is 180.0, xperience is 1.0, educatn is 1, age is 42, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 1.0
 - educatn : 1
 - age : 42
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 1000. The dec profit is 180.0. The xperience is 1.0. The educatn is 1. The age is 42. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>5000</td>
      <td>60.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>42</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 5000 & 60.000000 & 1000 & 180.000000 & 1.000000 & 1 & 42 & 4500 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 5000, 'assets val': 1000, 'collateral': 4500, 'dec profit': 180.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 1.0}",A 42-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 180.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4500 cedis.
866,0,5000,5000,0,30.0,9000,900.0,6.0,1,34,1300,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 9000, dec profit is 900.0, xperience is 6.0, educatn is 1, age is 34, collateral is 1300, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 900.0
 - xperience : 6.0
 - educatn : 1
 - age : 34
 - collateral : 1300
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 9000. The dec profit is 900.0. The xperience is 6.0. The educatn is 1. The age is 34. The collateral is 1300. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>900.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>34</td>
      <td>1300</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 5000 & 30.000000 & 9000 & 900.000000 & 6.000000 & 1 & 34 & 1300 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1300, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 34-year-old female is applying for a loan of 5000 cedis. The applicant works in service 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 9000 cedis and her declared profits (after tax) is 900.0 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 does not resides or have her business close to the bank. The value of her collateral is 1300 cedis.
867,1,3000,3000,0,30.0,8000,300.0,9.0,1,36,1500,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 8000, dec profit is 300.0, xperience is 9.0, educatn is 1, age is 36, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 300.0
 - xperience : 9.0
 - educatn : 1
 - age : 36
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 8000. The dec profit is 300.0. The xperience is 9.0. The educatn is 1. The age is 36. The collateral is 1500. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>300.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>36</td>
      <td>1500</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 3000 & 30.000000 & 8000 & 300.000000 & 9.000000 & 1 & 36 & 1500 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 3000, 'assets val': 8000, 'collateral': 1500, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 9.0}",A 36-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 8000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 9.0. 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 1500 cedis.
868,1,7000,5000,1,60.0,5000,650.0,3.0,3,47,6000,1,1,1,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 5000, dec profit is 650.0, xperience is 3.0, educatn is 3, age is 47, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 650.0
 - xperience : 3.0
 - educatn : 3
 - age : 47
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 5000. The dec profit is 650.0. The xperience is 3.0. The educatn is 3. The age is 47. The collateral is 6000. 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>7000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>47</td>
      <td>6000</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 & 7000 & 60.000000 & 5000 & 650.000000 & 3.000000 & 3 & 47 & 6000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 6000 cedis.
869,1,6000,6000,0,60.0,5800,600.0,28.0,2,50,3000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 5800, dec profit is 600.0, xperience is 28.0, educatn is 2, age is 50, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 5800
 - dec profit : 600.0
 - xperience : 28.0
 - educatn : 2
 - age : 50
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 5800. The dec profit is 600.0. The xperience is 28.0. The educatn is 2. The age is 50. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>6000</td>
      <td>60.0</td>
      <td>5800</td>
      <td>600.0</td>
      <td>28.0</td>
      <td>2</td>
      <td>50</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 6000 & 60.000000 & 5800 & 600.000000 & 28.000000 & 2 & 50 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 6000, 'assets val': 5800, 'collateral': 3000, 'dec profit': 600.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 28.0}",A 50-year-old male is applying for a loan of 6000 cedis. The applicant works in commerce 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 5800 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 28.0. 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.
870,0,12000,10000,1,30.0,60000,4000.0,2.0,1,52,9000,0,1,1,0,3,1,No,"sex is 0, amnt req is 12000, maturity is 30.0, assets val is 60000, dec profit is 4000.0, xperience is 2.0, educatn is 1, age is 52, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 1","- sex : 0
 - amnt req : 12000
 - maturity : 30.0
 - assets val : 60000
 - dec profit : 4000.0
 - xperience : 2.0
 - educatn : 1
 - age : 52
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 12000. The maturity is 30.0. The assets val is 60000. The dec profit is 4000.0. The xperience is 2.0. The educatn is 1. The age is 52. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>12000</td>
      <td>30.0</td>
      <td>60000</td>
      <td>4000.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>52</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 12000 & 30.000000 & 60000 & 4000.000000 & 2.000000 & 1 & 52 & 9000 & 0 & 1 & 1 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 52, 'amnt req': 12000, 'assets val': 60000, 'collateral': 9000, 'dec profit': 4000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 52-year-old female is applying for a loan of 12000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 60000 cedis and her declared profits (after tax) is 4000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
871,1,1500,1500,0,30.0,3600,730.0,5.0,1,26,15000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 3600, dec profit is 730.0, xperience is 5.0, educatn is 1, age is 26, collateral is 15000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3600
 - dec profit : 730.0
 - xperience : 5.0
 - educatn : 1
 - age : 26
 - collateral : 15000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 3600. The dec profit is 730.0. The xperience is 5.0. The educatn is 1. The age is 26. The collateral is 15000. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>3600</td>
      <td>730.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>26</td>
      <td>15000</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 & 1 & 1500 & 30.000000 & 3600 & 730.000000 & 5.000000 & 1 & 26 & 15000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 1500, 'assets val': 3600, 'collateral': 15000, 'dec profit': 730.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 26-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 3600 cedis and his declared profits (after tax) is 730.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 15000 cedis.
872,1,1000,1000,0,30.0,4000,1000.0,8.0,1,28,2000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 4000, dec profit is 1000.0, xperience is 8.0, educatn is 1, age is 28, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 1000.0
 - xperience : 8.0
 - educatn : 1
 - age : 28
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 4000. The dec profit is 1000.0. The xperience is 8.0. The educatn is 1. The age is 28. The collateral is 2000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>1000.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>28</td>
      <td>2000</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 & 1 & 1000 & 30.000000 & 4000 & 1000.000000 & 8.000000 & 1 & 28 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 1000, 'assets val': 4000, 'collateral': 2000, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 8.0}",A 28-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 4000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 8.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
873,0,5000,5000,0,,4000,200.0,3.0,3,30,5000,1,0,1,1,5,0,Yes,"sex is 0, amnt req is 5000, maturity is None, assets val is 4000, dec profit is 200.0, xperience is 3.0, educatn is 3, age is 30, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : None
 - assets val : 4000
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 3
 - age : 30
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is None. The assets val is 4000. The dec profit is 200.0. The xperience is 3.0. The educatn is 3. The age is 30. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>5000</td>
      <td>None</td>
      <td>4000</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>30</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>5</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 5000 & None & 4000 & 200.000000 & 3.000000 & 3 & 30 & 5000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 5000, 'assets val': 4000, 'collateral': 5000, 'dec profit': 200.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': None, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 30-year-old female is applying for a loan of 5000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is None years. Her assets value is 4000 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 5000 cedis.
874,1,1500,1500,0,30.0,7000,1700.0,3.5,1,34,1700,0,1,0,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 7000, dec profit is 1700.0, xperience is 3.5, educatn is 1, age is 34, collateral is 1700, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 1700.0
 - xperience : 3.5
 - educatn : 1
 - age : 34
 - collateral : 1700
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 7000. The dec profit is 1700.0. The xperience is 3.5. The educatn is 1. The age is 34. The collateral is 1700. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>7000</td>
      <td>1700.0</td>
      <td>3.5</td>
      <td>1</td>
      <td>34</td>
      <td>1700</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 7000 & 1700.000000 & 3.500000 & 1 & 34 & 1700 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 1500, 'assets val': 7000, 'collateral': 1700, 'dec profit': 1700.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.5}",A 34-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 7000 cedis and his declared profits (after tax) is 1700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.5. He provided a 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 1700 cedis.
875,0,7000,5500,1,30.0,7000,400.0,5.0,2,45,5000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. 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>7000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</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 & 7000 & 30.000000 & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 5000 cedis.
876,0,2500,2000,1,30.0,2000,220.0,3.0,1,35,4000,0,1,0,0,1,0,No,"sex is 0, amnt req is 2500, maturity is 30.0, assets val is 2000, dec profit is 220.0, xperience is 3.0, educatn is 1, age is 35, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 220.0
 - xperience : 3.0
 - educatn : 1
 - age : 35
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 30.0. The assets val is 2000. The dec profit is 220.0. The xperience is 3.0. The educatn is 1. The age is 35. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>2500</td>
      <td>30.0</td>
      <td>2000</td>
      <td>220.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>35</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 2500 & 30.000000 & 2000 & 220.000000 & 3.000000 & 1 & 35 & 4000 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2500, 'assets val': 2000, 'collateral': 4000, 'dec profit': 220.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 2500 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 30.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 220.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not 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 4000 cedis.
877,0,5000,4000,1,30.0,6000,400.0,20.0,2,52,5000,0,0,1,1,3,0,No,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 6000, dec profit is 400.0, xperience is 20.0, educatn is 2, age is 52, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 400.0
 - xperience : 20.0
 - educatn : 2
 - age : 52
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 6000. The dec profit is 400.0. The xperience is 20.0. The educatn is 2. The age is 52. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>30.0</td>
      <td>6000</td>
      <td>400.0</td>
      <td>20.0</td>
      <td>2</td>
      <td>52</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 30.000000 & 6000 & 400.000000 & 20.000000 & 2 & 52 & 5000 & 0 & 0 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 52, 'amnt req': 5000, 'assets val': 6000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 20.0}",A 52-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 6000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 20.0. 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 5000 cedis.
878,1,5000,4500,1,60.0,4000,300.0,1.0,1,42,4500,1,0,0,1,3,0,No,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 4000, dec profit is 300.0, xperience is 1.0, educatn is 1, age is 42, collateral is 4500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 300.0
 - xperience : 1.0
 - educatn : 1
 - age : 42
 - collateral : 4500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 4000. The dec profit is 300.0. The xperience is 1.0. The educatn is 1. The age is 42. The collateral is 4500. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 3. 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>5000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>300.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>42</td>
      <td>4500</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 5000 & 60.000000 & 4000 & 300.000000 & 1.000000 & 1 & 42 & 4500 & 1 & 0 & 0 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 5000, 'assets val': 4000, 'collateral': 4500, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 1.0}",A 42-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 4500 cedis.
879,0,2000,1000,1,30.0,2250,537.0,1.0,1,27,1500,1,0,0,1,1,0,No,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 2250, dec profit is 537.0, xperience is 1.0, educatn is 1, age is 27, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2250
 - dec profit : 537.0
 - xperience : 1.0
 - educatn : 1
 - age : 27
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 2250. The dec profit is 537.0. The xperience is 1.0. The educatn is 1. The age is 27. The collateral is 1500. The locatn is 1. 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>0</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2250</td>
      <td>537.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>27</td>
      <td>1500</td>
      <td>1</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 & 0 & 2000 & 30.000000 & 2250 & 537.000000 & 1.000000 & 1 & 27 & 1500 & 1 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 2000, 'assets val': 2250, 'collateral': 1500, 'dec profit': 537.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 27-year-old female is applying for a loan of 2000 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 2250 cedis and her declared profits (after tax) is 537.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. She did not provide any guarantor and this is not 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 1500 cedis.
880,0,5000,4000,1,30.0,8000,1800.0,4.0,3,35,2000,0,0,1,1,4,0,No,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 8000, dec profit is 1800.0, xperience is 4.0, 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 : 30.0
 - assets val : 8000
 - dec profit : 1800.0
 - xperience : 4.0
 - 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 30.0. The assets val is 8000. The dec profit is 1800.0. The xperience is 4.0. 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>30.0</td>
      <td>8000</td>
      <td>1800.0</td>
      <td>4.0</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 & 30.000000 & 8000 & 1800.000000 & 4.000000 & 3 & 35 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 5000, 'assets val': 8000, 'collateral': 2000, 'dec profit': 1800.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",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 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 1800.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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.
881,1,5000,5000,0,30.0,1000,180.0,10.0,4,40,7000,0,0,1,1,3,1,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 10.0, educatn is 4, age is 40, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 10.0
 - educatn : 4
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 10.0. The educatn is 4. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>10.0</td>
      <td>4</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 30.000000 & 1000 & 180.000000 & 10.000000 & 4 & 40 & 7000 & 0 & 0 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 180.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 10.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is illiterate and the number of years that he has been in business is 10.0. He did not provide any guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
882,1,2500,2500,0,60.0,5000,0.0,0.0,3,30,5000,0,0,0,0,3,0,Yes,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 5000, dec profit is 0.0, xperience is 0.0, educatn is 3, age is 30, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 0.0
 - xperience : 0.0
 - educatn : 3
 - age : 30
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 5000. The dec profit is 0.0. The xperience is 0.0. The educatn is 3. The age is 30. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>2500</td>
      <td>60.0</td>
      <td>5000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>30</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 2500 & 60.000000 & 5000 & 0.000000 & 0.000000 & 3 & 30 & 5000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 2500, 'assets val': 5000, 'collateral': 5000, 'dec profit': 0.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 0.0}",A 30-year-old male is applying for a loan of 2500 cedis. The applicant works in manufacturing 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 5000 cedis and his declared profits (after tax) is 0.0 cedis. His educational background is primary and the number of years that he has been in business is 0.0. 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 5000 cedis.
883,1,800,800,0,30.0,2300,135.0,3.0,1,24,1500,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 800, maturity is 30.0, assets val is 2300, dec profit is 135.0, xperience is 3.0, educatn is 1, age is 24, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 30.0
 - assets val : 2300
 - dec profit : 135.0
 - xperience : 3.0
 - educatn : 1
 - age : 24
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 30.0. The assets val is 2300. The dec profit is 135.0. The xperience is 3.0. The educatn is 1. The age is 24. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>800</td>
      <td>30.0</td>
      <td>2300</td>
      <td>135.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>24</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 800 & 30.000000 & 2300 & 135.000000 & 3.000000 & 1 & 24 & 1500 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 24, 'amnt req': 800, 'assets val': 2300, 'collateral': 1500, 'dec profit': 135.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 24-year-old male is applying for a loan of 800 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 2300 cedis and his declared profits (after tax) is 135.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
884,0,700,700,0,30.0,1500,300.0,7.0,3,37,4000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 700, maturity is 30.0, assets val is 1500, dec profit is 300.0, xperience is 7.0, educatn is 3, age is 37, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 700
 - maturity : 30.0
 - assets val : 1500
 - dec profit : 300.0
 - xperience : 7.0
 - educatn : 3
 - age : 37
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 700. The maturity is 30.0. The assets val is 1500. The dec profit is 300.0. The xperience is 7.0. The educatn is 3. The age is 37. The collateral is 4000. The locatn is 1. 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>700</td>
      <td>30.0</td>
      <td>1500</td>
      <td>300.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>37</td>
      <td>4000</td>
      <td>1</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 & 700 & 30.000000 & 1500 & 300.000000 & 7.000000 & 3 & 37 & 4000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 700, 'assets val': 1500, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 7.0}",A 37-year-old female is applying for a loan of 700 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 30.0 years. Her assets value is 1500 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is primary and the number of years that she has been in business is 7.0. 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 4000 cedis.
885,1,300,300,0,12.0,5500,300.0,2.0,2,30,10000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 300, maturity is 12.0, assets val is 5500, dec profit is 300.0, xperience is 2.0, educatn is 2, age is 30, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 12.0
 - assets val : 5500
 - dec profit : 300.0
 - xperience : 2.0
 - educatn : 2
 - age : 30
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 12.0. The assets val is 5500. The dec profit is 300.0. The xperience is 2.0. The educatn is 2. The age is 30. The collateral is 10000. 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>1</td>
      <td>300</td>
      <td>12.0</td>
      <td>5500</td>
      <td>300.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>30</td>
      <td>10000</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 & 1 & 300 & 12.000000 & 5500 & 300.000000 & 2.000000 & 2 & 30 & 10000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 300, 'assets val': 5500, 'collateral': 10000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 30-year-old male is applying for a loan of 300 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 5500 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
886,1,2000,2000,0,60.0,2500,590.0,2.0,2,34,2000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2500, dec profit is 590.0, xperience is 2.0, educatn is 2, age is 34, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2500
 - dec profit : 590.0
 - xperience : 2.0
 - educatn : 2
 - age : 34
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2500. The dec profit is 590.0. The xperience is 2.0. The educatn is 2. The age is 34. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>2500</td>
      <td>590.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>34</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 2500 & 590.000000 & 2.000000 & 2 & 34 & 2000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 2500, 'collateral': 2000, 'dec profit': 590.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 2.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 2500 cedis and his declared profits (after tax) is 590.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
887,1,1000,1000,0,20.0,2000,230.0,1.0,1,22,3000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 20.0, assets val is 2000, dec profit is 230.0, xperience is 1.0, educatn is 1, age is 22, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 20.0
 - assets val : 2000
 - dec profit : 230.0
 - xperience : 1.0
 - educatn : 1
 - age : 22
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 20.0. The assets val is 2000. The dec profit is 230.0. The xperience is 1.0. The educatn is 1. The age is 22. The collateral is 3000. The locatn is 1. 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>1</td>
      <td>1000</td>
      <td>20.0</td>
      <td>2000</td>
      <td>230.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>22</td>
      <td>3000</td>
      <td>1</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 & 1 & 1000 & 20.000000 & 2000 & 230.000000 & 1.000000 & 1 & 22 & 3000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 22, 'amnt req': 1000, 'assets val': 2000, 'collateral': 3000, 'dec profit': 230.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 22-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 230.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 3000 cedis.
888,1,12000,7000,1,60.0,1800,200.0,7.0,2,42,8000,0,1,1,1,2,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 1800, dec profit is 200.0, xperience is 7.0, educatn is 2, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 7.0
 - educatn : 2
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 1800. The dec profit is 200.0. The xperience is 7.0. The educatn is 2. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 2. 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>60.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 60.000000 & 1800 & 200.000000 & 7.000000 & 2 & 42 & 8000 & 0 & 1 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 12000, 'assets val': 1800, 'collateral': 8000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 7.0}",A 42-year-old male is applying for a loan of 12000 cedis. The applicant works in transport 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
889,1,1700,1500,1,60.0,12000,17000.0,6.0,3,49,7000,0,1,0,1,5,1,No,"sex is 1, amnt req is 1700, maturity is 60.0, assets val is 12000, dec profit is 17000.0, xperience is 6.0, educatn is 3, age is 49, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 1","- sex : 1
 - amnt req : 1700
 - maturity : 60.0
 - assets val : 12000
 - dec profit : 17000.0
 - xperience : 6.0
 - educatn : 3
 - age : 49
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 1. The amnt req is 1700. The maturity is 60.0. The assets val is 12000. The dec profit is 17000.0. The xperience is 6.0. The educatn is 3. The age is 49. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 5. 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>1</td>
      <td>1700</td>
      <td>60.0</td>
      <td>12000</td>
      <td>17000.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>49</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>5</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 & 1 & 1700 & 60.000000 & 12000 & 17000.000000 & 6.000000 & 3 & 49 & 7000 & 0 & 1 & 0 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 49, 'amnt req': 1700, 'assets val': 12000, 'collateral': 7000, 'dec profit': 17000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 1, 'xperience': 6.0}",A 49-year-old male is applying for a loan of 1700 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 12000 cedis and his declared profits (after tax) is 17000.0 cedis. His educational background is primary and the number of years that he has been in business is 6.0. He provided a guarantor and this is not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
890,0,9000,9000,0,30.0,5000,320.0,9.0,4,38,9000,1,1,1,1,1,1,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.
891,1,10000,10000,0,60.0,14000,8000.0,5.0,1,53,8000,0,1,0,0,3,1,Yes,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 14000, dec profit is 8000.0, xperience is 5.0, educatn is 1, age is 53, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 1","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 14000
 - dec profit : 8000.0
 - xperience : 5.0
 - educatn : 1
 - age : 53
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 14000. The dec profit is 8000.0. The xperience is 5.0. The educatn is 1. The age is 53. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>1</td>
      <td>10000</td>
      <td>60.0</td>
      <td>14000</td>
      <td>8000.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>53</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 1 & 10000 & 60.000000 & 14000 & 8000.000000 & 5.000000 & 1 & 53 & 8000 & 0 & 1 & 0 & 0 & 3 & 1 \\
\end{tabular}
","{'age': 53, 'amnt req': 10000, 'assets val': 14000, 'collateral': 8000, 'dec profit': 8000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 5.0}",A 53-year-old male is applying for a loan of 10000 cedis. The applicant works in manufacturing 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 14000 cedis and his declared profits (after tax) is 8000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He provided a guarantor and this is not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
892,0,1500,1300,1,20.0,3000,300.0,2.0,1,40,7000,0,0,0,0,1,0,No,"sex is 0, amnt req is 1500, maturity is 20.0, assets val is 3000, dec profit is 300.0, xperience is 2.0, educatn is 1, age is 40, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 20.0
 - assets val : 3000
 - dec profit : 300.0
 - xperience : 2.0
 - educatn : 1
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 20.0. The assets val is 3000. The dec profit is 300.0. The xperience is 2.0. The educatn is 1. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1500</td>
      <td>20.0</td>
      <td>3000</td>
      <td>300.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1500 & 20.000000 & 3000 & 300.000000 & 2.000000 & 1 & 40 & 7000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 1500, 'assets val': 3000, 'collateral': 7000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 40-year-old female is applying for a loan of 1500 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 20.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 7000 cedis.
893,1,2000,1000,1,30.0,3500,565.0,3.0,1,36,4000,0,0,0,1,4,0,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3500, dec profit is 565.0, xperience is 3.0, educatn is 1, age is 36, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 565.0
 - xperience : 3.0
 - educatn : 1
 - age : 36
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3500. The dec profit is 565.0. The xperience is 3.0. The educatn is 1. The age is 36. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>3500</td>
      <td>565.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>36</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 3500 & 565.000000 & 3.000000 & 1 & 36 & 4000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2000, 'assets val': 3500, 'collateral': 4000, 'dec profit': 565.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 36-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 3500 cedis and his declared profits (after tax) is 565.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 4000 cedis.
894,1,9000,5000,1,60.0,2000,250.0,2.0,2,39,6000,1,1,1,0,2,0,No,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 2000, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 39, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 2000. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 6000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>9000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>6000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 9000 & 60.000000 & 2000 & 250.000000 & 2.000000 & 2 & 39 & 6000 & 1 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 9000, 'assets val': 2000, 'collateral': 6000, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 9000 cedis. The applicant works in transport 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 2000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is secondary 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 6000 cedis.
895,1,1500,1000,1,30.0,2000,600.0,5.0,1,42,8000,0,0,0,0,1,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 2000, dec profit is 600.0, xperience is 5.0, educatn is 1, age is 42, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 600.0
 - xperience : 5.0
 - educatn : 1
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 2000. The dec profit is 600.0. The xperience is 5.0. The educatn is 1. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>2000</td>
      <td>600.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 2000 & 600.000000 & 5.000000 & 1 & 42 & 8000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 1500, 'assets val': 2000, 'collateral': 8000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 42-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 8000 cedis.
896,0,5000,5000,0,60.0,7500,600.0,0.0,1,45,10000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 7500, dec profit is 600.0, xperience is 0.0, educatn is 1, age is 45, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 7500
 - dec profit : 600.0
 - xperience : 0.0
 - educatn : 1
 - age : 45
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 7500. The dec profit is 600.0. The xperience is 0.0. The educatn is 1. The age is 45. The collateral is 10000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>60.0</td>
      <td>7500</td>
      <td>600.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>45</td>
      <td>10000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 60.000000 & 7500 & 600.000000 & 0.000000 & 1 & 45 & 10000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 5000, 'assets val': 7500, 'collateral': 10000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 0.0}",A 45-year-old female is applying for a loan of 5000 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 60.0 years. Her assets value is 7500 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 0.0. She did not provide any guarantor and this is not 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 10000 cedis.
897,0,5000,5000,0,30.0,12000,950.0,3.0,1,37,1300,1,0,0,1,5,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 12000, dec profit is 950.0, xperience is 3.0, educatn is 1, age is 37, collateral is 1300, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 950.0
 - xperience : 3.0
 - educatn : 1
 - age : 37
 - collateral : 1300
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 12000. The dec profit is 950.0. The xperience is 3.0. The educatn is 1. The age is 37. The collateral is 1300. The locatn is 1. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>12000</td>
      <td>950.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>37</td>
      <td>1300</td>
      <td>1</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 & 0 & 5000 & 30.000000 & 12000 & 950.000000 & 3.000000 & 1 & 37 & 1300 & 1 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 5000, 'assets val': 12000, 'collateral': 1300, 'dec profit': 950.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 37-year-old female is applying for a loan of 5000 cedis. The applicant works in service 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 12000 cedis and her declared profits (after tax) is 950.0 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 not 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 1300 cedis.
898,1,3000,3000,0,30.0,4000,170.0,5.0,1,28,7000,0,1,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 4000, dec profit is 170.0, xperience is 5.0, educatn is 1, age is 28, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 170.0
 - xperience : 5.0
 - educatn : 1
 - age : 28
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 4000. The dec profit is 170.0. The xperience is 5.0. The educatn is 1. The age is 28. The collateral is 7000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>170.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>28</td>
      <td>7000</td>
      <td>0</td>
      <td>1</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 & 1 & 3000 & 30.000000 & 4000 & 170.000000 & 5.000000 & 1 & 28 & 7000 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 3000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 170.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 28-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 4000 cedis and his declared profits (after tax) is 170.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
899,0,5000,1500,1,30.0,4000,722.0,6.0,1,25,15000,0,0,0,0,1,0,No,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 4000, dec profit is 722.0, xperience is 6.0, educatn is 1, age is 25, collateral is 15000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 722.0
 - xperience : 6.0
 - educatn : 1
 - age : 25
 - collateral : 15000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 4000. The dec profit is 722.0. The xperience is 6.0. The educatn is 1. The age is 25. The collateral is 15000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>722.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>25</td>
      <td>15000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 30.000000 & 4000 & 722.000000 & 6.000000 & 1 & 25 & 15000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 5000, 'assets val': 4000, 'collateral': 15000, 'dec profit': 722.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 25-year-old female is applying for a loan of 5000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 722.0 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 not 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 15000 cedis.
900,1,3000,3000,0,60.0,6000,0.0,0.0,1,46,7000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 60.0, assets val is 6000, dec profit is 0.0, xperience is 0.0, educatn is 1, age is 46, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 0.0
 - xperience : 0.0
 - educatn : 1
 - age : 46
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 60.0. The assets val is 6000. The dec profit is 0.0. The xperience is 0.0. The educatn is 1. The age is 46. The collateral is 7000. 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>1</td>
      <td>3000</td>
      <td>60.0</td>
      <td>6000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>46</td>
      <td>7000</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 & 1 & 3000 & 60.000000 & 6000 & 0.000000 & 0.000000 & 1 & 46 & 7000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 3000, 'assets val': 6000, 'collateral': 7000, 'dec profit': 0.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 0.0}",A 46-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 6000 cedis and his declared profits (after tax) is 0.0 cedis. His educational background is tertiary and the number of years that he has been in business is 0.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
901,1,1000,600,1,30.0,1200,252.0,2.0,1,25,2000,0,0,0,0,1,0,No,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 1200, dec profit is 252.0, xperience is 2.0, educatn is 1, age is 25, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1200
 - dec profit : 252.0
 - xperience : 2.0
 - educatn : 1
 - age : 25
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 1200. The dec profit is 252.0. The xperience is 2.0. The educatn is 1. The age is 25. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>1200</td>
      <td>252.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>25</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 30.000000 & 1200 & 252.000000 & 2.000000 & 1 & 25 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 1000, 'assets val': 1200, 'collateral': 2000, 'dec profit': 252.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 25-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 1200 cedis and his declared profits (after tax) is 252.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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.
902,0,7000,7000,0,60.0,15000,459.0,5.0,2,49,13000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 7000, maturity is 60.0, assets val is 15000, dec profit is 459.0, xperience is 5.0, educatn is 2, age is 49, collateral is 13000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 15000
 - dec profit : 459.0
 - xperience : 5.0
 - educatn : 2
 - age : 49
 - collateral : 13000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 60.0. The assets val is 15000. The dec profit is 459.0. The xperience is 5.0. The educatn is 2. The age is 49. The collateral is 13000. 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>0</td>
      <td>7000</td>
      <td>60.0</td>
      <td>15000</td>
      <td>459.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>49</td>
      <td>13000</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 & 0 & 7000 & 60.000000 & 15000 & 459.000000 & 5.000000 & 2 & 49 & 13000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 7000, 'assets val': 15000, 'collateral': 13000, 'dec profit': 459.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 49-year-old female is applying for a loan of 7000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 15000 cedis and her declared profits (after tax) is 459.0 cedis. Her educational background is secondary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 13000 cedis.
903,0,10000,8000,1,60.0,9000,2800.0,8.0,1,53,2800,0,1,1,0,2,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 9000, dec profit is 2800.0, xperience is 8.0, educatn is 1, age is 53, collateral is 2800, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 2800.0
 - xperience : 8.0
 - educatn : 1
 - age : 53
 - collateral : 2800
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 9000. The dec profit is 2800.0. The xperience is 8.0. The educatn is 1. The age is 53. The collateral is 2800. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>10000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>2800.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>53</td>
      <td>2800</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 10000 & 60.000000 & 9000 & 2800.000000 & 8.000000 & 1 & 53 & 2800 & 0 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 53, 'amnt req': 10000, 'assets val': 9000, 'collateral': 2800, 'dec profit': 2800.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 8.0}",A 53-year-old female is applying for a loan of 10000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 2800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. She provided a 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 2800 cedis.
904,1,5000,5000,0,30.0,9000,1100.0,2.0,1,27,1000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 9000, dec profit is 1100.0, xperience is 2.0, educatn is 1, age is 27, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 1100.0
 - xperience : 2.0
 - educatn : 1
 - age : 27
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 9000. The dec profit is 1100.0. The xperience is 2.0. The educatn is 1. The age is 27. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>5000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>1100.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>27</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 5000 & 30.000000 & 9000 & 1100.000000 & 2.000000 & 1 & 27 & 1000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1000, 'dec profit': 1100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 2.0}",A 27-year-old male is applying for a loan of 5000 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 30.0 years. His assets value is 9000 cedis and his declared profits (after tax) is 1100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
905,0,7000,5500,1,30.0,7000,400.0,5.0,2,45,5000,0,0,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 45, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 45
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 45. The collateral is 5000. 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>7000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>45</td>
      <td>5000</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 & 7000 & 30.000000 & 7000 & 400.000000 & 5.000000 & 2 & 45 & 5000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 7000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary 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 5000 cedis.
906,1,1000,1000,0,30.0,3000,500.0,4.0,2,46,5000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 3000, dec profit is 500.0, xperience is 4.0, educatn is 2, age is 46, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 2
 - age : 46
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - 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 500.0. The xperience is 4.0. The educatn is 2. The age is 46. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>2</td>
      <td>46</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 30.000000 & 3000 & 500.000000 & 4.000000 & 2 & 46 & 5000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 1000, 'assets val': 3000, 'collateral': 5000, 'dec profit': 500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 46-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is secondary and the number of years that he has been in business is 4.0. 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 5000 cedis.
907,1,5000,5000,0,30.0,3000,350.0,16.0,3,62,6000,0,0,0,0,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 3000, dec profit is 350.0, xperience is 16.0, educatn is 3, age is 62, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 350.0
 - xperience : 16.0
 - educatn : 3
 - age : 62
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 3000. The dec profit is 350.0. The xperience is 16.0. The educatn is 3. The age is 62. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>350.0</td>
      <td>16.0</td>
      <td>3</td>
      <td>62</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 30.000000 & 3000 & 350.000000 & 16.000000 & 3 & 62 & 6000 & 0 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 62, 'amnt req': 5000, 'assets val': 3000, 'collateral': 6000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 16.0}",A 62-year-old male is applying for a loan of 5000 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 3000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is primary and the number of years that he has been in business is 16.0. 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 6000 cedis.
908,1,9000,6000,1,30.0,9200,800.0,8.0,3,40,7000,1,1,0,1,4,0,No,"sex is 1, amnt req is 9000, maturity is 30.0, assets val is 9200, dec profit is 800.0, xperience is 8.0, educatn is 3, age is 40, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 9200
 - dec profit : 800.0
 - xperience : 8.0
 - educatn : 3
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 30.0. The assets val is 9200. The dec profit is 800.0. The xperience is 8.0. The educatn is 3. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>9000</td>
      <td>30.0</td>
      <td>9200</td>
      <td>800.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 9000 & 30.000000 & 9200 & 800.000000 & 8.000000 & 3 & 40 & 7000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 9000, 'assets val': 9200, 'collateral': 7000, 'dec profit': 800.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 40-year-old male is applying for a loan of 9000 cedis. The applicant works in agriculture 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 9200 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He provided a 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 7000 cedis.
909,1,6000,5000,1,60.0,2000,250.0,1.0,1,42,5500,1,1,1,0,3,0,No,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 2000, dec profit is 250.0, xperience is 1.0, educatn is 1, age is 42, collateral is 5500, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 250.0
 - xperience : 1.0
 - educatn : 1
 - age : 42
 - collateral : 5500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 2000. The dec profit is 250.0. The xperience is 1.0. The educatn is 1. The age is 42. The collateral is 5500. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>6000</td>
      <td>60.0</td>
      <td>2000</td>
      <td>250.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>42</td>
      <td>5500</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 6000 & 60.000000 & 2000 & 250.000000 & 1.000000 & 1 & 42 & 5500 & 1 & 1 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 6000, 'assets val': 2000, 'collateral': 5500, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 1.0}",A 42-year-old male is applying for a loan of 6000 cedis. The applicant works in manufacturing 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 2000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 5500 cedis.
910,1,1000,1000,0,30.0,2900,300.0,6.0,2,39,7000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2900, dec profit is 300.0, xperience is 6.0, educatn is 2, age is 39, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2900
 - dec profit : 300.0
 - xperience : 6.0
 - educatn : 2
 - age : 39
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2900. The dec profit is 300.0. The xperience is 6.0. The educatn is 2. The age is 39. The collateral is 7000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2900</td>
      <td>300.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>39</td>
      <td>7000</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 & 1 & 1000 & 30.000000 & 2900 & 300.000000 & 6.000000 & 2 & 39 & 7000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 1000, 'assets val': 2900, 'collateral': 7000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 39-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 2900 cedis and his declared profits (after tax) is 300.0 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 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 7000 cedis.
911,0,1500,1300,1,36.0,3000,325.0,2.0,1,49,800,0,0,1,0,1,0,No,"sex is 0, amnt req is 1500, maturity is 36.0, assets val is 3000, dec profit is 325.0, xperience is 2.0, educatn is 1, age is 49, collateral is 800, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 36.0
 - assets val : 3000
 - dec profit : 325.0
 - xperience : 2.0
 - educatn : 1
 - age : 49
 - collateral : 800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 36.0. The assets val is 3000. The dec profit is 325.0. The xperience is 2.0. The educatn is 1. The age is 49. The collateral is 800. 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>1500</td>
      <td>36.0</td>
      <td>3000</td>
      <td>325.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>49</td>
      <td>800</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 & 1500 & 36.000000 & 3000 & 325.000000 & 2.000000 & 1 & 49 & 800 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 1500, 'assets val': 3000, 'collateral': 800, 'dec profit': 325.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 49-year-old female is applying for a loan of 1500 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 3000 cedis and her declared profits (after tax) is 325.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 800 cedis.
912,1,7000,5000,1,60.0,900,190.0,1.0,2,43,4000,0,1,0,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 900, dec profit is 190.0, xperience is 1.0, educatn is 2, age is 43, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 900
 - dec profit : 190.0
 - xperience : 1.0
 - educatn : 2
 - age : 43
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 900. The dec profit is 190.0. The xperience is 1.0. The educatn is 2. The age is 43. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>7000</td>
      <td>60.0</td>
      <td>900</td>
      <td>190.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>43</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 7000 & 60.000000 & 900 & 190.000000 & 1.000000 & 2 & 43 & 4000 & 0 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 7000, 'assets val': 900, 'collateral': 4000, 'dec profit': 190.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 43-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 900 cedis and his declared profits (after tax) is 190.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He provided a 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 4000 cedis.
913,1,1600,1600,0,60.0,5000,443.0,8.0,3,35,2000,0,1,1,1,5,0,Yes,"sex is 1, amnt req is 1600, maturity is 60.0, assets val is 5000, dec profit is 443.0, xperience is 8.0, educatn is 3, age is 35, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 1600
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 443.0
 - xperience : 8.0
 - educatn : 3
 - age : 35
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1600. The maturity is 60.0. The assets val is 5000. The dec profit is 443.0. The xperience is 8.0. The educatn is 3. The age is 35. The collateral is 2000. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>1600</td>
      <td>60.0</td>
      <td>5000</td>
      <td>443.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>35</td>
      <td>2000</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 1600 & 60.000000 & 5000 & 443.000000 & 8.000000 & 3 & 35 & 2000 & 0 & 1 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 1600, 'assets val': 5000, 'collateral': 2000, 'dec profit': 443.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 8.0}",A 35-year-old male is applying for a loan of 1600 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 5000 cedis and his declared profits (after tax) is 443.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
914,1,5000,5000,0,30.0,9000,1000.0,9.0,1,24,1000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 9000, dec profit is 1000.0, xperience is 9.0, educatn is 1, age is 24, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 1000.0
 - xperience : 9.0
 - educatn : 1
 - age : 24
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 9000. The dec profit is 1000.0. The xperience is 9.0. The educatn is 1. The age is 24. The collateral is 1000. 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>5000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>1000.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>24</td>
      <td>1000</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 & 5000 & 30.000000 & 9000 & 1000.000000 & 9.000000 & 1 & 24 & 1000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 24, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1000, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 9.0}",A 24-year-old male is applying for a loan of 5000 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 30.0 years. His assets value is 9000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 9.0. 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 1000 cedis.
915,1,4000,2000,1,12.0,4000,1500.0,4.0,1,41,3000,1,0,1,0,1,0,No,"sex is 1, amnt req is 4000, maturity is 12.0, assets val is 4000, dec profit is 1500.0, xperience is 4.0, educatn is 1, age is 41, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 12.0
 - assets val : 4000
 - dec profit : 1500.0
 - xperience : 4.0
 - educatn : 1
 - age : 41
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 12.0. The assets val is 4000. The dec profit is 1500.0. The xperience is 4.0. The educatn is 1. The age is 41. The collateral is 3000. 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>1</td>
      <td>4000</td>
      <td>12.0</td>
      <td>4000</td>
      <td>1500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>41</td>
      <td>3000</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 & 1 & 4000 & 12.000000 & 4000 & 1500.000000 & 4.000000 & 1 & 41 & 3000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 4000, 'assets val': 4000, 'collateral': 3000, 'dec profit': 1500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 41-year-old male is applying for a loan of 4000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 12.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 1500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 3000 cedis.
916,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,9000,1,0,1,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 1 & 0 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any 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.
917,1,500,500,0,30.0,7000,400.0,5.0,1,47,1000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 5.0, educatn is 1, age is 47, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 1
 - age : 47
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 5.0. The educatn is 1. The age is 47. The collateral is 1000. 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>1</td>
      <td>500</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>47</td>
      <td>1000</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 & 1 & 500 & 30.000000 & 7000 & 400.000000 & 5.000000 & 1 & 47 & 1000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 500, 'assets val': 7000, 'collateral': 1000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 47-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture 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 7000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
918,1,8000,8000,0,36.0,2800,300.0,11.0,2,49,9000,1,0,1,0,2,0,Yes,"sex is 1, amnt req is 8000, maturity is 36.0, assets val is 2800, dec profit is 300.0, xperience is 11.0, educatn is 2, age is 49, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 36.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 11.0
 - educatn : 2
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 36.0. The assets val is 2800. The dec profit is 300.0. The xperience is 11.0. The educatn is 2. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>8000</td>
      <td>36.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>11.0</td>
      <td>2</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 8000 & 36.000000 & 2800 & 300.000000 & 11.000000 & 2 & 49 & 9000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 2800, 'collateral': 9000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 11.0}",A 49-year-old male is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 11.0. He did not provide any 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.
919,0,100000,80000,1,36.0,40000,4000.0,10.0,2,35,40000,1,0,0,0,4,0,No,"sex is 0, amnt req is 100000, maturity is 36.0, assets val is 40000, dec profit is 4000.0, xperience is 10.0, educatn is 2, age is 35, collateral is 40000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 0
 - amnt req : 100000
 - maturity : 36.0
 - assets val : 40000
 - dec profit : 4000.0
 - xperience : 10.0
 - educatn : 2
 - age : 35
 - collateral : 40000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 100000. The maturity is 36.0. The assets val is 40000. The dec profit is 4000.0. The xperience is 10.0. The educatn is 2. The age is 35. The collateral is 40000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>0</td>
      <td>100000</td>
      <td>36.0</td>
      <td>40000</td>
      <td>4000.0</td>
      <td>10.0</td>
      <td>2</td>
      <td>35</td>
      <td>40000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 0 & 100000 & 36.000000 & 40000 & 4000.000000 & 10.000000 & 2 & 35 & 40000 & 1 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 100000, 'assets val': 40000, 'collateral': 40000, 'dec profit': 4000.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 35-year-old female is applying for a loan of 100000 cedis. The applicant works in agriculture 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 40000 cedis and her declared profits (after tax) is 4000.0 cedis. Her educational background is secondary and the number of years that she has been in business is 10.0. She did not provide any guarantor and this is not 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 40000 cedis.
920,0,1500,1500,0,30.0,4000,809.0,3.0,3,38,2000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 4000, dec profit is 809.0, xperience is 3.0, educatn is 3, age is 38, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 809.0
 - xperience : 3.0
 - educatn : 3
 - age : 38
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 4000. The dec profit is 809.0. The xperience is 3.0. The educatn is 3. The age is 38. 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>0</td>
      <td>1500</td>
      <td>30.0</td>
      <td>4000</td>
      <td>809.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>38</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 & 0 & 1500 & 30.000000 & 4000 & 809.000000 & 3.000000 & 3 & 38 & 2000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1500, 'assets val': 4000, 'collateral': 2000, 'dec profit': 809.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 38-year-old female is applying for a loan of 1500 cedis. The applicant works in service 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 4000 cedis and her declared profits (after tax) is 809.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
921,1,800,500,1,30.0,4000,400.0,10.0,1,54,4000,0,0,0,0,1,0,No,"sex is 1, amnt req is 800, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 10.0, educatn is 1, age is 54, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 10.0
 - educatn : 1
 - age : 54
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 10.0. The educatn is 1. The age is 54. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>800</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>54</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 800 & 30.000000 & 4000 & 400.000000 & 10.000000 & 1 & 54 & 4000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 54, 'amnt req': 800, 'assets val': 4000, 'collateral': 4000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 10.0}",A 54-year-old male is applying for a loan of 800 cedis. The applicant works in commerce 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 4000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 10.0. 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 4000 cedis.
922,1,500,400,1,30.0,8000,900.0,2.0,1,31,9500,0,0,0,0,1,0,No,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 8000, dec profit is 900.0, xperience is 2.0, educatn is 1, age is 31, collateral is 9500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 900.0
 - xperience : 2.0
 - educatn : 1
 - age : 31
 - collateral : 9500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 8000. The dec profit is 900.0. The xperience is 2.0. The educatn is 1. The age is 31. The collateral is 9500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>30.0</td>
      <td>8000</td>
      <td>900.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>31</td>
      <td>9500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 500 & 30.000000 & 8000 & 900.000000 & 2.000000 & 1 & 31 & 9500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 500, 'assets val': 8000, 'collateral': 9500, 'dec profit': 900.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 31-year-old male is applying for a loan of 500 cedis. The applicant works in commerce 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 8000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 9500 cedis.
923,0,400,400,0,30.0,3500,200.0,3.0,2,35,3500,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 400, maturity is 30.0, assets val is 3500, dec profit is 200.0, xperience is 3.0, educatn is 2, age is 35, collateral is 3500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 400
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 2
 - age : 35
 - collateral : 3500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 400. The maturity is 30.0. The assets val is 3500. The dec profit is 200.0. The xperience is 3.0. The educatn is 2. The age is 35. The collateral is 3500. 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>400</td>
      <td>30.0</td>
      <td>3500</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>35</td>
      <td>3500</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 & 400 & 30.000000 & 3500 & 200.000000 & 3.000000 & 2 & 35 & 3500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 400, 'assets val': 3500, 'collateral': 3500, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 400 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 30.0 years. Her assets value is 3500 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is secondary 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 3500 cedis.
924,1,2000,2000,0,60.0,2500,600.0,1.0,3,35,4000,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2500, dec profit is 600.0, xperience is 1.0, educatn is 3, age is 35, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2500
 - dec profit : 600.0
 - xperience : 1.0
 - educatn : 3
 - age : 35
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2500. The dec profit is 600.0. The xperience is 1.0. The educatn is 3. The age is 35. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2500</td>
      <td>600.0</td>
      <td>1.0</td>
      <td>3</td>
      <td>35</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 60.000000 & 2500 & 600.000000 & 1.000000 & 3 & 35 & 4000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 2500, 'collateral': 4000, 'dec profit': 600.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 35-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2500 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is primary and the number of years that he has been in business is 1.0. 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 4000 cedis.
925,1,2000,2000,0,60.0,10000,1002.0,7.0,1,34,4000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 10000, dec profit is 1002.0, xperience is 7.0, educatn is 1, age is 34, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1002.0
 - xperience : 7.0
 - educatn : 1
 - age : 34
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 10000. The dec profit is 1002.0. The xperience is 7.0. The educatn is 1. The age is 34. The collateral is 4000. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1002.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>34</td>
      <td>4000</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 & 1 & 2000 & 60.000000 & 10000 & 1002.000000 & 7.000000 & 1 & 34 & 4000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 10000, 'collateral': 4000, 'dec profit': 1002.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 7.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 10000 cedis and his declared profits (after tax) is 1002.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
926,1,1000,1000,1,30.0,15000,285.0,3.0,3,55,2500,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 15000, dec profit is 285.0, xperience is 3.0, educatn is 3, age is 55, collateral is 2500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 15000
 - dec profit : 285.0
 - xperience : 3.0
 - educatn : 3
 - age : 55
 - collateral : 2500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 15000. The dec profit is 285.0. The xperience is 3.0. The educatn is 3. The age is 55. The collateral is 2500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>15000</td>
      <td>285.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>55</td>
      <td>2500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1000 & 30.000000 & 15000 & 285.000000 & 3.000000 & 3 & 55 & 2500 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 55, 'amnt req': 1000, 'assets val': 15000, 'collateral': 2500, 'dec profit': 285.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 55-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 15000 cedis and his declared profits (after tax) is 285.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 2500 cedis.
927,1,5000,5000,0,30.0,3000,350.0,16.0,3,62,6000,0,0,0,0,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 3000, dec profit is 350.0, xperience is 16.0, educatn is 3, age is 62, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 350.0
 - xperience : 16.0
 - educatn : 3
 - age : 62
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 3000. The dec profit is 350.0. The xperience is 16.0. The educatn is 3. The age is 62. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>350.0</td>
      <td>16.0</td>
      <td>3</td>
      <td>62</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 30.000000 & 3000 & 350.000000 & 16.000000 & 3 & 62 & 6000 & 0 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 62, 'amnt req': 5000, 'assets val': 3000, 'collateral': 6000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 16.0}",A 62-year-old male is applying for a loan of 5000 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 3000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is primary and the number of years that he has been in business is 16.0. 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 6000 cedis.
928,0,10000,10000,0,60.0,15000,860.0,4.0,3,30,6000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 15000, dec profit is 860.0, xperience is 4.0, educatn is 3, age is 30, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 15000
 - dec profit : 860.0
 - xperience : 4.0
 - educatn : 3
 - age : 30
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 15000. The dec profit is 860.0. The xperience is 4.0. The educatn is 3. The age is 30. The collateral is 6000. The locatn is 1. 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>10000</td>
      <td>60.0</td>
      <td>15000</td>
      <td>860.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>30</td>
      <td>6000</td>
      <td>1</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 & 10000 & 60.000000 & 15000 & 860.000000 & 4.000000 & 3 & 30 & 6000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 10000, 'assets val': 15000, 'collateral': 6000, 'dec profit': 860.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 4.0}",A 30-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 15000 cedis and her declared profits (after tax) is 860.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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 6000 cedis.
929,1,8000,8000,0,,4000,450.0,3.0,3,43,7000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 8000, maturity is None, assets val is 4000, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : None
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is None. The assets val is 4000. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>None</td>
      <td>4000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 8000 & None & 4000 & 450.000000 & 3.000000 & 3 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 8000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': None, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 8000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to his business. The maturity period of the requested loan is None years. His assets value is 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
930,1,6000,5500,1,60.0,40000,4000.0,3.0,1,47,8000,0,1,1,0,1,1,No,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 40000, dec profit is 4000.0, xperience is 3.0, educatn is 1, age is 47, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 1","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 40000
 - dec profit : 4000.0
 - xperience : 3.0
 - educatn : 1
 - age : 47
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 1",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 40000. The dec profit is 4000.0. The xperience is 3.0. The educatn is 1. The age is 47. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. 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>1</td>
      <td>6000</td>
      <td>60.0</td>
      <td>40000</td>
      <td>4000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>47</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 6000 & 60.000000 & 40000 & 4000.000000 & 3.000000 & 1 & 47 & 8000 & 0 & 1 & 1 & 0 & 1 & 1 \\
\end{tabular}
","{'age': 47, 'amnt req': 6000, 'assets val': 40000, 'collateral': 8000, 'dec profit': 4000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 6000 cedis. The applicant works in commerce 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 40000 cedis and his declared profits (after tax) is 4000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
931,1,2000,1500,0,30.0,1700,200.0,6.0,1,34,3000,1,0,0,0,1,0,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 1700, dec profit is 200.0, xperience is 6.0, educatn is 1, age is 34, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 1700
 - dec profit : 200.0
 - xperience : 6.0
 - educatn : 1
 - age : 34
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 1700. The dec profit is 200.0. The xperience is 6.0. The educatn is 1. The age is 34. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>1700</td>
      <td>200.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>34</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 1700 & 200.000000 & 6.000000 & 1 & 34 & 3000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 1700, 'collateral': 3000, 'dec profit': 200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 1700 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is tertiary 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 resides or have his business close to the bank. The value of his collateral is 3000 cedis.
932,1,3000,2000,1,20.0,4000,500.0,5.0,1,56,1100,1,0,1,0,1,0,No,"sex is 1, amnt req is 3000, maturity is 20.0, assets val is 4000, dec profit is 500.0, xperience is 5.0, educatn is 1, age is 56, collateral is 1100, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 20.0
 - assets val : 4000
 - dec profit : 500.0
 - xperience : 5.0
 - educatn : 1
 - age : 56
 - collateral : 1100
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 20.0. The assets val is 4000. The dec profit is 500.0. The xperience is 5.0. The educatn is 1. The age is 56. The collateral is 1100. 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>1</td>
      <td>3000</td>
      <td>20.0</td>
      <td>4000</td>
      <td>500.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>56</td>
      <td>1100</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 & 1 & 3000 & 20.000000 & 4000 & 500.000000 & 5.000000 & 1 & 56 & 1100 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 56, 'amnt req': 3000, 'assets val': 4000, 'collateral': 1100, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 56-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 1100 cedis.
933,1,2500,2500,0,30.0,10000,1800.0,2.0,3,35,4000,1,1,1,0,5,0,Yes,"sex is 1, amnt req is 2500, maturity is 30.0, assets val is 10000, dec profit is 1800.0, xperience is 2.0, educatn is 3, age is 35, collateral is 4000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 1800.0
 - xperience : 2.0
 - educatn : 3
 - age : 35
 - collateral : 4000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 30.0. The assets val is 10000. The dec profit is 1800.0. The xperience is 2.0. The educatn is 3. The age is 35. The collateral is 4000. The locatn is 1. The guarantor is 1. The relatnshp is 1. 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>2500</td>
      <td>30.0</td>
      <td>10000</td>
      <td>1800.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>35</td>
      <td>4000</td>
      <td>1</td>
      <td>1</td>
      <td>1</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 & 2500 & 30.000000 & 10000 & 1800.000000 & 2.000000 & 3 & 35 & 4000 & 1 & 1 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2500, 'assets val': 10000, 'collateral': 4000, 'dec profit': 1800.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 2.0}",A 35-year-old male is applying for a loan of 2500 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 30.0 years. His assets value is 10000 cedis and his declared profits (after tax) is 1800.0 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 4000 cedis.
934,1,5000,5000,0,30.0,9000,1200.0,9.0,1,36,1000,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 9000, dec profit is 1200.0, xperience is 9.0, educatn is 1, age is 36, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 9.0
 - educatn : 1
 - age : 36
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 9.0. The educatn is 1. The age is 36. The collateral is 1000. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>36</td>
      <td>1000</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 & 1 & 5000 & 30.000000 & 9000 & 1200.000000 & 9.000000 & 1 & 36 & 1000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1000, 'dec profit': 1200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 9.0}",A 36-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 9000 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is tertiary and the number of years that he has been in business is 9.0. He did not provide any 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 1000 cedis.
935,1,2000,2000,0,60.0,8000,850.0,3.5,1,40,8000,0,0,0,0,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 8000, dec profit is 850.0, xperience is 3.5, educatn is 1, age is 40, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 850.0
 - xperience : 3.5
 - educatn : 1
 - age : 40
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 8000. The dec profit is 850.0. The xperience is 3.5. The educatn is 1. The age is 40. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>8000</td>
      <td>850.0</td>
      <td>3.5</td>
      <td>1</td>
      <td>40</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 8000 & 850.000000 & 3.500000 & 1 & 40 & 8000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 850.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.5}",A 40-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 8000 cedis and his declared profits (after tax) is 850.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.5. 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 8000 cedis.
936,0,4000,4000,0,30.0,19000,9000.0,2.0,1,46,7000,0,1,1,0,5,1,Yes,"sex is 0, amnt req is 4000, maturity is 30.0, assets val is 19000, dec profit is 9000.0, xperience is 2.0, educatn is 1, age is 46, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 1","- sex : 0
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 19000
 - dec profit : 9000.0
 - xperience : 2.0
 - educatn : 1
 - age : 46
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 4000. The maturity is 30.0. The assets val is 19000. The dec profit is 9000.0. The xperience is 2.0. The educatn is 1. The age is 46. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 5. 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>4000</td>
      <td>30.0</td>
      <td>19000</td>
      <td>9000.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>46</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>5</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 & 4000 & 30.000000 & 19000 & 9000.000000 & 2.000000 & 1 & 46 & 7000 & 0 & 1 & 1 & 0 & 5 & 1 \\
\end{tabular}
","{'age': 46, 'amnt req': 4000, 'assets val': 19000, 'collateral': 7000, 'dec profit': 9000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 2.0}",A 46-year-old female is applying for a loan of 4000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 19000 cedis and her declared profits (after tax) is 9000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 does not resides or have her business close to the bank. The value of her collateral is 7000 cedis.
937,0,9000,9000,0,,5000,320.0,9.0,4,38,9000,1,1,1,1,1,1,Yes,"sex is 0, amnt req is 9000, maturity is None, 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 : None
 - 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 None. 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>None</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}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 9000 & None & 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': None, '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 None 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.
938,1,8000,8000,0,36.0,2800,300.0,11.0,2,49,9000,1,0,1,0,2,0,Yes,"sex is 1, amnt req is 8000, maturity is 36.0, assets val is 2800, dec profit is 300.0, xperience is 11.0, educatn is 2, age is 49, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 36.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 11.0
 - educatn : 2
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 36.0. The assets val is 2800. The dec profit is 300.0. The xperience is 11.0. The educatn is 2. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>8000</td>
      <td>36.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>11.0</td>
      <td>2</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 8000 & 36.000000 & 2800 & 300.000000 & 11.000000 & 2 & 49 & 9000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 2800, 'collateral': 9000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 11.0}",A 49-year-old male is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 11.0. He did not provide any 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.
939,1,6000,5000,1,15.0,9000,450.0,3.0,1,26,5000,0,0,1,1,1,0,No,"sex is 1, amnt req is 6000, maturity is 15.0, assets val is 9000, dec profit is 450.0, xperience is 3.0, educatn is 1, age is 26, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 15.0
 - assets val : 9000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 1
 - age : 26
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 15.0. The assets val is 9000. The dec profit is 450.0. The xperience is 3.0. The educatn is 1. The age is 26. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>6000</td>
      <td>15.0</td>
      <td>9000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>26</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 6000 & 15.000000 & 9000 & 450.000000 & 3.000000 & 1 & 26 & 5000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 6000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 26-year-old male is applying for a loan of 6000 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 15.0 years. His assets value is 9000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
940,1,200,200,0,15.0,8700,1200.0,3.0,2,26,1200,1,1,1,0,5,0,Yes,"sex is 1, amnt req is 200, maturity is 15.0, assets val is 8700, dec profit is 1200.0, xperience is 3.0, educatn is 2, age is 26, collateral is 1200, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 200
 - maturity : 15.0
 - assets val : 8700
 - dec profit : 1200.0
 - xperience : 3.0
 - educatn : 2
 - age : 26
 - collateral : 1200
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 200. The maturity is 15.0. The assets val is 8700. The dec profit is 1200.0. The xperience is 3.0. The educatn is 2. The age is 26. The collateral is 1200. The locatn is 1. The guarantor is 1. The relatnshp is 1. 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>200</td>
      <td>15.0</td>
      <td>8700</td>
      <td>1200.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>26</td>
      <td>1200</td>
      <td>1</td>
      <td>1</td>
      <td>1</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 & 200 & 15.000000 & 8700 & 1200.000000 & 3.000000 & 2 & 26 & 1200 & 1 & 1 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 200, 'assets val': 8700, 'collateral': 1200, 'dec profit': 1200.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 26-year-old male is applying for a loan of 200 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 15.0 years. His assets value is 8700 cedis and his declared profits (after tax) is 1200.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. 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 1200 cedis.
941,1,15000,8000,1,30.0,7000,330.0,1.5,1,33,8000,0,1,0,1,4,0,No,"sex is 1, amnt req is 15000, maturity is 30.0, assets val is 7000, dec profit is 330.0, xperience is 1.5, educatn is 1, age is 33, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 15000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 330.0
 - xperience : 1.5
 - educatn : 1
 - age : 33
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 15000. The maturity is 30.0. The assets val is 7000. The dec profit is 330.0. The xperience is 1.5. The educatn is 1. The age is 33. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>15000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>330.0</td>
      <td>1.5</td>
      <td>1</td>
      <td>33</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 15000 & 30.000000 & 7000 & 330.000000 & 1.500000 & 1 & 33 & 8000 & 0 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 15000, 'assets val': 7000, 'collateral': 8000, 'dec profit': 330.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.5}",A 33-year-old male is applying for a loan of 15000 cedis. The applicant works in agriculture 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 7000 cedis and his declared profits (after tax) is 330.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.5. He provided a 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 8000 cedis.
942,0,1500,1000,1,24.0,2000,450.0,2.0,1,42,1200,0,0,1,1,4,0,No,"sex is 0, amnt req is 1500, maturity is 24.0, assets val is 2000, dec profit is 450.0, xperience is 2.0, educatn is 1, age is 42, collateral is 1200, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 24.0
 - assets val : 2000
 - dec profit : 450.0
 - xperience : 2.0
 - educatn : 1
 - age : 42
 - collateral : 1200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 24.0. The assets val is 2000. The dec profit is 450.0. The xperience is 2.0. The educatn is 1. The age is 42. The collateral is 1200. 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>1500</td>
      <td>24.0</td>
      <td>2000</td>
      <td>450.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>42</td>
      <td>1200</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 & 1500 & 24.000000 & 2000 & 450.000000 & 2.000000 & 1 & 42 & 1200 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 1500, 'assets val': 2000, 'collateral': 1200, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 2.0}",A 42-year-old female is applying for a loan of 1500 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 24.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 450.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 1200 cedis.
943,1,1500,1500,0,30.0,2500,655.0,4.0,1,32,10000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 2500, dec profit is 655.0, xperience is 4.0, educatn is 1, age is 32, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 655.0
 - xperience : 4.0
 - educatn : 1
 - age : 32
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 2500. The dec profit is 655.0. The xperience is 4.0. The educatn is 1. The age is 32. The collateral is 10000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>2500</td>
      <td>655.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>32</td>
      <td>10000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 2500 & 655.000000 & 4.000000 & 1 & 32 & 10000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 1500, 'assets val': 2500, 'collateral': 10000, 'dec profit': 655.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 32-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 2500 cedis and his declared profits (after tax) is 655.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 10000 cedis.
944,1,5000,5000,0,30.0,6000,1300.0,6.0,1,47,1000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 6000, dec profit is 1300.0, xperience is 6.0, educatn is 1, age is 47, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 6000
 - dec profit : 1300.0
 - xperience : 6.0
 - educatn : 1
 - age : 47
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 6000. The dec profit is 1300.0. The xperience is 6.0. The educatn is 1. The age is 47. The collateral is 1000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>6000</td>
      <td>1300.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>47</td>
      <td>1000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 5000 & 30.000000 & 6000 & 1300.000000 & 6.000000 & 1 & 47 & 1000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 5000, 'assets val': 6000, 'collateral': 1000, 'dec profit': 1300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 47-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 6000 cedis and his declared profits (after tax) is 1300.0 cedis. His educational background is tertiary 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 resides or have his business close to the bank. The value of his collateral is 1000 cedis.
945,1,2000,2000,0,30.0,2000,800.0,3.0,1,42,4000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 800.0, xperience is 3.0, educatn is 1, age is 42, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 800.0
 - xperience : 3.0
 - educatn : 1
 - age : 42
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 800.0. The xperience is 3.0. The educatn is 1. The age is 42. The collateral is 4000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>800.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>42</td>
      <td>4000</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 & 1 & 2000 & 30.000000 & 2000 & 800.000000 & 3.000000 & 1 & 42 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 2000, 'assets val': 2000, 'collateral': 4000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 42-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
946,1,800,400,1,15.0,7000,800.0,20.0,3,51,800,0,1,1,0,1,0,No,"sex is 1, amnt req is 800, maturity is 15.0, assets val is 7000, dec profit is 800.0, xperience is 20.0, educatn is 3, age is 51, collateral is 800, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 15.0
 - assets val : 7000
 - dec profit : 800.0
 - xperience : 20.0
 - educatn : 3
 - age : 51
 - collateral : 800
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 15.0. The assets val is 7000. The dec profit is 800.0. The xperience is 20.0. The educatn is 3. The age is 51. The collateral is 800. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>800</td>
      <td>15.0</td>
      <td>7000</td>
      <td>800.0</td>
      <td>20.0</td>
      <td>3</td>
      <td>51</td>
      <td>800</td>
      <td>0</td>
      <td>1</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 & 1 & 800 & 15.000000 & 7000 & 800.000000 & 20.000000 & 3 & 51 & 800 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 800, 'assets val': 7000, 'collateral': 800, 'dec profit': 800.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 20.0}",A 51-year-old male is applying for a loan of 800 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is primary and the number of years that he has been in business is 20.0. 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 does not resides or have his business close to the bank. The value of his collateral is 800 cedis.
947,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,9000,1,0,1,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 1 & 0 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any 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.
948,0,4000,2000,1,30.0,12000,6000.0,3.0,1,52,7000,0,1,1,0,5,1,No,"sex is 0, amnt req is 4000, maturity is 30.0, assets val is 12000, dec profit is 6000.0, xperience is 3.0, educatn is 1, age is 52, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 1","- sex : 0
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 6000.0
 - xperience : 3.0
 - educatn : 1
 - age : 52
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 4000. The maturity is 30.0. The assets val is 12000. The dec profit is 6000.0. The xperience is 3.0. The educatn is 1. The age is 52. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 5. 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>4000</td>
      <td>30.0</td>
      <td>12000</td>
      <td>6000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>52</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>5</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 & 4000 & 30.000000 & 12000 & 6000.000000 & 3.000000 & 1 & 52 & 7000 & 0 & 1 & 1 & 0 & 5 & 1 \\
\end{tabular}
","{'age': 52, 'amnt req': 4000, 'assets val': 12000, 'collateral': 7000, 'dec profit': 6000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 52-year-old female is applying for a loan of 4000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 6000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. 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 does not resides or have her business close to the bank. The value of her collateral is 7000 cedis.
949,1,2000,2000,0,30.0,2000,500.0,2.0,3,34,3000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 500.0, xperience is 2.0, educatn is 3, age is 34, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 500.0
 - xperience : 2.0
 - educatn : 3
 - age : 34
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 500.0. The xperience is 2.0. The educatn is 3. The age is 34. The collateral is 3000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>500.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>34</td>
      <td>3000</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 & 1 & 2000 & 30.000000 & 2000 & 500.000000 & 2.000000 & 3 & 34 & 3000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2000, 'assets val': 2000, 'collateral': 3000, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 34-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 2000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
950,0,800,800,0,36.0,5000,400.0,3.0,1,33,2000,0,0,0,1,4,0,Yes,"sex is 0, amnt req is 800, maturity is 36.0, assets val is 5000, dec profit is 400.0, xperience is 3.0, educatn is 1, age is 33, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 800
 - maturity : 36.0
 - assets val : 5000
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 1
 - age : 33
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 800. The maturity is 36.0. The assets val is 5000. The dec profit is 400.0. The xperience is 3.0. The educatn is 1. The age is 33. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>800</td>
      <td>36.0</td>
      <td>5000</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>33</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 800 & 36.000000 & 5000 & 400.000000 & 3.000000 & 1 & 33 & 2000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 800, 'assets val': 5000, 'collateral': 2000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 33-year-old female is applying for a loan of 800 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 36.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 400.0 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 not 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.
951,1,6000,6000,0,60.0,9500,900.0,7.0,2,28,9000,1,1,1,1,3,0,Yes,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 9500, dec profit is 900.0, xperience is 7.0, educatn is 2, age is 28, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 9500
 - dec profit : 900.0
 - xperience : 7.0
 - educatn : 2
 - age : 28
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 9500. The dec profit is 900.0. The xperience is 7.0. The educatn is 2. The age is 28. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>60.0</td>
      <td>9500</td>
      <td>900.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>28</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 6000 & 60.000000 & 9500 & 900.000000 & 7.000000 & 2 & 28 & 9000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 6000, 'assets val': 9500, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 28-year-old male is applying for a loan of 6000 cedis. The applicant works in manufacturing 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 9500 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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.
952,1,400,400,0,30.0,9000,200.0,1.0,2,27,4000,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 400, maturity is 30.0, assets val is 9000, dec profit is 200.0, xperience is 1.0, educatn is 2, age is 27, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 200.0
 - xperience : 1.0
 - educatn : 2
 - age : 27
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 30.0. The assets val is 9000. The dec profit is 200.0. The xperience is 1.0. The educatn is 2. The age is 27. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>400</td>
      <td>30.0</td>
      <td>9000</td>
      <td>200.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>27</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 400 & 30.000000 & 9000 & 200.000000 & 1.000000 & 2 & 27 & 4000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 400, 'assets val': 9000, 'collateral': 4000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 27-year-old male is applying for a loan of 400 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. 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 4000 cedis.
953,0,20000,12000,1,36.0,35000,6000.0,3.0,1,35,9000,0,1,0,1,3,1,No,"sex is 0, amnt req is 20000, maturity is 36.0, assets val is 35000, dec profit is 6000.0, xperience is 3.0, educatn is 1, age is 35, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 20000
 - maturity : 36.0
 - assets val : 35000
 - dec profit : 6000.0
 - xperience : 3.0
 - educatn : 1
 - age : 35
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 20000. The maturity is 36.0. The assets val is 35000. The dec profit is 6000.0. The xperience is 3.0. The educatn is 1. The age is 35. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>20000</td>
      <td>36.0</td>
      <td>35000</td>
      <td>6000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>35</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 20000 & 36.000000 & 35000 & 6000.000000 & 3.000000 & 1 & 35 & 9000 & 0 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 20000, 'assets val': 35000, 'collateral': 9000, 'dec profit': 6000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 20000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 35000 cedis and her declared profits (after tax) is 6000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
954,1,5000,5000,0,30.0,7000,3000.0,7.0,1,27,1000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 7000, dec profit is 3000.0, xperience is 7.0, educatn is 1, age is 27, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 3000.0
 - xperience : 7.0
 - educatn : 1
 - age : 27
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 7000. The dec profit is 3000.0. The xperience is 7.0. The educatn is 1. The age is 27. The collateral is 1000. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>3000.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>27</td>
      <td>1000</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 & 1 & 5000 & 30.000000 & 7000 & 3000.000000 & 7.000000 & 1 & 27 & 1000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 5000, 'assets val': 7000, 'collateral': 1000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 7.0}",A 27-year-old male is applying for a loan of 5000 cedis. The applicant works in agriculture 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 7000 cedis and his declared profits (after tax) is 3000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
955,1,1500,1000,1,15.0,3000,4000.0,4.0,1,33,5000,0,0,1,0,1,0,No,"sex is 1, amnt req is 1500, maturity is 15.0, assets val is 3000, dec profit is 4000.0, xperience is 4.0, educatn is 1, age is 33, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 15.0
 - assets val : 3000
 - dec profit : 4000.0
 - xperience : 4.0
 - educatn : 1
 - age : 33
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 15.0. The assets val is 3000. The dec profit is 4000.0. The xperience is 4.0. The educatn is 1. The age is 33. The collateral is 5000. 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>1</td>
      <td>1500</td>
      <td>15.0</td>
      <td>3000</td>
      <td>4000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>33</td>
      <td>5000</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 & 1 & 1500 & 15.000000 & 3000 & 4000.000000 & 4.000000 & 1 & 33 & 5000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1500, 'assets val': 3000, 'collateral': 5000, 'dec profit': 4000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 33-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 4000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
956,1,10000,7000,1,30.0,9000,5000.0,4.0,3,34,8000,0,1,1,1,4,0,No,"sex is 1, amnt req is 10000, maturity is 30.0, assets val is 9000, dec profit is 5000.0, xperience is 4.0, educatn is 3, age is 34, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 5000.0
 - xperience : 4.0
 - educatn : 3
 - age : 34
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 30.0. The assets val is 9000. The dec profit is 5000.0. The xperience is 4.0. The educatn is 3. The age is 34. The collateral is 8000. The locatn is 0. The guarantor is 1. 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>1</td>
      <td>10000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>5000.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>34</td>
      <td>8000</td>
      <td>0</td>
      <td>1</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 & 1 & 10000 & 30.000000 & 9000 & 5000.000000 & 4.000000 & 3 & 34 & 8000 & 0 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 10000, 'assets val': 9000, 'collateral': 8000, 'dec profit': 5000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 34-year-old male is applying for a loan of 10000 cedis. The applicant works in agriculture 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 9000 cedis and his declared profits (after tax) is 5000.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
957,0,1000,1000,0,30.0,12000,800.0,6.0,1,40,3000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 12000, dec profit is 800.0, xperience is 6.0, educatn is 1, age is 40, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 12000
 - dec profit : 800.0
 - xperience : 6.0
 - educatn : 1
 - age : 40
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 12000. The dec profit is 800.0. The xperience is 6.0. The educatn is 1. The age is 40. The collateral is 3000. 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>1000</td>
      <td>30.0</td>
      <td>12000</td>
      <td>800.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>40</td>
      <td>3000</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 & 1000 & 30.000000 & 12000 & 800.000000 & 6.000000 & 1 & 40 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 1000, 'assets val': 12000, 'collateral': 3000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 40-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 30.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 800.0 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 does not resides or have her business close to the bank. The value of her collateral is 3000 cedis.
958,0,3000,3000,0,60.0,5000,245.0,3.0,2,42,5000,1,0,0,0,2,0,Yes,"sex is 0, amnt req is 3000, maturity is 60.0, assets val is 5000, dec profit is 245.0, xperience is 3.0, educatn is 2, age is 42, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 245.0
 - xperience : 3.0
 - educatn : 2
 - age : 42
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 60.0. The assets val is 5000. The dec profit is 245.0. The xperience is 3.0. The educatn is 2. The age is 42. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>3000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>245.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>42</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 3000 & 60.000000 & 5000 & 245.000000 & 3.000000 & 2 & 42 & 5000 & 1 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 3000, 'assets val': 5000, 'collateral': 5000, 'dec profit': 245.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 3.0}",A 42-year-old female is applying for a loan of 3000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 245.0 cedis. Her educational background is secondary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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 5000 cedis.
959,1,3000,3000,0,30.0,3000,330.0,5.0,3,44,4000,1,1,0,1,4,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 3000, dec profit is 330.0, xperience is 5.0, educatn is 3, age is 44, collateral is 4000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 330.0
 - xperience : 5.0
 - educatn : 3
 - age : 44
 - collateral : 4000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 3000. The dec profit is 330.0. The xperience is 5.0. The educatn is 3. The age is 44. The collateral is 4000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>330.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>44</td>
      <td>4000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 1 & 3000 & 30.000000 & 3000 & 330.000000 & 5.000000 & 3 & 44 & 4000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 3000, 'assets val': 3000, 'collateral': 4000, 'dec profit': 330.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 44-year-old male is applying for a loan of 3000 cedis. The applicant works in agriculture 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 330.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. He provided a 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 4000 cedis.
960,1,1500,1500,0,60.0,2500,255.0,3.0,3,36,6000,0,0,1,0,5,0,Yes,"sex is 1, amnt req is 1500, maturity is 60.0, assets val is 2500, dec profit is 255.0, xperience is 3.0, educatn is 3, age is 36, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 60.0
 - assets val : 2500
 - dec profit : 255.0
 - xperience : 3.0
 - educatn : 3
 - age : 36
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 60.0. The assets val is 2500. The dec profit is 255.0. The xperience is 3.0. The educatn is 3. The age is 36. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>1500</td>
      <td>60.0</td>
      <td>2500</td>
      <td>255.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>36</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 1500 & 60.000000 & 2500 & 255.000000 & 3.000000 & 3 & 36 & 6000 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1500, 'assets val': 2500, 'collateral': 6000, 'dec profit': 255.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 36-year-old male is applying for a loan of 1500 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 2500 cedis and his declared profits (after tax) is 255.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 6000 cedis.
961,1,1200,1200,0,30.0,3200,480.0,3.0,1,47,9000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1200, maturity is 30.0, assets val is 3200, dec profit is 480.0, xperience is 3.0, educatn is 1, age is 47, collateral is 9000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1200
 - maturity : 30.0
 - assets val : 3200
 - dec profit : 480.0
 - xperience : 3.0
 - educatn : 1
 - age : 47
 - collateral : 9000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1200. The maturity is 30.0. The assets val is 3200. The dec profit is 480.0. The xperience is 3.0. The educatn is 1. The age is 47. The collateral is 9000. 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>1</td>
      <td>1200</td>
      <td>30.0</td>
      <td>3200</td>
      <td>480.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>47</td>
      <td>9000</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 & 1 & 1200 & 30.000000 & 3200 & 480.000000 & 3.000000 & 1 & 47 & 9000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 1200, 'assets val': 3200, 'collateral': 9000, 'dec profit': 480.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 1200 cedis. The applicant works in commerce 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 3200 cedis and his declared profits (after tax) is 480.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 9000 cedis.
962,1,5000,1000,1,60.0,5000,700.0,1.0,1,38,2000,0,0,0,1,1,0,No,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 5000, dec profit is 700.0, xperience is 1.0, educatn is 1, age is 38, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 700.0
 - xperience : 1.0
 - educatn : 1
 - age : 38
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 5000. The dec profit is 700.0. The xperience is 1.0. The educatn is 1. The age is 38. The collateral is 2000. 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>5000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>700.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>38</td>
      <td>2000</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 & 5000 & 60.000000 & 5000 & 700.000000 & 1.000000 & 1 & 38 & 2000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 5000, 'assets val': 5000, 'collateral': 2000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 38-year-old male is applying for a loan of 5000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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.
963,1,5000,5000,0,30.0,7000,1000.0,2.0,3,30,6000,0,0,0,0,2,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 7000, dec profit is 1000.0, xperience is 2.0, educatn is 3, age is 30, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 1000.0
 - xperience : 2.0
 - educatn : 3
 - age : 30
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 7000. The dec profit is 1000.0. The xperience is 2.0. The educatn is 3. The age is 30. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>5000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>1000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>30</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 5000 & 30.000000 & 7000 & 1000.000000 & 2.000000 & 3 & 30 & 6000 & 0 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 5000, 'assets val': 7000, 'collateral': 6000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 30-year-old male is applying for a loan of 5000 cedis. The applicant works in transport 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 7000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 6000 cedis.
964,0,7000,5000,1,30.0,1200,180.0,10.0,3,40,6000,1,1,1,1,4,0,No,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 1200, dec profit is 180.0, xperience is 10.0, educatn is 3, age is 40, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 1200
 - dec profit : 180.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 1200. The dec profit is 180.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 6000. The locatn is 1. The guarantor is 1. 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>7000</td>
      <td>30.0</td>
      <td>1200</td>
      <td>180.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>6000</td>
      <td>1</td>
      <td>1</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 & 7000 & 30.000000 & 1200 & 180.000000 & 10.000000 & 3 & 40 & 6000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 7000, 'assets val': 1200, 'collateral': 6000, 'dec profit': 180.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 7000 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 30.0 years. Her assets value is 1200 cedis and her declared profits (after tax) is 180.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 6000 cedis.
965,1,2000,2000,0,60.0,10000,500.0,7.0,1,47,5000,1,0,1,1,5,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 10000, dec profit is 500.0, xperience is 7.0, educatn is 1, age is 47, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 500.0
 - xperience : 7.0
 - educatn : 1
 - age : 47
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 10000. The dec profit is 500.0. The xperience is 7.0. The educatn is 1. The age is 47. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>10000</td>
      <td>500.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>47</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 10000 & 500.000000 & 7.000000 & 1 & 47 & 5000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 2000, 'assets val': 10000, 'collateral': 5000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 7.0}",A 47-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 10000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 5000 cedis.
966,0,10000,10000,0,36.0,14000,925.0,2.0,1,43,12000,1,0,1,1,1,0,Yes,"sex is 0, amnt req is 10000, maturity is 36.0, assets val is 14000, dec profit is 925.0, xperience is 2.0, educatn is 1, age is 43, collateral is 12000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 36.0
 - assets val : 14000
 - dec profit : 925.0
 - xperience : 2.0
 - educatn : 1
 - age : 43
 - collateral : 12000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 36.0. The assets val is 14000. The dec profit is 925.0. The xperience is 2.0. The educatn is 1. The age is 43. The collateral is 12000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>10000</td>
      <td>36.0</td>
      <td>14000</td>
      <td>925.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>43</td>
      <td>12000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 10000 & 36.000000 & 14000 & 925.000000 & 2.000000 & 1 & 43 & 12000 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 10000, 'assets val': 14000, 'collateral': 12000, 'dec profit': 925.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 43-year-old female is applying for a loan of 10000 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 36.0 years. Her assets value is 14000 cedis and her declared profits (after tax) is 925.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 12000 cedis.
967,0,12000,7000,1,30.0,11000,700.0,1.5,3,39,8000,1,1,0,1,4,0,No,"sex is 0, amnt req is 12000, maturity is 30.0, assets val is 11000, dec profit is 700.0, xperience is 1.5, educatn is 3, age is 39, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 12000
 - maturity : 30.0
 - assets val : 11000
 - dec profit : 700.0
 - xperience : 1.5
 - educatn : 3
 - age : 39
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 12000. The maturity is 30.0. The assets val is 11000. The dec profit is 700.0. The xperience is 1.5. The educatn is 3. The age is 39. The collateral is 8000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>12000</td>
      <td>30.0</td>
      <td>11000</td>
      <td>700.0</td>
      <td>1.5</td>
      <td>3</td>
      <td>39</td>
      <td>8000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 12000 & 30.000000 & 11000 & 700.000000 & 1.500000 & 3 & 39 & 8000 & 1 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 12000, 'assets val': 11000, 'collateral': 8000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 1.5}",A 39-year-old female is applying for a loan of 12000 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 30.0 years. Her assets value is 11000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is primary and the number of years that she has been in business is 1.5. She provided a guarantor and this is not 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 8000 cedis.
968,1,7000,5000,1,60.0,900,190.0,1.0,2,43,4000,0,1,0,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 900, dec profit is 190.0, xperience is 1.0, educatn is 2, age is 43, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 900
 - dec profit : 190.0
 - xperience : 1.0
 - educatn : 2
 - age : 43
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 900. The dec profit is 190.0. The xperience is 1.0. The educatn is 2. The age is 43. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>7000</td>
      <td>60.0</td>
      <td>900</td>
      <td>190.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>43</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 7000 & 60.000000 & 900 & 190.000000 & 1.000000 & 2 & 43 & 4000 & 0 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 7000, 'assets val': 900, 'collateral': 4000, 'dec profit': 190.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 1.0}",A 43-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 900 cedis and his declared profits (after tax) is 190.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. He provided a 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 4000 cedis.
969,1,5000,5000,0,30.0,1000,180.0,10.0,4,40,7000,0,0,1,1,3,1,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 10.0, educatn is 4, age is 40, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 10.0
 - educatn : 4
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 10.0. The educatn is 4. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>10.0</td>
      <td>4</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 30.000000 & 1000 & 180.000000 & 10.000000 & 4 & 40 & 7000 & 0 & 0 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 180.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 10.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is illiterate and the number of years that he has been in business is 10.0. He did not provide any guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
970,0,10000,7000,1,30.0,4000,400.0,8.0,4,60,9000,1,0,1,1,4,1,No,"sex is 0, amnt req is 10000, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 8.0, educatn is 4, age is 60, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 10000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 4
 - age : 60
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 10000. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 8.0. The educatn is 4. The age is 60. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. 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>10000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>4</td>
      <td>60</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</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 & 10000 & 30.000000 & 4000 & 400.000000 & 8.000000 & 4 & 60 & 9000 & 1 & 0 & 1 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 60, 'amnt req': 10000, 'assets val': 4000, 'collateral': 9000, 'dec profit': 400.0, 'educatn': 4, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 8.0}",A 60-year-old female is applying for a loan of 10000 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 30.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 8.0. She did not provide any 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.
971,1,3000,2000,1,30.0,5000,1600.0,3.0,1,41,4000,0,0,0,0,5,0,No,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 1600.0, xperience is 3.0, educatn is 1, age is 41, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 1600.0
 - xperience : 3.0
 - educatn : 1
 - age : 41
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 1600.0. The xperience is 3.0. The educatn is 1. The age is 41. The collateral is 4000. The locatn is 0. 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>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>1600.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>41</td>
      <td>4000</td>
      <td>0</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 & 3000 & 30.000000 & 5000 & 1600.000000 & 3.000000 & 1 & 41 & 4000 & 0 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 3000, 'assets val': 5000, 'collateral': 4000, 'dec profit': 1600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 41-year-old male is applying for a loan of 3000 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 30.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 1600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 4000 cedis.
972,1,2000,2000,0,30.0,4000,480.0,2.0,1,35,1500,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 4000, dec profit is 480.0, xperience is 2.0, educatn is 1, age is 35, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 480.0
 - xperience : 2.0
 - educatn : 1
 - age : 35
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 4000. The dec profit is 480.0. The xperience is 2.0. The educatn is 1. The age is 35. The collateral is 1500. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>480.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>35</td>
      <td>1500</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 & 1 & 2000 & 30.000000 & 4000 & 480.000000 & 2.000000 & 1 & 35 & 1500 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 4000, 'collateral': 1500, 'dec profit': 480.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 35-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 4000 cedis and his declared profits (after tax) is 480.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
973,0,800,800,0,36.0,4500,250.0,2.0,2,36,3500,0,1,0,0,3,0,Yes,"sex is 0, amnt req is 800, maturity is 36.0, assets val is 4500, dec profit is 250.0, xperience is 2.0, educatn is 2, age is 36, collateral is 3500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 800
 - maturity : 36.0
 - assets val : 4500
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 2
 - age : 36
 - collateral : 3500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 800. The maturity is 36.0. The assets val is 4500. The dec profit is 250.0. The xperience is 2.0. The educatn is 2. The age is 36. The collateral is 3500. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 3. 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>800</td>
      <td>36.0</td>
      <td>4500</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>36</td>
      <td>3500</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 800 & 36.000000 & 4500 & 250.000000 & 2.000000 & 2 & 36 & 3500 & 0 & 1 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 800, 'assets val': 4500, 'collateral': 3500, 'dec profit': 250.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 2.0}",A 36-year-old female is applying for a loan of 800 cedis. The applicant works in manufacturing 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 4500 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is secondary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not 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 3500 cedis.
974,0,2000,2000,0,30.0,7800,800.0,4.0,1,44,5000,1,0,1,0,3,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 7800, dec profit is 800.0, xperience is 4.0, educatn is 1, age is 44, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 7800
 - dec profit : 800.0
 - xperience : 4.0
 - educatn : 1
 - age : 44
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 7800. The dec profit is 800.0. The xperience is 4.0. The educatn is 1. The age is 44. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>7800</td>
      <td>800.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>44</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 7800 & 800.000000 & 4.000000 & 1 & 44 & 5000 & 1 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 2000, 'assets val': 7800, 'collateral': 5000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 44-year-old female is applying for a loan of 2000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 7800 cedis and her declared profits (after tax) is 800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 5000 cedis.
975,0,300,300,0,15.0,4000,250.0,2.0,1,39,1000,1,1,1,0,5,1,Yes,"sex is 0, amnt req is 300, maturity is 15.0, assets val is 4000, dec profit is 250.0, xperience is 2.0, educatn is 1, age is 39, collateral is 1000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 1","- sex : 0
 - amnt req : 300
 - maturity : 15.0
 - assets val : 4000
 - dec profit : 250.0
 - xperience : 2.0
 - educatn : 1
 - age : 39
 - collateral : 1000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 300. The maturity is 15.0. The assets val is 4000. The dec profit is 250.0. The xperience is 2.0. The educatn is 1. The age is 39. The collateral is 1000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 5. 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>300</td>
      <td>15.0</td>
      <td>4000</td>
      <td>250.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>39</td>
      <td>1000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>5</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 & 300 & 15.000000 & 4000 & 250.000000 & 2.000000 & 1 & 39 & 1000 & 1 & 1 & 1 & 0 & 5 & 1 \\
\end{tabular}
","{'age': 39, 'amnt req': 300, 'assets val': 4000, 'collateral': 1000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 2.0}",A 39-year-old female is applying for a loan of 300 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 1000 cedis.
976,0,1300,1300,0,60.0,340,514.0,6.0,3,30,2000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 1300, maturity is 60.0, assets val is 340, dec profit is 514.0, xperience is 6.0, educatn is 3, age is 30, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1300
 - maturity : 60.0
 - assets val : 340
 - dec profit : 514.0
 - xperience : 6.0
 - educatn : 3
 - age : 30
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1300. The maturity is 60.0. The assets val is 340. The dec profit is 514.0. The xperience is 6.0. The educatn is 3. The age is 30. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1300</td>
      <td>60.0</td>
      <td>340</td>
      <td>514.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>30</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 1300 & 60.000000 & 340 & 514.000000 & 6.000000 & 3 & 30 & 2000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 1300, 'assets val': 340, 'collateral': 2000, 'dec profit': 514.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 30-year-old female is applying for a loan of 1300 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 340 cedis and her declared profits (after tax) is 514.0 cedis. Her educational background is primary 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 does not resides or have her business close to the bank. The value of her collateral is 2000 cedis.
977,1,5000,5000,0,30.0,3600,2500.0,5.0,2,30,9500,0,1,1,0,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 3600, dec profit is 2500.0, xperience is 5.0, educatn is 2, age is 30, collateral is 9500, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 3600
 - dec profit : 2500.0
 - xperience : 5.0
 - educatn : 2
 - age : 30
 - collateral : 9500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 3600. The dec profit is 2500.0. The xperience is 5.0. The educatn is 2. The age is 30. The collateral is 9500. The locatn is 0. 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>5000</td>
      <td>30.0</td>
      <td>3600</td>
      <td>2500.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>30</td>
      <td>9500</td>
      <td>0</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 & 5000 & 30.000000 & 3600 & 2500.000000 & 5.000000 & 2 & 30 & 9500 & 0 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 5000, 'assets val': 3600, 'collateral': 9500, 'dec profit': 2500.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 5000 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 3600 cedis and his declared profits (after tax) is 2500.0 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. 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 does not resides or have his business close to the bank. The value of his collateral is 9500 cedis.
978,0,1500,1500,0,30.0,11000,600.0,5.0,1,39,7000,0,1,1,1,5,1,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 11000, dec profit is 600.0, xperience is 5.0, educatn is 1, age is 39, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 11000
 - dec profit : 600.0
 - xperience : 5.0
 - educatn : 1
 - age : 39
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 11000. The dec profit is 600.0. The xperience is 5.0. The educatn is 1. The age is 39. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>1500</td>
      <td>30.0</td>
      <td>11000</td>
      <td>600.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>39</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 1500 & 30.000000 & 11000 & 600.000000 & 5.000000 & 1 & 39 & 7000 & 0 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 39, 'amnt req': 1500, 'assets val': 11000, 'collateral': 7000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 39-year-old female is applying for a loan of 1500 cedis. The applicant works in service 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 11000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. 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 does not resides or have her business close to the bank. The value of her collateral is 7000 cedis.
979,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
980,0,1500,1000,1,30.0,3400,120.0,3.0,2,25,7000,0,1,0,0,1,0,No,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 3400, dec profit is 120.0, xperience is 3.0, educatn is 2, age is 25, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3400
 - dec profit : 120.0
 - xperience : 3.0
 - educatn : 2
 - age : 25
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 3400. The dec profit is 120.0. The xperience is 3.0. The educatn is 2. The age is 25. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1500</td>
      <td>30.0</td>
      <td>3400</td>
      <td>120.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>25</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1500 & 30.000000 & 3400 & 120.000000 & 3.000000 & 2 & 25 & 7000 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 1500, 'assets val': 3400, 'collateral': 7000, 'dec profit': 120.0, 'educatn': 2, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 25-year-old female is applying for a loan of 1500 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 30.0 years. Her assets value is 3400 cedis and her declared profits (after tax) is 120.0 cedis. Her educational background is secondary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not 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 7000 cedis.
981,0,5000,5000,0,30.0,4000,200.0,3.0,3,30,5000,1,0,1,1,5,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 4000, dec profit is 200.0, xperience is 3.0, educatn is 3, age is 30, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 3
 - age : 30
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 4000. The dec profit is 200.0. The xperience is 3.0. The educatn is 3. The age is 30. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>30</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 5000 & 30.000000 & 4000 & 200.000000 & 3.000000 & 3 & 30 & 5000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 5000, 'assets val': 4000, 'collateral': 5000, 'dec profit': 200.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 30-year-old female is applying for a loan of 5000 cedis. The applicant works in service 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 4000 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 5000 cedis.
982,0,2000,1500,1,30.0,3000,300.0,5.0,1,36,1200,0,0,1,0,1,0,No,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 3000, dec profit is 300.0, xperience is 5.0, educatn is 1, age is 36, collateral is 1200, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 300.0
 - xperience : 5.0
 - educatn : 1
 - age : 36
 - collateral : 1200
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 3000. The dec profit is 300.0. The xperience is 5.0. The educatn is 1. The age is 36. The collateral is 1200. 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>30.0</td>
      <td>3000</td>
      <td>300.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>36</td>
      <td>1200</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 & 30.000000 & 3000 & 300.000000 & 5.000000 & 1 & 36 & 1200 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2000, 'assets val': 3000, 'collateral': 1200, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 36-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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is tertiary 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 1200 cedis.
983,1,5000,2000,1,30.0,4500,1300.0,6.0,1,43,3000,1,0,1,0,1,0,No,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 4500, dec profit is 1300.0, xperience is 6.0, educatn is 1, age is 43, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 4500
 - dec profit : 1300.0
 - xperience : 6.0
 - educatn : 1
 - age : 43
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 4500. The dec profit is 1300.0. The xperience is 6.0. The educatn is 1. The age is 43. The collateral is 3000. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>4500</td>
      <td>1300.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>43</td>
      <td>3000</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 & 1 & 5000 & 30.000000 & 4500 & 1300.000000 & 6.000000 & 1 & 43 & 3000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 5000, 'assets val': 4500, 'collateral': 3000, 'dec profit': 1300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 43-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 4500 cedis and his declared profits (after tax) is 1300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 3000 cedis.
984,1,5000,5000,0,30.0,1000,180.0,10.0,4,40,7000,0,0,1,1,3,1,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 10.0, educatn is 4, age is 40, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 10.0
 - educatn : 4
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 10.0. The educatn is 4. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>10.0</td>
      <td>4</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 30.000000 & 1000 & 180.000000 & 10.000000 & 4 & 40 & 7000 & 0 & 0 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 180.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 10.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is illiterate and the number of years that he has been in business is 10.0. He did not provide any guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
985,0,300,300,0,20.0,6000,260.0,3.0,1,46,1000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 300, maturity is 20.0, assets val is 6000, dec profit is 260.0, xperience is 3.0, educatn is 1, age is 46, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 20.0
 - assets val : 6000
 - dec profit : 260.0
 - xperience : 3.0
 - educatn : 1
 - age : 46
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 20.0. The assets val is 6000. The dec profit is 260.0. The xperience is 3.0. The educatn is 1. The age is 46. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>300</td>
      <td>20.0</td>
      <td>6000</td>
      <td>260.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>46</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 300 & 20.000000 & 6000 & 260.000000 & 3.000000 & 1 & 46 & 1000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 300, 'assets val': 6000, 'collateral': 1000, 'dec profit': 260.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 46-year-old female is applying for a loan of 300 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 20.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 260.0 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 not 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 1000 cedis.
986,0,1500,1500,0,30.0,10000,4800.0,3.0,1,39,3000,0,1,0,1,5,1,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 10000, dec profit is 4800.0, xperience is 3.0, educatn is 1, age is 39, collateral is 3000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 4800.0
 - xperience : 3.0
 - educatn : 1
 - age : 39
 - collateral : 3000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 10000. The dec profit is 4800.0. The xperience is 3.0. The educatn is 1. The age is 39. The collateral is 3000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 5. 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>1500</td>
      <td>30.0</td>
      <td>10000</td>
      <td>4800.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>39</td>
      <td>3000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>5</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 & 1500 & 30.000000 & 10000 & 4800.000000 & 3.000000 & 1 & 39 & 3000 & 0 & 1 & 0 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 39, 'amnt req': 1500, 'assets val': 10000, 'collateral': 3000, 'dec profit': 4800.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 39-year-old female is applying for a loan of 1500 cedis. The applicant works in service 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 10000 cedis and her declared profits (after tax) is 4800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 3000 cedis.
987,1,5000,5000,0,30.0,1000,180.0,10.0,4,40,7000,0,0,1,1,3,1,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 180.0, xperience is 10.0, educatn is 4, age is 40, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 10.0
 - educatn : 4
 - age : 40
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 180.0. The xperience is 10.0. The educatn is 4. The age is 40. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>10.0</td>
      <td>4</td>
      <td>40</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 30.000000 & 1000 & 180.000000 & 10.000000 & 4 & 40 & 7000 & 0 & 0 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 180.0, 'educatn': 4, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 10.0}",A 40-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is illiterate and the number of years that he has been in business is 10.0. He did not provide any guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
988,0,1000,700,1,36.0,2000,140.0,2.0,1,30,1000,0,0,1,0,1,0,No,"sex is 0, amnt req is 1000, maturity is 36.0, assets val is 2000, dec profit is 140.0, xperience is 2.0, educatn is 1, age is 30, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 2000
 - dec profit : 140.0
 - xperience : 2.0
 - educatn : 1
 - age : 30
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 36.0. The assets val is 2000. The dec profit is 140.0. The xperience is 2.0. The educatn is 1. The age is 30. The collateral is 1000. 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>1000</td>
      <td>36.0</td>
      <td>2000</td>
      <td>140.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>30</td>
      <td>1000</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 & 1000 & 36.000000 & 2000 & 140.000000 & 2.000000 & 1 & 30 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 1000, 'assets val': 2000, 'collateral': 1000, 'dec profit': 140.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 30-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 36.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 140.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 1000 cedis.
989,0,3000,1500,1,36.0,3000,500.0,4.0,3,44,1000,0,0,1,0,1,0,No,"sex is 0, amnt req is 3000, maturity is 36.0, assets val is 3000, dec profit is 500.0, xperience is 4.0, educatn is 3, age is 44, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 36.0
 - assets val : 3000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 3
 - age : 44
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 36.0. The assets val is 3000. The dec profit is 500.0. The xperience is 4.0. The educatn is 3. The age is 44. The collateral is 1000. 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>3000</td>
      <td>36.0</td>
      <td>3000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>44</td>
      <td>1000</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 & 3000 & 36.000000 & 3000 & 500.000000 & 4.000000 & 3 & 44 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 3000, 'assets val': 3000, 'collateral': 1000, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 44-year-old female is applying for a loan of 3000 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 3000 cedis and her declared profits (after tax) is 500.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. 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 1000 cedis.
990,1,500,300,1,60.0,3000,140.0,3.0,1,36,3000,0,0,1,1,1,0,No,"sex is 1, amnt req is 500, maturity is 60.0, assets val is 3000, dec profit is 140.0, xperience is 3.0, educatn is 1, age is 36, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 140.0
 - xperience : 3.0
 - educatn : 1
 - age : 36
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 60.0. The assets val is 3000. The dec profit is 140.0. The xperience is 3.0. The educatn is 1. The age is 36. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>500</td>
      <td>60.0</td>
      <td>3000</td>
      <td>140.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>36</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 500 & 60.000000 & 3000 & 140.000000 & 3.000000 & 1 & 36 & 3000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 500, 'assets val': 3000, 'collateral': 3000, 'dec profit': 140.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 36-year-old male is applying for a loan of 500 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 60.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 140.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
991,0,900,900,0,60.0,10000,700.0,4.0,1,36,4000,1,1,1,0,5,1,Yes,"sex is 0, amnt req is 900, maturity is 60.0, assets val is 10000, dec profit is 700.0, xperience is 4.0, educatn is 1, age is 36, collateral is 4000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 1","- sex : 0
 - amnt req : 900
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 700.0
 - xperience : 4.0
 - educatn : 1
 - age : 36
 - collateral : 4000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 900. The maturity is 60.0. The assets val is 10000. The dec profit is 700.0. The xperience is 4.0. The educatn is 1. The age is 36. The collateral is 4000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 5. 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>900</td>
      <td>60.0</td>
      <td>10000</td>
      <td>700.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>36</td>
      <td>4000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>5</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 & 900 & 60.000000 & 10000 & 700.000000 & 4.000000 & 1 & 36 & 4000 & 1 & 1 & 1 & 0 & 5 & 1 \\
\end{tabular}
","{'age': 36, 'amnt req': 900, 'assets val': 10000, 'collateral': 4000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 4.0}",A 36-year-old female is applying for a loan of 900 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 4000 cedis.
992,1,800,400,1,15.0,7700,600.0,3.0,1,39,500,1,1,1,0,1,0,No,"sex is 1, amnt req is 800, maturity is 15.0, assets val is 7700, dec profit is 600.0, xperience is 3.0, educatn is 1, age is 39, collateral is 500, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 800
 - maturity : 15.0
 - assets val : 7700
 - dec profit : 600.0
 - xperience : 3.0
 - educatn : 1
 - age : 39
 - collateral : 500
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 800. The maturity is 15.0. The assets val is 7700. The dec profit is 600.0. The xperience is 3.0. The educatn is 1. The age is 39. The collateral is 500. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>800</td>
      <td>15.0</td>
      <td>7700</td>
      <td>600.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>39</td>
      <td>500</td>
      <td>1</td>
      <td>1</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 & 1 & 800 & 15.000000 & 7700 & 600.000000 & 3.000000 & 1 & 39 & 500 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 800, 'assets val': 7700, 'collateral': 500, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 39-year-old male is applying for a loan of 800 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 7700 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 500 cedis.
993,0,400,400,0,20.0,8000,1000.0,4.0,1,26,3000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 400, maturity is 20.0, assets val is 8000, dec profit is 1000.0, xperience is 4.0, educatn is 1, age is 26, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 400
 - maturity : 20.0
 - assets val : 8000
 - dec profit : 1000.0
 - xperience : 4.0
 - educatn : 1
 - age : 26
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 400. The maturity is 20.0. The assets val is 8000. The dec profit is 1000.0. The xperience is 4.0. The educatn is 1. The age is 26. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>400</td>
      <td>20.0</td>
      <td>8000</td>
      <td>1000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>26</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 400 & 20.000000 & 8000 & 1000.000000 & 4.000000 & 1 & 26 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 400, 'assets val': 8000, 'collateral': 3000, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 26-year-old female is applying for a loan of 400 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 20.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. She did not provide any guarantor and this is not 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 3000 cedis.
994,0,8000,5000,1,60.0,6000,300.0,2.0,3,30,8000,0,1,0,0,5,0,No,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 6000, dec profit is 300.0, xperience is 2.0, educatn is 3, age is 30, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 300.0
 - xperience : 2.0
 - educatn : 3
 - age : 30
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 6000. The dec profit is 300.0. The xperience is 2.0. The educatn is 3. The age is 30. The collateral is 8000. The locatn is 0. The guarantor is 1. 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>0</td>
      <td>8000</td>
      <td>60.0</td>
      <td>6000</td>
      <td>300.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>30</td>
      <td>8000</td>
      <td>0</td>
      <td>1</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 & 0 & 8000 & 60.000000 & 6000 & 300.000000 & 2.000000 & 3 & 30 & 8000 & 0 & 1 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 8000, 'assets val': 6000, 'collateral': 8000, 'dec profit': 300.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 2.0}",A 30-year-old female is applying for a loan of 8000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not 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 8000 cedis.
995,0,3000,3000,0,30.0,14000,2800.0,1.0,1,34,5000,0,1,1,1,5,1,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 14000, dec profit is 2800.0, xperience is 1.0, educatn is 1, age is 34, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 14000
 - dec profit : 2800.0
 - xperience : 1.0
 - educatn : 1
 - age : 34
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 14000. The dec profit is 2800.0. The xperience is 1.0. The educatn is 1. The age is 34. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>3000</td>
      <td>30.0</td>
      <td>14000</td>
      <td>2800.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>34</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 3000 & 30.000000 & 14000 & 2800.000000 & 1.000000 & 1 & 34 & 5000 & 0 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 34, 'amnt req': 3000, 'assets val': 14000, 'collateral': 5000, 'dec profit': 2800.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 1.0}",A 34-year-old female is applying for a loan of 3000 cedis. The applicant works in service 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 14000 cedis and her declared profits (after tax) is 2800.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. 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 does not resides or have her business close to the bank. The value of her collateral is 5000 cedis.
996,0,6000,6000,0,60.0,18000,7000.0,3.0,1,40,7000,1,1,1,1,3,1,Yes,"sex is 0, amnt req is 6000, maturity is 60.0, assets val is 18000, dec profit is 7000.0, xperience is 3.0, educatn is 1, age is 40, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 18000
 - dec profit : 7000.0
 - xperience : 3.0
 - educatn : 1
 - age : 40
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 6000. The maturity is 60.0. The assets val is 18000. The dec profit is 7000.0. The xperience is 3.0. The educatn is 1. The age is 40. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>60.0</td>
      <td>18000</td>
      <td>7000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>40</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 6000 & 60.000000 & 18000 & 7000.000000 & 3.000000 & 1 & 40 & 7000 & 1 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 40, 'amnt req': 6000, 'assets val': 18000, 'collateral': 7000, 'dec profit': 7000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 40-year-old female is applying for a loan of 6000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 18000 cedis and her declared profits (after tax) is 7000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. 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 7000 cedis.
997,0,4000,4000,0,20.0,8000,1000.0,5.0,1,54,1500,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 4000, maturity is 20.0, assets val is 8000, dec profit is 1000.0, xperience is 5.0, educatn is 1, age is 54, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 4000
 - maturity : 20.0
 - assets val : 8000
 - dec profit : 1000.0
 - xperience : 5.0
 - educatn : 1
 - age : 54
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 4000. The maturity is 20.0. The assets val is 8000. The dec profit is 1000.0. The xperience is 5.0. The educatn is 1. The age is 54. The collateral is 1500. 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>4000</td>
      <td>20.0</td>
      <td>8000</td>
      <td>1000.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>54</td>
      <td>1500</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 & 4000 & 20.000000 & 8000 & 1000.000000 & 5.000000 & 1 & 54 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 54, 'amnt req': 4000, 'assets val': 8000, 'collateral': 1500, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 54-year-old female is applying for a loan of 4000 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 20.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is tertiary 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 1500 cedis.
998,1,7000,5000,1,60.0,5000,650.0,3.0,3,47,6000,1,1,1,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 5000, dec profit is 650.0, xperience is 3.0, educatn is 3, age is 47, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 650.0
 - xperience : 3.0
 - educatn : 3
 - age : 47
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 5000. The dec profit is 650.0. The xperience is 3.0. The educatn is 3. The age is 47. The collateral is 6000. 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>7000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>47</td>
      <td>6000</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 & 7000 & 60.000000 & 5000 & 650.000000 & 3.000000 & 3 & 47 & 6000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 6000 cedis.
999,0,1000,1000,0,20.0,2000,300.0,1.0,1,34,1000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 20.0, assets val is 2000, dec profit is 300.0, xperience is 1.0, educatn is 1, age is 34, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 20.0
 - assets val : 2000
 - dec profit : 300.0
 - xperience : 1.0
 - educatn : 1
 - age : 34
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 20.0. The assets val is 2000. The dec profit is 300.0. The xperience is 1.0. The educatn is 1. The age is 34. The collateral is 1000. 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>1000</td>
      <td>20.0</td>
      <td>2000</td>
      <td>300.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>34</td>
      <td>1000</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 & 1000 & 20.000000 & 2000 & 300.000000 & 1.000000 & 1 & 34 & 1000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 1000, 'assets val': 2000, 'collateral': 1000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 1.0}",A 34-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 20.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 1.0. 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 1000 cedis.
1000,1,6000,6000,0,60.0,9500,900.0,7.0,2,28,9000,1,1,1,1,3,0,Yes,"sex is 1, amnt req is 6000, maturity is 60.0, assets val is 9500, dec profit is 900.0, xperience is 7.0, educatn is 2, age is 28, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 60.0
 - assets val : 9500
 - dec profit : 900.0
 - xperience : 7.0
 - educatn : 2
 - age : 28
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 60.0. The assets val is 9500. The dec profit is 900.0. The xperience is 7.0. The educatn is 2. The age is 28. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>60.0</td>
      <td>9500</td>
      <td>900.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>28</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 6000 & 60.000000 & 9500 & 900.000000 & 7.000000 & 2 & 28 & 9000 & 1 & 1 & 1 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 6000, 'assets val': 9500, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 28-year-old male is applying for a loan of 6000 cedis. The applicant works in manufacturing 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 9500 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is secondary and the number of years that he has been in business is 7.0. 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.
1001,1,250,200,1,15.0,5000,600.0,6.0,1,28,4000,0,0,0,1,5,0,No,"sex is 1, amnt req is 250, maturity is 15.0, assets val is 5000, dec profit is 600.0, xperience is 6.0, educatn is 1, age is 28, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 250
 - maturity : 15.0
 - assets val : 5000
 - dec profit : 600.0
 - xperience : 6.0
 - educatn : 1
 - age : 28
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 250. The maturity is 15.0. The assets val is 5000. The dec profit is 600.0. The xperience is 6.0. The educatn is 1. The age is 28. The collateral is 4000. 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>250</td>
      <td>15.0</td>
      <td>5000</td>
      <td>600.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>28</td>
      <td>4000</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 & 250 & 15.000000 & 5000 & 600.000000 & 6.000000 & 1 & 28 & 4000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 250, 'assets val': 5000, 'collateral': 4000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 6.0}",A 28-year-old male is applying for a loan of 250 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 15.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary 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 4000 cedis.
1002,0,7000,7000,0,30.0,19000,8000.0,7.0,1,47,10000,0,1,0,1,3,1,Yes,"sex is 0, amnt req is 7000, maturity is 30.0, assets val is 19000, dec profit is 8000.0, xperience is 7.0, educatn is 1, age is 47, collateral is 10000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 7000
 - maturity : 30.0
 - assets val : 19000
 - dec profit : 8000.0
 - xperience : 7.0
 - educatn : 1
 - age : 47
 - collateral : 10000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 7000. The maturity is 30.0. The assets val is 19000. The dec profit is 8000.0. The xperience is 7.0. The educatn is 1. The age is 47. The collateral is 10000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>7000</td>
      <td>30.0</td>
      <td>19000</td>
      <td>8000.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>47</td>
      <td>10000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 7000 & 30.000000 & 19000 & 8000.000000 & 7.000000 & 1 & 47 & 10000 & 0 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 19000, 'collateral': 10000, 'dec profit': 8000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 7.0}",A 47-year-old female is applying for a loan of 7000 cedis. The applicant works in manufacturing 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 19000 cedis and her declared profits (after tax) is 8000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 10000 cedis.
1003,0,1500,1500,0,30.0,2000,100.0,6.0,1,42,2000,0,0,1,0,2,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 2000, dec profit is 100.0, xperience is 6.0, educatn is 1, age is 42, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 100.0
 - xperience : 6.0
 - educatn : 1
 - age : 42
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 2000. The dec profit is 100.0. The xperience is 6.0. The educatn is 1. The age is 42. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>1500</td>
      <td>30.0</td>
      <td>2000</td>
      <td>100.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>42</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 1500 & 30.000000 & 2000 & 100.000000 & 6.000000 & 1 & 42 & 2000 & 0 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 1500, 'assets val': 2000, 'collateral': 2000, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 6.0}",A 42-year-old female is applying for a loan of 1500 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 100.0 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 does not resides or have her business close to the bank. The value of her collateral is 2000 cedis.
1004,0,8000,8000,0,30.0,2700,400.0,5.0,1,45,4000,0,0,0,0,5,0,Yes,"sex is 0, amnt req is 8000, maturity is 30.0, assets val is 2700, dec profit is 400.0, xperience is 5.0, educatn is 1, age is 45, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 30.0
 - assets val : 2700
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 1
 - age : 45
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 30.0. The assets val is 2700. The dec profit is 400.0. The xperience is 5.0. The educatn is 1. The age is 45. The collateral is 4000. The locatn is 0. 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>0</td>
      <td>8000</td>
      <td>30.0</td>
      <td>2700</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>45</td>
      <td>4000</td>
      <td>0</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 & 0 & 8000 & 30.000000 & 2700 & 400.000000 & 5.000000 & 1 & 45 & 4000 & 0 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 8000, 'assets val': 2700, 'collateral': 4000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 45-year-old female is applying for a loan of 8000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 2700 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 4000 cedis.
1005,0,5000,4500,1,30.0,1400,6000.0,4.0,3,43,8000,1,1,0,1,3,1,No,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 1400, dec profit is 6000.0, xperience is 4.0, educatn is 3, age is 43, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1400
 - dec profit : 6000.0
 - xperience : 4.0
 - educatn : 3
 - age : 43
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 1400. The dec profit is 6000.0. The xperience is 4.0. The educatn is 3. The age is 43. The collateral is 8000. The locatn is 1. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 3. 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>5000</td>
      <td>30.0</td>
      <td>1400</td>
      <td>6000.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>43</td>
      <td>8000</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 5000 & 30.000000 & 1400 & 6000.000000 & 4.000000 & 3 & 43 & 8000 & 1 & 1 & 0 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 43, 'amnt req': 5000, 'assets val': 1400, 'collateral': 8000, 'dec profit': 6000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 43-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing 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 1400 cedis and her declared profits (after tax) is 6000.0 cedis. Her educational background is primary and the number of years that she has been in business is 4.0. She provided a guarantor and this is not 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 8000 cedis.
1006,1,600,600,0,15.0,2500,370.0,5.0,3,35,3500,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 600, maturity is 15.0, assets val is 2500, dec profit is 370.0, xperience is 5.0, educatn is 3, age is 35, collateral is 3500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 15.0
 - assets val : 2500
 - dec profit : 370.0
 - xperience : 5.0
 - educatn : 3
 - age : 35
 - collateral : 3500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 15.0. The assets val is 2500. The dec profit is 370.0. The xperience is 5.0. The educatn is 3. The age is 35. The collateral is 3500. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>600</td>
      <td>15.0</td>
      <td>2500</td>
      <td>370.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>35</td>
      <td>3500</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 600 & 15.000000 & 2500 & 370.000000 & 5.000000 & 3 & 35 & 3500 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 600, 'assets val': 2500, 'collateral': 3500, 'dec profit': 370.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 35-year-old male is applying for a loan of 600 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 15.0 years. His assets value is 2500 cedis and his declared profits (after tax) is 370.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3500 cedis.
1007,1,600,600,0,60.0,2000,250.0,5.0,1,30,7000,1,1,1,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 2000, dec profit is 250.0, xperience is 5.0, educatn is 1, age is 30, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 2000
 - dec profit : 250.0
 - xperience : 5.0
 - educatn : 1
 - age : 30
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 2000. The dec profit is 250.0. The xperience is 5.0. The educatn is 1. The age is 30. The collateral is 7000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>600</td>
      <td>60.0</td>
      <td>2000</td>
      <td>250.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>30</td>
      <td>7000</td>
      <td>1</td>
      <td>1</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 & 1 & 600 & 60.000000 & 2000 & 250.000000 & 5.000000 & 1 & 30 & 7000 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 600, 'assets val': 2000, 'collateral': 7000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 30-year-old male is applying for a loan of 600 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 7000 cedis.
1008,1,400,400,0,36.0,8000,890.0,5.0,1,31,4000,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 400, maturity is 36.0, assets val is 8000, dec profit is 890.0, xperience is 5.0, educatn is 1, age is 31, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 36.0
 - assets val : 8000
 - dec profit : 890.0
 - xperience : 5.0
 - educatn : 1
 - age : 31
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 36.0. The assets val is 8000. The dec profit is 890.0. The xperience is 5.0. The educatn is 1. The age is 31. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>400</td>
      <td>36.0</td>
      <td>8000</td>
      <td>890.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>31</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 400 & 36.000000 & 8000 & 890.000000 & 5.000000 & 1 & 31 & 4000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 400, 'assets val': 8000, 'collateral': 4000, 'dec profit': 890.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 31-year-old male is applying for a loan of 400 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 36.0 years. His assets value is 8000 cedis and his declared profits (after tax) is 890.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
1009,1,4000,1500,1,30.0,3500,720.0,6.0,1,32,15000,0,0,0,0,1,0,No,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 3500, dec profit is 720.0, xperience is 6.0, educatn is 1, age is 32, collateral is 15000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 720.0
 - xperience : 6.0
 - educatn : 1
 - age : 32
 - collateral : 15000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 3500. The dec profit is 720.0. The xperience is 6.0. The educatn is 1. The age is 32. The collateral is 15000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>3500</td>
      <td>720.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>32</td>
      <td>15000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 4000 & 30.000000 & 3500 & 720.000000 & 6.000000 & 1 & 32 & 15000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 4000, 'assets val': 3500, 'collateral': 15000, 'dec profit': 720.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 32-year-old male is applying for a loan of 4000 cedis. The applicant works in commerce 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 3500 cedis and his declared profits (after tax) is 720.0 cedis. His educational background is tertiary 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 15000 cedis.
1010,1,500,500,0,30.0,5700,400.0,8.0,3,34,4000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 5700, dec profit is 400.0, xperience is 8.0, educatn is 3, age is 34, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 5700
 - dec profit : 400.0
 - xperience : 8.0
 - educatn : 3
 - age : 34
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 5700. The dec profit is 400.0. The xperience is 8.0. The educatn is 3. The age is 34. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>500</td>
      <td>30.0</td>
      <td>5700</td>
      <td>400.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>34</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 500 & 30.000000 & 5700 & 400.000000 & 8.000000 & 3 & 34 & 4000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 500, 'assets val': 5700, 'collateral': 4000, 'dec profit': 400.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 8.0}",A 34-year-old male is applying for a loan of 500 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 30.0 years. His assets value is 5700 cedis and his declared profits (after tax) is 400.0 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 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 4000 cedis.
1011,1,1000,1000,0,30.0,4000,900.0,8.0,2,30,10000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 4000, dec profit is 900.0, xperience is 8.0, educatn is 2, age is 30, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 900.0
 - xperience : 8.0
 - educatn : 2
 - age : 30
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 4000. The dec profit is 900.0. The xperience is 8.0. The educatn is 2. The age is 30. The collateral is 10000. 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>1000</td>
      <td>30.0</td>
      <td>4000</td>
      <td>900.0</td>
      <td>8.0</td>
      <td>2</td>
      <td>30</td>
      <td>10000</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 & 1000 & 30.000000 & 4000 & 900.000000 & 8.000000 & 2 & 30 & 10000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 1000, 'assets val': 4000, 'collateral': 10000, 'dec profit': 900.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 8.0}",A 30-year-old male is applying for a loan of 1000 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 30.0 years. His assets value is 4000 cedis and his declared profits (after tax) is 900.0 cedis. His educational background is secondary 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
1012,0,5000,5000,0,15.0,2800,300.0,7.0,2,36,5000,1,0,0,1,4,0,Yes,"sex is 0, amnt req is 5000, maturity is 15.0, assets val is 2800, dec profit is 300.0, xperience is 7.0, educatn is 2, age is 36, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 15.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 7.0
 - educatn : 2
 - age : 36
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 15.0. The assets val is 2800. The dec profit is 300.0. The xperience is 7.0. The educatn is 2. The age is 36. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>15.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>36</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 15.000000 & 2800 & 300.000000 & 7.000000 & 2 & 36 & 5000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 5000, 'assets val': 2800, 'collateral': 5000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 7.0}",A 36-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 15.0 years. Her assets value is 2800 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is secondary and the number of years that she has been in business is 7.0. She did not provide any guarantor and this is not 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 5000 cedis.
1013,1,6000,3000,1,36.0,1800,344.0,3.0,1,24,20000,1,0,1,1,4,0,No,"sex is 1, amnt req is 6000, maturity is 36.0, assets val is 1800, dec profit is 344.0, xperience is 3.0, educatn is 1, age is 24, collateral is 20000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 36.0
 - assets val : 1800
 - dec profit : 344.0
 - xperience : 3.0
 - educatn : 1
 - age : 24
 - collateral : 20000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 36.0. The assets val is 1800. The dec profit is 344.0. The xperience is 3.0. The educatn is 1. The age is 24. The collateral is 20000. The locatn is 1. 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>1</td>
      <td>6000</td>
      <td>36.0</td>
      <td>1800</td>
      <td>344.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>24</td>
      <td>20000</td>
      <td>1</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 & 1 & 6000 & 36.000000 & 1800 & 344.000000 & 3.000000 & 1 & 24 & 20000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 24, 'amnt req': 6000, 'assets val': 1800, 'collateral': 20000, 'dec profit': 344.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 24-year-old male is applying for a loan of 6000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 1800 cedis and his declared profits (after tax) is 344.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 20000 cedis.
1014,1,500,500,0,15.0,1000,180.0,2.0,1,34,4000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 15.0, assets val is 1000, dec profit is 180.0, xperience is 2.0, educatn is 1, age is 34, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 180.0
 - xperience : 2.0
 - educatn : 1
 - age : 34
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 15.0. The assets val is 1000. The dec profit is 180.0. The xperience is 2.0. The educatn is 1. The age is 34. The collateral is 4000. 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>1</td>
      <td>500</td>
      <td>15.0</td>
      <td>1000</td>
      <td>180.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>34</td>
      <td>4000</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 & 1 & 500 & 15.000000 & 1000 & 180.000000 & 2.000000 & 1 & 34 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 500, 'assets val': 1000, 'collateral': 4000, 'dec profit': 180.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 34-year-old male is applying for a loan of 500 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 180.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
1015,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
1016,0,8000,5000,1,60.0,6000,300.0,2.0,3,30,8000,0,1,0,0,2,0,No,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 6000, dec profit is 300.0, xperience is 2.0, educatn is 3, age is 30, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 300.0
 - xperience : 2.0
 - educatn : 3
 - age : 30
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 6000. The dec profit is 300.0. The xperience is 2.0. The educatn is 3. The age is 30. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 2. 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>8000</td>
      <td>60.0</td>
      <td>6000</td>
      <td>300.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>30</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 8000 & 60.000000 & 6000 & 300.000000 & 2.000000 & 3 & 30 & 8000 & 0 & 1 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 8000, 'assets val': 6000, 'collateral': 8000, 'dec profit': 300.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 2.0}",A 30-year-old female is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 6000 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is primary and the number of years that she has been in business is 2.0. She provided a guarantor and this is not 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 8000 cedis.
1017,1,1500,1500,0,30.0,1420,444.0,5.0,1,25,1500,0,1,0,0,1,0,Yes,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 1420, dec profit is 444.0, xperience is 5.0, educatn is 1, age is 25, collateral is 1500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 1420
 - dec profit : 444.0
 - xperience : 5.0
 - educatn : 1
 - age : 25
 - collateral : 1500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 1420. The dec profit is 444.0. The xperience is 5.0. The educatn is 1. The age is 25. The collateral is 1500. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>1500</td>
      <td>30.0</td>
      <td>1420</td>
      <td>444.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>25</td>
      <td>1500</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 1500 & 30.000000 & 1420 & 444.000000 & 5.000000 & 1 & 25 & 1500 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 1500, 'assets val': 1420, 'collateral': 1500, 'dec profit': 444.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 25-year-old male is applying for a loan of 1500 cedis. The applicant works in commerce 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 1420 cedis and his declared profits (after tax) is 444.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He provided a 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 1500 cedis.
1018,0,1000,1000,0,30.0,2000,700.0,2.0,1,50,2000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2000, dec profit is 700.0, xperience is 2.0, educatn is 1, age is 50, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 700.0
 - xperience : 2.0
 - educatn : 1
 - age : 50
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2000. The dec profit is 700.0. The xperience is 2.0. The educatn is 1. The age is 50. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>30.0</td>
      <td>2000</td>
      <td>700.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>50</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 30.000000 & 2000 & 700.000000 & 2.000000 & 1 & 50 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 1000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 50-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 30.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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.
1019,0,5000,5000,0,15.0,3100,300.0,6.0,2,46,3000,0,0,0,1,4,0,Yes,"sex is 0, amnt req is 5000, maturity is 15.0, assets val is 3100, dec profit is 300.0, xperience is 6.0, educatn is 2, age is 46, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 15.0
 - assets val : 3100
 - dec profit : 300.0
 - xperience : 6.0
 - educatn : 2
 - age : 46
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 15.0. The assets val is 3100. The dec profit is 300.0. The xperience is 6.0. The educatn is 2. The age is 46. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>15.0</td>
      <td>3100</td>
      <td>300.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>46</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 15.000000 & 3100 & 300.000000 & 6.000000 & 2 & 46 & 3000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 5000, 'assets val': 3100, 'collateral': 3000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 6.0}",A 46-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 15.0 years. Her assets value is 3100 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is secondary and the number of years that she has been in business is 6.0. She did not provide any guarantor and this is not 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 3000 cedis.
1020,1,1000,1000,0,36.0,2000,300.0,2.0,1,50,3500,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 2000, dec profit is 300.0, xperience is 2.0, educatn is 1, age is 50, collateral is 3500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 2000
 - dec profit : 300.0
 - xperience : 2.0
 - educatn : 1
 - age : 50
 - collateral : 3500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 2000. The dec profit is 300.0. The xperience is 2.0. The educatn is 1. The age is 50. The collateral is 3500. 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>1</td>
      <td>1000</td>
      <td>36.0</td>
      <td>2000</td>
      <td>300.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>50</td>
      <td>3500</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 & 1 & 1000 & 36.000000 & 2000 & 300.000000 & 2.000000 & 1 & 50 & 3500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 1000, 'assets val': 2000, 'collateral': 3500, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 50-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3500 cedis.
1021,1,400,400,0,15.0,1000,400.0,5.0,1,35,5000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 400, maturity is 15.0, assets val is 1000, dec profit is 400.0, xperience is 5.0, educatn is 1, age is 35, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 400
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 1
 - age : 35
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 400. The maturity is 15.0. The assets val is 1000. The dec profit is 400.0. The xperience is 5.0. The educatn is 1. The age is 35. The collateral is 5000. 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>400</td>
      <td>15.0</td>
      <td>1000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>35</td>
      <td>5000</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 & 400 & 15.000000 & 1000 & 400.000000 & 5.000000 & 1 & 35 & 5000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 400, 'assets val': 1000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 5.0}",A 35-year-old male is applying for a loan of 400 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 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 5000 cedis.
1022,0,1600,1600,0,60.0,4500,150.0,3.0,2,35,4000,0,0,1,0,3,0,Yes,"sex is 0, amnt req is 1600, maturity is 60.0, assets val is 4500, dec profit is 150.0, xperience is 3.0, educatn is 2, age is 35, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 1600
 - maturity : 60.0
 - assets val : 4500
 - dec profit : 150.0
 - xperience : 3.0
 - educatn : 2
 - age : 35
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 1600. The maturity is 60.0. The assets val is 4500. The dec profit is 150.0. The xperience is 3.0. The educatn is 2. The age is 35. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>1600</td>
      <td>60.0</td>
      <td>4500</td>
      <td>150.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>35</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 1600 & 60.000000 & 4500 & 150.000000 & 3.000000 & 2 & 35 & 4000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 1600, 'assets val': 4500, 'collateral': 4000, 'dec profit': 150.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 1600 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 4500 cedis and her declared profits (after tax) is 150.0 cedis. Her educational background is secondary 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 4000 cedis.
1023,0,7500,7500,0,60.0,14000,165.0,3.0,3,40,20000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 7500, maturity is 60.0, assets val is 14000, dec profit is 165.0, xperience is 3.0, educatn is 3, age is 40, collateral is 20000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 7500
 - maturity : 60.0
 - assets val : 14000
 - dec profit : 165.0
 - xperience : 3.0
 - educatn : 3
 - age : 40
 - collateral : 20000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 7500. The maturity is 60.0. The assets val is 14000. The dec profit is 165.0. The xperience is 3.0. The educatn is 3. The age is 40. The collateral is 20000. The locatn is 1. 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>7500</td>
      <td>60.0</td>
      <td>14000</td>
      <td>165.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>40</td>
      <td>20000</td>
      <td>1</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 & 7500 & 60.000000 & 14000 & 165.000000 & 3.000000 & 3 & 40 & 20000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 7500, 'assets val': 14000, 'collateral': 20000, 'dec profit': 165.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 40-year-old female is applying for a loan of 7500 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 60.0 years. Her assets value is 14000 cedis and her declared profits (after tax) is 165.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 20000 cedis.
1024,0,2000,2000,0,40.0,3000,600.0,2.0,1,42,3000,1,0,0,1,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 40.0, assets val is 3000, dec profit is 600.0, xperience is 2.0, educatn is 1, age is 42, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 40.0
 - assets val : 3000
 - dec profit : 600.0
 - xperience : 2.0
 - educatn : 1
 - age : 42
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 40.0. The assets val is 3000. The dec profit is 600.0. The xperience is 2.0. The educatn is 1. The age is 42. The collateral is 3000. The locatn is 1. 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>0</td>
      <td>2000</td>
      <td>40.0</td>
      <td>3000</td>
      <td>600.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>42</td>
      <td>3000</td>
      <td>1</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 & 0 & 2000 & 40.000000 & 3000 & 600.000000 & 2.000000 & 1 & 42 & 3000 & 1 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 2000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 40.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 42-year-old female is applying for a loan of 2000 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 40.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 600.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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 3000 cedis.
1025,0,500,500,0,30.0,7000,400.0,7.0,1,44,5000,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 500, maturity is 30.0, assets val is 7000, dec profit is 400.0, xperience is 7.0, educatn is 1, age is 44, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 500
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 400.0
 - xperience : 7.0
 - educatn : 1
 - age : 44
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 500. The maturity is 30.0. The assets val is 7000. The dec profit is 400.0. The xperience is 7.0. The educatn is 1. The age is 44. The collateral is 5000. 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>500</td>
      <td>30.0</td>
      <td>7000</td>
      <td>400.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>44</td>
      <td>5000</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 & 500 & 30.000000 & 7000 & 400.000000 & 7.000000 & 1 & 44 & 5000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 500, 'assets val': 7000, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 44-year-old female is applying for a loan of 500 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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 7.0. 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 5000 cedis.
1026,1,5000,1000,1,60.0,7900,850.0,1.0,1,41,4000,1,0,0,1,5,0,No,"sex is 1, amnt req is 5000, maturity is 60.0, assets val is 7900, dec profit is 850.0, xperience is 1.0, educatn is 1, age is 41, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 7900
 - dec profit : 850.0
 - xperience : 1.0
 - educatn : 1
 - age : 41
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 60.0. The assets val is 7900. The dec profit is 850.0. The xperience is 1.0. The educatn is 1. The age is 41. The collateral is 4000. The locatn is 1. 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>5000</td>
      <td>60.0</td>
      <td>7900</td>
      <td>850.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>41</td>
      <td>4000</td>
      <td>1</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 & 5000 & 60.000000 & 7900 & 850.000000 & 1.000000 & 1 & 41 & 4000 & 1 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 5000, 'assets val': 7900, 'collateral': 4000, 'dec profit': 850.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 1.0}",A 41-year-old male is applying for a loan of 5000 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 7900 cedis and his declared profits (after tax) is 850.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 4000 cedis.
1027,1,600,500,1,15.0,1000,250.0,4.0,1,29,4000,0,1,0,1,5,0,No,"sex is 1, amnt req is 600, maturity is 15.0, assets val is 1000, dec profit is 250.0, xperience is 4.0, educatn is 1, age is 29, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 250.0
 - xperience : 4.0
 - educatn : 1
 - age : 29
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 15.0. The assets val is 1000. The dec profit is 250.0. The xperience is 4.0. The educatn is 1. The age is 29. The collateral is 4000. The locatn is 0. The guarantor is 1. 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>600</td>
      <td>15.0</td>
      <td>1000</td>
      <td>250.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>29</td>
      <td>4000</td>
      <td>0</td>
      <td>1</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 & 600 & 15.000000 & 1000 & 250.000000 & 4.000000 & 1 & 29 & 4000 & 0 & 1 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 600, 'assets val': 1000, 'collateral': 4000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 29-year-old male is applying for a loan of 600 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 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He provided a 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 4000 cedis.
1028,1,1000,1000,0,30.0,15000,256.0,6.0,3,22,2000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 15000, dec profit is 256.0, xperience is 6.0, educatn is 3, age is 22, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 15000
 - dec profit : 256.0
 - xperience : 6.0
 - educatn : 3
 - age : 22
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 15000. The dec profit is 256.0. The xperience is 6.0. The educatn is 3. The age is 22. The collateral is 2000. The locatn is 1. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>15000</td>
      <td>256.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>22</td>
      <td>2000</td>
      <td>1</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 & 1 & 1000 & 30.000000 & 15000 & 256.000000 & 6.000000 & 3 & 22 & 2000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 22, 'amnt req': 1000, 'assets val': 15000, 'collateral': 2000, 'dec profit': 256.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 22-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 15000 cedis and his declared profits (after tax) is 256.0 cedis. His educational background is primary and the number of years that he has been in business is 6.0. He did not provide any 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 2000 cedis.
1029,1,2000,1000,1,12.0,9000,850.0,2.0,3,40,2000,1,0,1,0,4,0,No,"sex is 1, amnt req is 2000, maturity is 12.0, assets val is 9000, dec profit is 850.0, xperience is 2.0, educatn is 3, age is 40, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 12.0
 - assets val : 9000
 - dec profit : 850.0
 - xperience : 2.0
 - educatn : 3
 - age : 40
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 12.0. The assets val is 9000. The dec profit is 850.0. The xperience is 2.0. The educatn is 3. The age is 40. The collateral is 2000. The locatn is 1. The guarantor is 0. 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>2000</td>
      <td>12.0</td>
      <td>9000</td>
      <td>850.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>40</td>
      <td>2000</td>
      <td>1</td>
      <td>0</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 & 2000 & 12.000000 & 9000 & 850.000000 & 2.000000 & 3 & 40 & 2000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2000, 'assets val': 9000, 'collateral': 2000, 'dec profit': 850.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 40-year-old male is applying for a loan of 2000 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 12.0 years. His assets value is 9000 cedis and his declared profits (after tax) is 850.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. He did not provide any 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 2000 cedis.
1030,0,1000,1000,0,30.0,2500,100.0,8.0,1,36,4000,0,0,1,1,2,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2500, dec profit is 100.0, xperience is 8.0, educatn is 1, age is 36, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 2, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 100.0
 - xperience : 8.0
 - educatn : 1
 - age : 36
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2500. The dec profit is 100.0. The xperience is 8.0. The educatn is 1. The age is 36. The collateral is 4000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 2. 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>30.0</td>
      <td>2500</td>
      <td>100.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>36</td>
      <td>4000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>2</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 & 30.000000 & 2500 & 100.000000 & 8.000000 & 1 & 36 & 4000 & 0 & 0 & 1 & 1 & 2 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1000, 'assets val': 2500, 'collateral': 4000, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 8.0}",A 36-year-old female is applying for a loan of 1000 cedis. The applicant works in transport 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 2500 cedis and her declared profits (after tax) is 100.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. 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 4000 cedis.
1031,1,7000,5000,1,60.0,5000,650.0,3.0,3,47,6000,1,1,1,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 5000, dec profit is 650.0, xperience is 3.0, educatn is 3, age is 47, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 650.0
 - xperience : 3.0
 - educatn : 3
 - age : 47
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 5000. The dec profit is 650.0. The xperience is 3.0. The educatn is 3. The age is 47. The collateral is 6000. 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>7000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>47</td>
      <td>6000</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 & 7000 & 60.000000 & 5000 & 650.000000 & 3.000000 & 3 & 47 & 6000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 6000 cedis.
1032,1,600,600,0,20.0,1200,120.0,2.0,1,45,2000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 20.0, assets val is 1200, dec profit is 120.0, xperience is 2.0, educatn is 1, age is 45, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 20.0
 - assets val : 1200
 - dec profit : 120.0
 - xperience : 2.0
 - educatn : 1
 - age : 45
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 20.0. The assets val is 1200. The dec profit is 120.0. The xperience is 2.0. The educatn is 1. The age is 45. The collateral is 2000. 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>1</td>
      <td>600</td>
      <td>20.0</td>
      <td>1200</td>
      <td>120.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>45</td>
      <td>2000</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 & 1 & 600 & 20.000000 & 1200 & 120.000000 & 2.000000 & 1 & 45 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 600, 'assets val': 1200, 'collateral': 2000, 'dec profit': 120.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 45-year-old male is applying for a loan of 600 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 20.0 years. His assets value is 1200 cedis and his declared profits (after tax) is 120.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
1033,0,1000,1000,0,15.0,3000,400.0,12.0,1,26,3000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 15.0, assets val is 3000, dec profit is 400.0, xperience is 12.0, educatn is 1, age is 26, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 15.0
 - assets val : 3000
 - dec profit : 400.0
 - xperience : 12.0
 - educatn : 1
 - age : 26
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 15.0. The assets val is 3000. The dec profit is 400.0. The xperience is 12.0. The educatn is 1. The age is 26. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>15.0</td>
      <td>3000</td>
      <td>400.0</td>
      <td>12.0</td>
      <td>1</td>
      <td>26</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 15.000000 & 3000 & 400.000000 & 12.000000 & 1 & 26 & 3000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 1000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 12.0}",A 26-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 15.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 12.0. She did not provide any guarantor and this is not 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 3000 cedis.
1034,0,6000,5000,1,30.0,25000,3000.0,4.0,1,41,9000,0,1,1,1,3,1,No,"sex is 0, amnt req is 6000, maturity is 30.0, assets val is 25000, dec profit is 3000.0, xperience is 4.0, educatn is 1, age is 41, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 25000
 - dec profit : 3000.0
 - xperience : 4.0
 - educatn : 1
 - age : 41
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 6000. The maturity is 30.0. The assets val is 25000. The dec profit is 3000.0. The xperience is 4.0. The educatn is 1. The age is 41. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>6000</td>
      <td>30.0</td>
      <td>25000</td>
      <td>3000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>41</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 6000 & 30.000000 & 25000 & 3000.000000 & 4.000000 & 1 & 41 & 9000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 41, 'amnt req': 6000, 'assets val': 25000, 'collateral': 9000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 4.0}",A 41-year-old female is applying for a loan of 6000 cedis. The applicant works in manufacturing 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 25000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
1035,1,1000,1000,0,36.0,18000,1400.0,2.0,1,46,4900,0,1,1,1,5,1,Yes,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 18000, dec profit is 1400.0, xperience is 2.0, educatn is 1, age is 46, collateral is 4900, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 5, savings is 1","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 18000
 - dec profit : 1400.0
 - xperience : 2.0
 - educatn : 1
 - age : 46
 - collateral : 4900
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 18000. The dec profit is 1400.0. The xperience is 2.0. The educatn is 1. The age is 46. The collateral is 4900. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 5. 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>1</td>
      <td>1000</td>
      <td>36.0</td>
      <td>18000</td>
      <td>1400.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>46</td>
      <td>4900</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>5</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 & 1 & 1000 & 36.000000 & 18000 & 1400.000000 & 2.000000 & 1 & 46 & 4900 & 0 & 1 & 1 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 46, 'amnt req': 1000, 'assets val': 18000, 'collateral': 4900, 'dec profit': 1400.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 5, 'sex': 1, 'xperience': 2.0}",A 46-year-old male is applying for a loan of 1000 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 36.0 years. His assets value is 18000 cedis and his declared profits (after tax) is 1400.0 cedis. His educational background is tertiary 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 has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 4900 cedis.
1036,1,12000,10000,1,60.0,8000,600.0,5.0,1,40,8000,1,0,0,0,3,0,No,"sex is 1, amnt req is 12000, maturity is 60.0, assets val is 8000, dec profit is 600.0, xperience is 5.0, educatn is 1, age is 40, collateral is 8000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 600.0
 - xperience : 5.0
 - educatn : 1
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 60.0. The assets val is 8000. The dec profit is 600.0. The xperience is 5.0. The educatn is 1. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>60.0</td>
      <td>8000</td>
      <td>600.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 60.000000 & 8000 & 600.000000 & 5.000000 & 1 & 40 & 8000 & 1 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 12000, 'assets val': 8000, 'collateral': 8000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 5.0}",A 40-year-old male is applying for a loan of 12000 cedis. The applicant works in manufacturing 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 8000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 8000 cedis.
1037,1,4000,3000,1,30.0,5000,300.0,3.0,1,30,2000,0,0,1,0,1,0,No,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 5000, dec profit is 300.0, xperience is 3.0, educatn is 1, age is 30, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 300.0
 - xperience : 3.0
 - educatn : 1
 - age : 30
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 5000. The dec profit is 300.0. The xperience is 3.0. The educatn is 1. The age is 30. The collateral is 2000. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>300.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>30</td>
      <td>2000</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 & 1 & 4000 & 30.000000 & 5000 & 300.000000 & 3.000000 & 1 & 30 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 4000, 'assets val': 5000, 'collateral': 2000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 30-year-old male is applying for a loan of 4000 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
1038,1,1000,1000,0,30.0,7000,600.0,1.0,1,34,5000,0,1,0,1,5,1,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 7000, dec profit is 600.0, xperience is 1.0, educatn is 1, age is 34, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 1","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 600.0
 - xperience : 1.0
 - educatn : 1
 - age : 34
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 7000. The dec profit is 600.0. The xperience is 1.0. The educatn is 1. The age is 34. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 5. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>600.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>34</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>5</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 & 1 & 1000 & 30.000000 & 7000 & 600.000000 & 1.000000 & 1 & 34 & 5000 & 0 & 1 & 0 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 34, 'amnt req': 1000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 1, 'xperience': 1.0}",A 34-year-old male is applying for a loan of 1000 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 30.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He provided a guarantor and this is not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
1039,1,3000,3000,0,30.0,6500,870.0,4.0,1,30,1500,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 6500, dec profit is 870.0, xperience is 4.0, educatn is 1, age is 30, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 6500
 - dec profit : 870.0
 - xperience : 4.0
 - educatn : 1
 - age : 30
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 6500. The dec profit is 870.0. The xperience is 4.0. The educatn is 1. The age is 30. The collateral is 1500. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>3000</td>
      <td>30.0</td>
      <td>6500</td>
      <td>870.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>30</td>
      <td>1500</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 3000 & 30.000000 & 6500 & 870.000000 & 4.000000 & 1 & 30 & 1500 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 3000, 'assets val': 6500, 'collateral': 1500, 'dec profit': 870.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 4.0}",A 30-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce 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 6500 cedis and his declared profits (after tax) is 870.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 1500 cedis.
1040,0,2500,2500,0,60.0,12500,0.0,0.0,2,46,10000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 2500, maturity is 60.0, assets val is 12500, dec profit is 0.0, xperience is 0.0, educatn is 2, age is 46, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 12500
 - dec profit : 0.0
 - xperience : 0.0
 - educatn : 2
 - age : 46
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2500. The maturity is 60.0. The assets val is 12500. The dec profit is 0.0. The xperience is 0.0. The educatn is 2. The age is 46. The collateral is 10000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>2500</td>
      <td>60.0</td>
      <td>12500</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2</td>
      <td>46</td>
      <td>10000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 2500 & 60.000000 & 12500 & 0.000000 & 0.000000 & 2 & 46 & 10000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 2500, 'assets val': 12500, 'collateral': 10000, 'dec profit': 0.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 0.0}",A 46-year-old female is applying for a loan of 2500 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 60.0 years. Her assets value is 12500 cedis and her declared profits (after tax) is 0.0 cedis. Her educational background is secondary and the number of years that she has been in business is 0.0. She did not provide any guarantor and this is not 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 10000 cedis.
1041,0,2000,2000,0,30.0,3000,720.0,2.0,1,35,2000,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 3000, dec profit is 720.0, xperience is 2.0, educatn is 1, age is 35, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 720.0
 - xperience : 2.0
 - educatn : 1
 - age : 35
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 3000. The dec profit is 720.0. The xperience is 2.0. The educatn is 1. The age is 35. The collateral is 2000. 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>2000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>720.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>35</td>
      <td>2000</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 & 2000 & 30.000000 & 3000 & 720.000000 & 2.000000 & 1 & 35 & 2000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 3000, 'collateral': 2000, 'dec profit': 720.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 35-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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 720.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. 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 2000 cedis.
1042,0,1000,1000,0,30.0,2500,500.0,4.0,1,45,6300,0,0,0,1,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2500, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 45, collateral is 6300, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 45
 - collateral : 6300
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2500. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 45. The collateral is 6300. 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>0</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2500</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>45</td>
      <td>6300</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 & 0 & 1000 & 30.000000 & 2500 & 500.000000 & 4.000000 & 1 & 45 & 6300 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 1000, 'assets val': 2500, 'collateral': 6300, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 45-year-old female is applying for a loan of 1000 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 2500 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 4.0. She did not provide any guarantor and this is not 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 6300 cedis.
1043,1,4000,4000,0,30.0,3250,400.0,9.0,2,44,5000,1,1,1,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 3250, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 44, collateral is 5000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 3250
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 44
 - collateral : 5000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 3250. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 44. The collateral is 5000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>3250</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>44</td>
      <td>5000</td>
      <td>1</td>
      <td>1</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 & 1 & 4000 & 30.000000 & 3250 & 400.000000 & 9.000000 & 2 & 44 & 5000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 3250, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 44-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 3250 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 5000 cedis.
1044,1,1000,1000,0,50.0,3000,150.0,5.0,2,31,10000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 50.0, assets val is 3000, dec profit is 150.0, xperience is 5.0, educatn is 2, age is 31, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 50.0
 - assets val : 3000
 - dec profit : 150.0
 - xperience : 5.0
 - educatn : 2
 - age : 31
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 50.0. The assets val is 3000. The dec profit is 150.0. The xperience is 5.0. The educatn is 2. The age is 31. The collateral is 10000. 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>1</td>
      <td>1000</td>
      <td>50.0</td>
      <td>3000</td>
      <td>150.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>31</td>
      <td>10000</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 & 1 & 1000 & 50.000000 & 3000 & 150.000000 & 5.000000 & 2 & 31 & 10000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 1000, 'assets val': 3000, 'collateral': 10000, 'dec profit': 150.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 50.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 31-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 50.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 150.0 cedis. His educational background is secondary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
1045,0,1000,1000,0,30.0,9000,1000.0,7.0,3,27,1000,1,1,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 9000, dec profit is 1000.0, xperience is 7.0, educatn is 3, age is 27, collateral is 1000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 1000.0
 - xperience : 7.0
 - educatn : 3
 - age : 27
 - collateral : 1000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 9000. The dec profit is 1000.0. The xperience is 7.0. The educatn is 3. The age is 27. The collateral is 1000. The locatn is 1. The guarantor is 1. 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>30.0</td>
      <td>9000</td>
      <td>1000.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>27</td>
      <td>1000</td>
      <td>1</td>
      <td>1</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 & 30.000000 & 9000 & 1000.000000 & 7.000000 & 3 & 27 & 1000 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 1000, 'assets val': 9000, 'collateral': 1000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 7.0}",A 27-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 30.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 7.0. She provided a 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 1000 cedis.
1046,1,1000,1000,0,30.0,2000,500.0,5.0,1,36,4000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2000, dec profit is 500.0, xperience is 5.0, educatn is 1, age is 36, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 500.0
 - xperience : 5.0
 - educatn : 1
 - age : 36
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2000. The dec profit is 500.0. The xperience is 5.0. The educatn is 1. The age is 36. The collateral is 4000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>500.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>36</td>
      <td>4000</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 & 1 & 1000 & 30.000000 & 2000 & 500.000000 & 5.000000 & 1 & 36 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1000, 'assets val': 2000, 'collateral': 4000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 36-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
1047,0,4000,4000,0,60.0,9000,1200.0,4.0,1,44,5000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 4000, maturity is 60.0, assets val is 9000, dec profit is 1200.0, xperience is 4.0, educatn is 1, age is 44, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 4000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 1200.0
 - xperience : 4.0
 - educatn : 1
 - age : 44
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 4000. The maturity is 60.0. The assets val is 9000. The dec profit is 1200.0. The xperience is 4.0. The educatn is 1. The age is 44. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>4000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>1200.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>44</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 4000 & 60.000000 & 9000 & 1200.000000 & 4.000000 & 1 & 44 & 5000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 1200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 4.0}",A 44-year-old female is applying for a loan of 4000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 9000 cedis and her declared profits (after tax) is 1200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 5000 cedis.
1048,1,5000,5000,0,30.0,9000,2500.0,6.0,1,37,1300,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 9000, dec profit is 2500.0, xperience is 6.0, educatn is 1, age is 37, collateral is 1300, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 9000
 - dec profit : 2500.0
 - xperience : 6.0
 - educatn : 1
 - age : 37
 - collateral : 1300
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 9000. The dec profit is 2500.0. The xperience is 6.0. The educatn is 1. The age is 37. The collateral is 1300. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>9000</td>
      <td>2500.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>37</td>
      <td>1300</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 & 1 & 5000 & 30.000000 & 9000 & 2500.000000 & 6.000000 & 1 & 37 & 1300 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 5000, 'assets val': 9000, 'collateral': 1300, 'dec profit': 2500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 37-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 9000 cedis and his declared profits (after tax) is 2500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1300 cedis.
1049,0,1000,1000,0,30.0,2000,700.0,9.0,3,31,2000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2000, dec profit is 700.0, xperience is 9.0, educatn is 3, age is 31, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 700.0
 - xperience : 9.0
 - educatn : 3
 - age : 31
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2000. The dec profit is 700.0. The xperience is 9.0. The educatn is 3. The age is 31. 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>0</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>700.0</td>
      <td>9.0</td>
      <td>3</td>
      <td>31</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 & 0 & 1000 & 30.000000 & 2000 & 700.000000 & 9.000000 & 3 & 31 & 2000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 1000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 700.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 9.0}",A 31-year-old female is applying for a loan of 1000 cedis. The applicant works in service 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 2000 cedis and her declared profits (after tax) is 700.0 cedis. Her educational background is primary and the number of years that she has been in business is 9.0. She did not provide any guarantor and this is not 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.
1050,0,1500,1000,1,60.0,3000,245.0,9.0,3,33,2000,1,0,1,1,5,0,No,"sex is 0, amnt req is 1500, maturity is 60.0, assets val is 3000, dec profit is 245.0, xperience is 9.0, educatn is 3, age is 33, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 245.0
 - xperience : 9.0
 - educatn : 3
 - age : 33
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 60.0. The assets val is 3000. The dec profit is 245.0. The xperience is 9.0. The educatn is 3. The age is 33. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1500</td>
      <td>60.0</td>
      <td>3000</td>
      <td>245.0</td>
      <td>9.0</td>
      <td>3</td>
      <td>33</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 1500 & 60.000000 & 3000 & 245.000000 & 9.000000 & 3 & 33 & 2000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1500, 'assets val': 3000, 'collateral': 2000, 'dec profit': 245.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 9.0}",A 33-year-old female is applying for a loan of 1500 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 245.0 cedis. Her educational background is primary and the number of years that she has been in business is 9.0. 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 2000 cedis.
1051,0,2000,2000,0,30.0,25000,1200.0,8.0,1,35,25000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 25000, dec profit is 1200.0, xperience is 8.0, educatn is 1, age is 35, collateral is 25000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 25000
 - dec profit : 1200.0
 - xperience : 8.0
 - educatn : 1
 - age : 35
 - collateral : 25000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 25000. The dec profit is 1200.0. The xperience is 8.0. The educatn is 1. The age is 35. The collateral is 25000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>30.0</td>
      <td>25000</td>
      <td>1200.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>35</td>
      <td>25000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 30.000000 & 25000 & 1200.000000 & 8.000000 & 1 & 35 & 25000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 25000, 'collateral': 25000, 'dec profit': 1200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 8.0}",A 35-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 30.0 years. Her assets value is 25000 cedis and her declared profits (after tax) is 1200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is not 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 25000 cedis.
1052,1,8000,5000,1,30.0,4600,350.0,2.0,2,29,6000,0,0,1,1,4,0,No,"sex is 1, amnt req is 8000, maturity is 30.0, assets val is 4600, dec profit is 350.0, xperience is 2.0, educatn is 2, age is 29, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 30.0
 - assets val : 4600
 - dec profit : 350.0
 - xperience : 2.0
 - educatn : 2
 - age : 29
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 30.0. The assets val is 4600. The dec profit is 350.0. The xperience is 2.0. The educatn is 2. The age is 29. The collateral is 6000. 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>1</td>
      <td>8000</td>
      <td>30.0</td>
      <td>4600</td>
      <td>350.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>29</td>
      <td>6000</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 & 1 & 8000 & 30.000000 & 4600 & 350.000000 & 2.000000 & 2 & 29 & 6000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 8000, 'assets val': 4600, 'collateral': 6000, 'dec profit': 350.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 29-year-old male is applying for a loan of 8000 cedis. The applicant works in agriculture 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 4600 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 6000 cedis.
1053,1,5000,3000,1,30.0,5000,700.0,2.0,1,33,5000,1,0,1,0,1,0,No,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 5000, dec profit is 700.0, xperience is 2.0, educatn is 1, age is 33, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 700.0
 - xperience : 2.0
 - educatn : 1
 - age : 33
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 5000. The dec profit is 700.0. The xperience is 2.0. The educatn is 1. The age is 33. The collateral is 5000. 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>1</td>
      <td>5000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>700.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>33</td>
      <td>5000</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 & 1 & 5000 & 30.000000 & 5000 & 700.000000 & 2.000000 & 1 & 33 & 5000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 5000, 'assets val': 5000, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 33-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce 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 5000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 5000 cedis.
1054,1,4000,4000,0,30.0,5000,550.0,5.0,3,42,1800,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 5000, dec profit is 550.0, xperience is 5.0, educatn is 3, age is 42, collateral is 1800, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 550.0
 - xperience : 5.0
 - educatn : 3
 - age : 42
 - collateral : 1800
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 5000. The dec profit is 550.0. The xperience is 5.0. The educatn is 3. The age is 42. The collateral is 1800. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>550.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>42</td>
      <td>1800</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 4000 & 30.000000 & 5000 & 550.000000 & 5.000000 & 3 & 42 & 1800 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 4000, 'assets val': 5000, 'collateral': 1800, 'dec profit': 550.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 5.0}",A 42-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 5000 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is primary and the number of years that he has been in business is 5.0. 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 1800 cedis.
1055,1,2000,2000,0,30.0,2000,800.0,1.0,1,32,3000,1,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 800.0, xperience is 1.0, educatn is 1, age is 32, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 800.0
 - xperience : 1.0
 - educatn : 1
 - age : 32
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 800.0. The xperience is 1.0. The educatn is 1. The age is 32. The collateral is 3000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>800.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>32</td>
      <td>3000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 2000 & 800.000000 & 1.000000 & 1 & 32 & 3000 & 1 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 2000, 'collateral': 3000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 32-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 800.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 3000 cedis.
1056,1,4000,1000,1,60.0,8000,1000.0,2.0,1,42,4000,1,0,0,0,5,0,No,"sex is 1, amnt req is 4000, maturity is 60.0, assets val is 8000, dec profit is 1000.0, xperience is 2.0, educatn is 1, age is 42, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 1000.0
 - xperience : 2.0
 - educatn : 1
 - age : 42
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 60.0. The assets val is 8000. The dec profit is 1000.0. The xperience is 2.0. The educatn is 1. The age is 42. The collateral is 4000. 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>4000</td>
      <td>60.0</td>
      <td>8000</td>
      <td>1000.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>42</td>
      <td>4000</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 & 4000 & 60.000000 & 8000 & 1000.000000 & 2.000000 & 1 & 42 & 4000 & 1 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 4000, 'assets val': 8000, 'collateral': 4000, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 2.0}",A 42-year-old male is applying for a loan of 4000 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 8000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 4000 cedis.
1057,1,300,300,0,30.0,1800,200.0,9.0,3,28,1600,0,0,0,1,1,0,Yes,"sex is 1, amnt req is 300, maturity is 30.0, assets val is 1800, dec profit is 200.0, xperience is 9.0, educatn is 3, age is 28, collateral is 1600, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 300
 - maturity : 30.0
 - assets val : 1800
 - dec profit : 200.0
 - xperience : 9.0
 - educatn : 3
 - age : 28
 - collateral : 1600
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 300. The maturity is 30.0. The assets val is 1800. The dec profit is 200.0. The xperience is 9.0. The educatn is 3. The age is 28. The collateral is 1600. 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>300</td>
      <td>30.0</td>
      <td>1800</td>
      <td>200.0</td>
      <td>9.0</td>
      <td>3</td>
      <td>28</td>
      <td>1600</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 & 300 & 30.000000 & 1800 & 200.000000 & 9.000000 & 3 & 28 & 1600 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 300, 'assets val': 1800, 'collateral': 1600, 'dec profit': 200.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 9.0}",A 28-year-old male is applying for a loan of 300 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 1800 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is primary and the number of years that he has been in business is 9.0. 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 1600 cedis.
1058,1,600,600,0,24.0,1500,318.0,4.0,1,27,10000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 600, maturity is 24.0, assets val is 1500, dec profit is 318.0, xperience is 4.0, educatn is 1, age is 27, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 24.0
 - assets val : 1500
 - dec profit : 318.0
 - xperience : 4.0
 - educatn : 1
 - age : 27
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 24.0. The assets val is 1500. The dec profit is 318.0. The xperience is 4.0. The educatn is 1. The age is 27. The collateral is 10000. 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>1</td>
      <td>600</td>
      <td>24.0</td>
      <td>1500</td>
      <td>318.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>27</td>
      <td>10000</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 & 1 & 600 & 24.000000 & 1500 & 318.000000 & 4.000000 & 1 & 27 & 10000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 600, 'assets val': 1500, 'collateral': 10000, 'dec profit': 318.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 24.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 27-year-old male is applying for a loan of 600 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 24.0 years. His assets value is 1500 cedis and his declared profits (after tax) is 318.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
1059,1,700,700,0,60.0,4000,300.0,21.0,1,46,4000,0,1,0,0,1,0,Yes,"sex is 1, amnt req is 700, maturity is 60.0, assets val is 4000, dec profit is 300.0, xperience is 21.0, educatn is 1, age is 46, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 300.0
 - xperience : 21.0
 - educatn : 1
 - age : 46
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 60.0. The assets val is 4000. The dec profit is 300.0. The xperience is 21.0. The educatn is 1. The age is 46. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>700</td>
      <td>60.0</td>
      <td>4000</td>
      <td>300.0</td>
      <td>21.0</td>
      <td>1</td>
      <td>46</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 700 & 60.000000 & 4000 & 300.000000 & 21.000000 & 1 & 46 & 4000 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 700, 'assets val': 4000, 'collateral': 4000, 'dec profit': 300.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 21.0}",A 46-year-old male is applying for a loan of 700 cedis. The applicant works in commerce 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 4000 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 21.0. He provided a 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 4000 cedis.
1060,0,5000,5000,0,30.0,18000,6000.0,6.0,3,48,5000,0,1,0,0,5,1,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 18000, dec profit is 6000.0, xperience is 6.0, educatn is 3, age is 48, collateral is 5000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 5, savings is 1","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 18000
 - dec profit : 6000.0
 - xperience : 6.0
 - educatn : 3
 - age : 48
 - collateral : 5000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 1",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 18000. The dec profit is 6000.0. The xperience is 6.0. The educatn is 3. The age is 48. The collateral is 5000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 0. The sector is 5. 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>5000</td>
      <td>30.0</td>
      <td>18000</td>
      <td>6000.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>48</td>
      <td>5000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>5</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 & 5000 & 30.000000 & 18000 & 6000.000000 & 6.000000 & 3 & 48 & 5000 & 0 & 1 & 0 & 0 & 5 & 1 \\
\end{tabular}
","{'age': 48, 'amnt req': 5000, 'assets val': 18000, 'collateral': 5000, 'dec profit': 6000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 0, 'xperience': 6.0}",A 48-year-old female is applying for a loan of 5000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 18000 cedis and her declared profits (after tax) is 6000.0 cedis. Her educational background is primary and the number of years that she has been in business is 6.0. She provided a guarantor and this is not her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 5000 cedis.
1061,0,10000,8000,1,60.0,10000,1000.0,10.0,3,40,8000,1,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 1000.0, xperience is 10.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1000.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 1000.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1000.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 1000.000000 & 10.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 8000 cedis.
1062,0,1000,1000,0,30.0,3100,300.0,28.0,2,50,2000,1,0,0,1,4,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 3100, dec profit is 300.0, xperience is 28.0, educatn is 2, age is 50, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 3100
 - dec profit : 300.0
 - xperience : 28.0
 - educatn : 2
 - age : 50
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 3100. The dec profit is 300.0. The xperience is 28.0. The educatn is 2. The age is 50. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>1000</td>
      <td>30.0</td>
      <td>3100</td>
      <td>300.0</td>
      <td>28.0</td>
      <td>2</td>
      <td>50</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 1000 & 30.000000 & 3100 & 300.000000 & 28.000000 & 2 & 50 & 2000 & 1 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 1000, 'assets val': 3100, 'collateral': 2000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 28.0}",A 50-year-old female is applying for a loan of 1000 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 30.0 years. Her assets value is 3100 cedis and her declared profits (after tax) is 300.0 cedis. Her educational background is secondary and the number of years that she has been in business is 28.0. She did not provide any guarantor and this is not 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 2000 cedis.
1063,0,2000,2000,0,30.0,2750,750.0,6.0,1,26,1500,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 2750, dec profit is 750.0, xperience is 6.0, educatn is 1, age is 26, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2750
 - dec profit : 750.0
 - xperience : 6.0
 - educatn : 1
 - age : 26
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 2750. The dec profit is 750.0. The xperience is 6.0. The educatn is 1. The age is 26. The collateral is 1500. 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>30.0</td>
      <td>2750</td>
      <td>750.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>26</td>
      <td>1500</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 & 30.000000 & 2750 & 750.000000 & 6.000000 & 1 & 26 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 26, 'amnt req': 2000, 'assets val': 2750, 'collateral': 1500, 'dec profit': 750.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 26-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 30.0 years. Her assets value is 2750 cedis and her declared profits (after tax) is 750.0 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 does not resides or have her business close to the bank. The value of her collateral is 1500 cedis.
1064,0,1200,1200,0,30.0,7000,604.0,5.0,3,38,2000,1,0,1,1,5,0,Yes,"sex is 0, amnt req is 1200, maturity is 30.0, assets val is 7000, dec profit is 604.0, xperience is 5.0, educatn is 3, age is 38, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1200
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 604.0
 - xperience : 5.0
 - educatn : 3
 - age : 38
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1200. The maturity is 30.0. The assets val is 7000. The dec profit is 604.0. The xperience is 5.0. The educatn is 3. The age is 38. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1200</td>
      <td>30.0</td>
      <td>7000</td>
      <td>604.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>38</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 1200 & 30.000000 & 7000 & 604.000000 & 5.000000 & 3 & 38 & 2000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1200, 'assets val': 7000, 'collateral': 2000, 'dec profit': 604.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 38-year-old female is applying for a loan of 1200 cedis. The applicant works in service 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 7000 cedis and her declared profits (after tax) is 604.0 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 resides or have her business close to the bank. The value of her collateral is 2000 cedis.
1065,0,1500,1500,0,30.0,3500,688.0,5.0,1,28,15000,0,0,0,1,5,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 3500, dec profit is 688.0, xperience is 5.0, educatn is 1, age is 28, collateral is 15000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 688.0
 - xperience : 5.0
 - educatn : 1
 - age : 28
 - collateral : 15000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 3500. The dec profit is 688.0. The xperience is 5.0. The educatn is 1. The age is 28. The collateral is 15000. 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>0</td>
      <td>1500</td>
      <td>30.0</td>
      <td>3500</td>
      <td>688.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>28</td>
      <td>15000</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 & 0 & 1500 & 30.000000 & 3500 & 688.000000 & 5.000000 & 1 & 28 & 15000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 1500, 'assets val': 3500, 'collateral': 15000, 'dec profit': 688.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 5.0}",A 28-year-old female is applying for a loan of 1500 cedis. The applicant works in service 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 3500 cedis and her declared profits (after tax) is 688.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 15000 cedis.
1066,0,10000,8000,1,60.0,10000,1000.0,10.0,3,40,8000,1,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 1000.0, xperience is 10.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1000.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 1000.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1000.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 1000.000000 & 10.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 8000 cedis.
1067,1,5000,5000,0,30.0,1000,120.0,5.0,3,35,7000,0,1,1,0,2,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 120.0, xperience is 5.0, educatn is 3, age is 35, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 120.0
 - xperience : 5.0
 - educatn : 3
 - age : 35
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 120.0. The xperience is 5.0. The educatn is 3. The age is 35. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>5000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>120.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>35</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 5000 & 30.000000 & 1000 & 120.000000 & 5.000000 & 3 & 35 & 7000 & 0 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 120.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 5.0}",A 35-year-old male is applying for a loan of 5000 cedis. The applicant works in transport 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 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 5.0. 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
1068,0,5000,2000,1,60.0,8000,2000.0,3.0,3,42,4000,1,0,1,1,4,0,No,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 8000, dec profit is 2000.0, xperience is 3.0, educatn is 3, age is 42, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 8000
 - dec profit : 2000.0
 - xperience : 3.0
 - educatn : 3
 - age : 42
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 8000. The dec profit is 2000.0. The xperience is 3.0. The educatn is 3. The age is 42. The collateral is 4000. The locatn is 1. 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>60.0</td>
      <td>8000</td>
      <td>2000.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>42</td>
      <td>4000</td>
      <td>1</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 & 60.000000 & 8000 & 2000.000000 & 3.000000 & 3 & 42 & 4000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 5000, 'assets val': 8000, 'collateral': 4000, 'dec profit': 2000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 42-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 60.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 2000.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 4000 cedis.
1069,1,1000,1000,0,36.0,6000,500.0,7.0,1,39,3000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 36.0, assets val is 6000, dec profit is 500.0, xperience is 7.0, educatn is 1, age is 39, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 36.0
 - assets val : 6000
 - dec profit : 500.0
 - xperience : 7.0
 - educatn : 1
 - age : 39
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 36.0. The assets val is 6000. The dec profit is 500.0. The xperience is 7.0. The educatn is 1. The age is 39. The collateral is 3000. 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>1</td>
      <td>1000</td>
      <td>36.0</td>
      <td>6000</td>
      <td>500.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>39</td>
      <td>3000</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 & 1 & 1000 & 36.000000 & 6000 & 500.000000 & 7.000000 & 1 & 39 & 3000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 1000, 'assets val': 6000, 'collateral': 3000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 7.0}",A 39-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 6000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
1070,0,2000,2000,0,30.0,3500,200.0,3.0,2,49,5000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 3500, dec profit is 200.0, xperience is 3.0, educatn is 2, age is 49, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 200.0
 - xperience : 3.0
 - educatn : 2
 - age : 49
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 3500. The dec profit is 200.0. The xperience is 3.0. The educatn is 2. The age is 49. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>2000</td>
      <td>30.0</td>
      <td>3500</td>
      <td>200.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>49</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 2000 & 30.000000 & 3500 & 200.000000 & 3.000000 & 2 & 49 & 5000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 2000, 'assets val': 3500, 'collateral': 5000, 'dec profit': 200.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 49-year-old female is applying for a loan of 2000 cedis. The applicant works in service 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 3500 cedis and her declared profits (after tax) is 200.0 cedis. Her educational background is secondary 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 5000 cedis.
1071,1,10000,10000,0,60.0,12000,1300.0,12.0,1,45,10000,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 12000, dec profit is 1300.0, xperience is 12.0, educatn is 1, age is 45, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 12000
 - dec profit : 1300.0
 - xperience : 12.0
 - educatn : 1
 - age : 45
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 12000. The dec profit is 1300.0. The xperience is 12.0. The educatn is 1. The age is 45. The collateral is 10000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>10000</td>
      <td>60.0</td>
      <td>12000</td>
      <td>1300.0</td>
      <td>12.0</td>
      <td>1</td>
      <td>45</td>
      <td>10000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 10000 & 60.000000 & 12000 & 1300.000000 & 12.000000 & 1 & 45 & 10000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 10000, 'assets val': 12000, 'collateral': 10000, 'dec profit': 1300.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 12.0}",A 45-year-old male is applying for a loan of 10000 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 60.0 years. His assets value is 12000 cedis and his declared profits (after tax) is 1300.0 cedis. His educational background is tertiary and the number of years that he has been in business is 12.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
1072,0,3000,3000,0,30.0,4500,150.0,3.0,1,46,5000,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 3000, maturity is 30.0, assets val is 4500, dec profit is 150.0, xperience is 3.0, educatn is 1, age is 46, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 4500
 - dec profit : 150.0
 - xperience : 3.0
 - educatn : 1
 - age : 46
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 30.0. The assets val is 4500. The dec profit is 150.0. The xperience is 3.0. The educatn is 1. The age is 46. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>3000</td>
      <td>30.0</td>
      <td>4500</td>
      <td>150.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>46</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 3000 & 30.000000 & 4500 & 150.000000 & 3.000000 & 1 & 46 & 5000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 3000, 'assets val': 4500, 'collateral': 5000, 'dec profit': 150.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 46-year-old female is applying for a loan of 3000 cedis. The applicant works in service 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 4500 cedis and her declared profits (after tax) is 150.0 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 5000 cedis.
1073,1,8000,8000,0,60.0,4000,450.0,3.0,3,43,7000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 4000, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 4000. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 4000 & 450.000000 & 3.000000 & 3 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 8000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 8000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
1074,0,12000,12000,0,60.0,30000,240.0,15.0,3,41,45000,1,0,0,0,4,0,Yes,"sex is 0, amnt req is 12000, maturity is 60.0, assets val is 30000, dec profit is 240.0, xperience is 15.0, educatn is 3, age is 41, collateral is 45000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 0
 - amnt req : 12000
 - maturity : 60.0
 - assets val : 30000
 - dec profit : 240.0
 - xperience : 15.0
 - educatn : 3
 - age : 41
 - collateral : 45000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 12000. The maturity is 60.0. The assets val is 30000. The dec profit is 240.0. The xperience is 15.0. The educatn is 3. The age is 41. The collateral is 45000. The locatn is 1. The guarantor is 0. The relatnshp is 0. 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>0</td>
      <td>12000</td>
      <td>60.0</td>
      <td>30000</td>
      <td>240.0</td>
      <td>15.0</td>
      <td>3</td>
      <td>41</td>
      <td>45000</td>
      <td>1</td>
      <td>0</td>
      <td>0</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 & 0 & 12000 & 60.000000 & 30000 & 240.000000 & 15.000000 & 3 & 41 & 45000 & 1 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 41, 'amnt req': 12000, 'assets val': 30000, 'collateral': 45000, 'dec profit': 240.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 15.0}",A 41-year-old female is applying for a loan of 12000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 30000 cedis and her declared profits (after tax) is 240.0 cedis. Her educational background is primary and the number of years that she has been in business is 15.0. She did not provide any guarantor and this is not 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 45000 cedis.
1075,1,2000,2000,0,60.0,2600,300.0,3.0,3,42,8000,0,1,1,0,5,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2600, dec profit is 300.0, xperience is 3.0, educatn is 3, age is 42, collateral is 8000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2600
 - dec profit : 300.0
 - xperience : 3.0
 - educatn : 3
 - age : 42
 - collateral : 8000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2600. The dec profit is 300.0. The xperience is 3.0. The educatn is 3. The age is 42. The collateral is 8000. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>2000</td>
      <td>60.0</td>
      <td>2600</td>
      <td>300.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>42</td>
      <td>8000</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 2000 & 60.000000 & 2600 & 300.000000 & 3.000000 & 3 & 42 & 8000 & 0 & 1 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 2000, 'assets val': 2600, 'collateral': 8000, 'dec profit': 300.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",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 related to his business. The maturity period of the requested loan is 60.0 years. His assets value is 2600 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 does not resides or have his business close to the bank. The value of his collateral is 8000 cedis.
1076,1,1000,1000,0,30.0,1000,500.0,4.0,3,36,4500,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 1000, dec profit is 500.0, xperience is 4.0, educatn is 3, age is 36, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 3
 - age : 36
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 1000. The dec profit is 500.0. The xperience is 4.0. The educatn is 3. The age is 36. The collateral is 4500. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>1000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>36</td>
      <td>4500</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 1000 & 30.000000 & 1000 & 500.000000 & 4.000000 & 3 & 36 & 4500 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 1000, 'assets val': 1000, 'collateral': 4500, 'dec profit': 500.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 36-year-old male is applying for a loan of 1000 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 30.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4500 cedis.
1077,1,1500,1500,0,60.0,2500,270.0,4.0,3,46,6000,0,1,0,0,5,0,Yes,"sex is 1, amnt req is 1500, maturity is 60.0, assets val is 2500, dec profit is 270.0, xperience is 4.0, educatn is 3, age is 46, collateral is 6000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 60.0
 - assets val : 2500
 - dec profit : 270.0
 - xperience : 4.0
 - educatn : 3
 - age : 46
 - collateral : 6000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 60.0. The assets val is 2500. The dec profit is 270.0. The xperience is 4.0. The educatn is 3. The age is 46. The collateral is 6000. The locatn is 0. The guarantor is 1. 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>1500</td>
      <td>60.0</td>
      <td>2500</td>
      <td>270.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>46</td>
      <td>6000</td>
      <td>0</td>
      <td>1</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 & 1500 & 60.000000 & 2500 & 270.000000 & 4.000000 & 3 & 46 & 6000 & 0 & 1 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 1500, 'assets val': 2500, 'collateral': 6000, 'dec profit': 270.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 46-year-old male is applying for a loan of 1500 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 2500 cedis and his declared profits (after tax) is 270.0 cedis. His educational background is primary and the number of years that he has been in business is 4.0. He provided a 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 6000 cedis.
1078,1,2000,2000,0,30.0,10000,700.0,6.0,1,36,10000,0,0,1,0,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 10000, dec profit is 700.0, xperience is 6.0, educatn is 1, age is 36, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 700.0
 - xperience : 6.0
 - educatn : 1
 - age : 36
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 10000. The dec profit is 700.0. The xperience is 6.0. The educatn is 1. The age is 36. The collateral is 10000. The locatn is 0. The guarantor is 0. 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>2000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>700.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>36</td>
      <td>10000</td>
      <td>0</td>
      <td>0</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 & 2000 & 30.000000 & 10000 & 700.000000 & 6.000000 & 1 & 36 & 10000 & 0 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2000, 'assets val': 10000, 'collateral': 10000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 6.0}",A 36-year-old male is applying for a loan of 2000 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 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 6.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
1079,0,1500,1500,0,30.0,3000,360.0,2.0,1,42,2000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 1500, maturity is 30.0, assets val is 3000, dec profit is 360.0, xperience is 2.0, educatn is 1, age is 42, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 360.0
 - xperience : 2.0
 - educatn : 1
 - age : 42
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 30.0. The assets val is 3000. The dec profit is 360.0. The xperience is 2.0. The educatn is 1. The age is 42. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1500</td>
      <td>30.0</td>
      <td>3000</td>
      <td>360.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>42</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1500 & 30.000000 & 3000 & 360.000000 & 2.000000 & 1 & 42 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 1500, 'assets val': 3000, 'collateral': 2000, 'dec profit': 360.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 2.0}",A 42-year-old female is applying for a loan of 1500 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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 360.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 2.0. She did not provide any guarantor and this is not 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.
1080,1,2000,2000,0,30.0,1000,720.0,2.0,2,32,3000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 1000, dec profit is 720.0, xperience is 2.0, educatn is 2, age is 32, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 720.0
 - xperience : 2.0
 - educatn : 2
 - age : 32
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 1000. The dec profit is 720.0. The xperience is 2.0. The educatn is 2. The age is 32. The collateral is 3000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>720.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>32</td>
      <td>3000</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 & 1 & 2000 & 30.000000 & 1000 & 720.000000 & 2.000000 & 2 & 32 & 3000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 2000, 'assets val': 1000, 'collateral': 3000, 'dec profit': 720.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 32-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 1000 cedis and his declared profits (after tax) is 720.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
1081,1,9000,7000,1,,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is None, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : None
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is None. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>None</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 9000 & None & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': None, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 None years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
1082,0,7500,7500,0,60.0,5000,625.0,8.0,1,52,8000,0,0,0,0,2,0,Yes,"sex is 0, amnt req is 7500, maturity is 60.0, assets val is 5000, dec profit is 625.0, xperience is 8.0, educatn is 1, age is 52, collateral is 8000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 7500
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 625.0
 - xperience : 8.0
 - educatn : 1
 - age : 52
 - collateral : 8000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 7500. The maturity is 60.0. The assets val is 5000. The dec profit is 625.0. The xperience is 8.0. The educatn is 1. The age is 52. The collateral is 8000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>7500</td>
      <td>60.0</td>
      <td>5000</td>
      <td>625.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>52</td>
      <td>8000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 7500 & 60.000000 & 5000 & 625.000000 & 8.000000 & 1 & 52 & 8000 & 0 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 52, 'amnt req': 7500, 'assets val': 5000, 'collateral': 8000, 'dec profit': 625.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 8.0}",A 52-year-old female is applying for a loan of 7500 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 625.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 8.0. She did not provide any guarantor and this is not 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 8000 cedis.
1083,1,2500,2500,0,60.0,4000,450.0,7.0,1,39,1000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2500, maturity is 60.0, assets val is 4000, dec profit is 450.0, xperience is 7.0, educatn is 1, age is 39, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 7.0
 - educatn : 1
 - age : 39
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 60.0. The assets val is 4000. The dec profit is 450.0. The xperience is 7.0. The educatn is 1. The age is 39. The collateral is 1000. 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>1</td>
      <td>2500</td>
      <td>60.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>39</td>
      <td>1000</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 & 1 & 2500 & 60.000000 & 4000 & 450.000000 & 7.000000 & 1 & 39 & 1000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 2500, 'assets val': 4000, 'collateral': 1000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 7.0}",A 39-year-old male is applying for a loan of 2500 cedis. The applicant works in agriculture 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 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 1000 cedis.
1084,1,8000,8000,0,36.0,2800,300.0,11.0,2,49,9000,1,0,1,0,2,0,Yes,"sex is 1, amnt req is 8000, maturity is 36.0, assets val is 2800, dec profit is 300.0, xperience is 11.0, educatn is 2, age is 49, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 36.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 11.0
 - educatn : 2
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 36.0. The assets val is 2800. The dec profit is 300.0. The xperience is 11.0. The educatn is 2. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>8000</td>
      <td>36.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>11.0</td>
      <td>2</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 8000 & 36.000000 & 2800 & 300.000000 & 11.000000 & 2 & 49 & 9000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 2800, 'collateral': 9000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 11.0}",A 49-year-old male is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 11.0. He did not provide any 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.
1085,1,2000,2000,0,30.0,6500,700.0,3.0,1,47,5000,0,0,0,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 6500, dec profit is 700.0, xperience is 3.0, educatn is 1, age is 47, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 6500
 - dec profit : 700.0
 - xperience : 3.0
 - educatn : 1
 - age : 47
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 6500. The dec profit is 700.0. The xperience is 3.0. The educatn is 1. The age is 47. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>6500</td>
      <td>700.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>47</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 6500 & 700.000000 & 3.000000 & 1 & 47 & 5000 & 0 & 0 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 2000, 'assets val': 6500, 'collateral': 5000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 6500 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 5000 cedis.
1086,1,200,200,0,30.0,3000,400.0,5.0,1,35,600,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 200, maturity is 30.0, assets val is 3000, dec profit is 400.0, xperience is 5.0, educatn is 1, age is 35, collateral is 600, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 200
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 1
 - age : 35
 - collateral : 600
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 200. The maturity is 30.0. The assets val is 3000. The dec profit is 400.0. The xperience is 5.0. The educatn is 1. The age is 35. The collateral is 600. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>200</td>
      <td>30.0</td>
      <td>3000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>35</td>
      <td>600</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 200 & 30.000000 & 3000 & 400.000000 & 5.000000 & 1 & 35 & 600 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 200, 'assets val': 3000, 'collateral': 600, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 35-year-old male is applying for a loan of 200 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 600 cedis.
1087,0,1000,1000,0,15.0,3000,500.0,7.0,2,38,5000,0,0,0,1,3,0,Yes,"sex is 0, amnt req is 1000, maturity is 15.0, assets val is 3000, dec profit is 500.0, xperience is 7.0, educatn is 2, age is 38, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 15.0
 - assets val : 3000
 - dec profit : 500.0
 - xperience : 7.0
 - educatn : 2
 - age : 38
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 15.0. The assets val is 3000. The dec profit is 500.0. The xperience is 7.0. The educatn is 2. The age is 38. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 3. 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>15.0</td>
      <td>3000</td>
      <td>500.0</td>
      <td>7.0</td>
      <td>2</td>
      <td>38</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 15.000000 & 3000 & 500.000000 & 7.000000 & 2 & 38 & 5000 & 0 & 0 & 0 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 1000, 'assets val': 3000, 'collateral': 5000, 'dec profit': 500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 7.0}",A 38-year-old female is applying for a loan of 1000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 15.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 500.0 cedis. Her educational background is secondary and the number of years that she has been in business is 7.0. She did not provide any guarantor and this is not 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 5000 cedis.
1088,1,2000,2000,0,60.0,9000,750.0,1.0,1,39,5000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 9000, dec profit is 750.0, xperience is 1.0, educatn is 1, age is 39, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 9000
 - dec profit : 750.0
 - xperience : 1.0
 - educatn : 1
 - age : 39
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 9000. The dec profit is 750.0. The xperience is 1.0. The educatn is 1. The age is 39. The collateral is 5000. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>9000</td>
      <td>750.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>39</td>
      <td>5000</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 & 1 & 2000 & 60.000000 & 9000 & 750.000000 & 1.000000 & 1 & 39 & 5000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 2000, 'assets val': 9000, 'collateral': 5000, 'dec profit': 750.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 39-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 9000 cedis and his declared profits (after tax) is 750.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
1089,1,3000,3000,0,15.0,6000,450.0,5.0,1,35,4000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 3000, maturity is 15.0, assets val is 6000, dec profit is 450.0, xperience is 5.0, educatn is 1, age is 35, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 15.0
 - assets val : 6000
 - dec profit : 450.0
 - xperience : 5.0
 - educatn : 1
 - age : 35
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 15.0. The assets val is 6000. The dec profit is 450.0. The xperience is 5.0. The educatn is 1. The age is 35. The collateral is 4000. 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>1</td>
      <td>3000</td>
      <td>15.0</td>
      <td>6000</td>
      <td>450.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>35</td>
      <td>4000</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 & 1 & 3000 & 15.000000 & 6000 & 450.000000 & 5.000000 & 1 & 35 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 3000, 'assets val': 6000, 'collateral': 4000, 'dec profit': 450.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 35-year-old male is applying for a loan of 3000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 6000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
1090,0,9000,9000,0,36.0,10000,900.0,3.0,3,35,9000,1,0,0,1,4,1,Yes,"sex is 0, amnt req is 9000, maturity is 36.0, assets val is 10000, dec profit is 900.0, xperience is 3.0, educatn is 3, age is 35, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 4, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 36.0
 - assets val : 10000
 - dec profit : 900.0
 - xperience : 3.0
 - educatn : 3
 - age : 35
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 36.0. The assets val is 10000. The dec profit is 900.0. The xperience is 3.0. The educatn is 3. The age is 35. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 4. 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>36.0</td>
      <td>10000</td>
      <td>900.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>35</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</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 & 36.000000 & 10000 & 900.000000 & 3.000000 & 3 & 35 & 9000 & 1 & 0 & 0 & 1 & 4 & 1 \\
\end{tabular}
","{'age': 35, 'amnt req': 9000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 900.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 4, 'sex': 0, 'xperience': 3.0}",A 35-year-old female is applying for a loan of 9000 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 36.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 900.0 cedis. Her educational background is primary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is not 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.
1091,1,500,500,0,15.0,2800,560.0,4.0,3,38,2500,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 500, maturity is 15.0, assets val is 2800, dec profit is 560.0, xperience is 4.0, educatn is 3, age is 38, collateral is 2500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 15.0
 - assets val : 2800
 - dec profit : 560.0
 - xperience : 4.0
 - educatn : 3
 - age : 38
 - collateral : 2500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 15.0. The assets val is 2800. The dec profit is 560.0. The xperience is 4.0. The educatn is 3. The age is 38. The collateral is 2500. 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>1</td>
      <td>500</td>
      <td>15.0</td>
      <td>2800</td>
      <td>560.0</td>
      <td>4.0</td>
      <td>3</td>
      <td>38</td>
      <td>2500</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 & 1 & 500 & 15.000000 & 2800 & 560.000000 & 4.000000 & 3 & 38 & 2500 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 500, 'assets val': 2800, 'collateral': 2500, 'dec profit': 560.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 4.0}",A 38-year-old male is applying for a loan of 500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 15.0 years. His assets value is 2800 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 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2500 cedis.
1092,0,2000,2000,0,30.0,2000,800.0,3.0,1,31,2000,0,0,0,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 800.0, xperience is 3.0, educatn is 1, age is 31, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 800.0
 - xperience : 3.0
 - educatn : 1
 - age : 31
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 800.0. The xperience is 3.0. The educatn is 1. The age is 31. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>30.0</td>
      <td>2000</td>
      <td>800.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>31</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 30.000000 & 2000 & 800.000000 & 3.000000 & 1 & 31 & 2000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 2000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 800.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 31-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 30.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 800.0 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 not 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.
1093,1,1500,900,1,30.0,2500,400.0,3.0,1,33,2500,1,0,1,0,5,0,No,"sex is 1, amnt req is 1500, maturity is 30.0, assets val is 2500, dec profit is 400.0, xperience is 3.0, educatn is 1, age is 33, collateral is 2500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 1
 - age : 33
 - collateral : 2500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 30.0. The assets val is 2500. The dec profit is 400.0. The xperience is 3.0. The educatn is 1. The age is 33. The collateral is 2500. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>1500</td>
      <td>30.0</td>
      <td>2500</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>33</td>
      <td>2500</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 1500 & 30.000000 & 2500 & 400.000000 & 3.000000 & 1 & 33 & 2500 & 1 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1500, 'assets val': 2500, 'collateral': 2500, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 33-year-old male is applying for a loan of 1500 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 30.0 years. His assets value is 2500 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 2500 cedis.
1094,1,600,600,0,60.0,3000,145.0,25.0,1,50,3000,1,1,1,0,1,0,Yes,"sex is 1, amnt req is 600, maturity is 60.0, assets val is 3000, dec profit is 145.0, xperience is 25.0, educatn is 1, age is 50, collateral is 3000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 60.0
 - assets val : 3000
 - dec profit : 145.0
 - xperience : 25.0
 - educatn : 1
 - age : 50
 - collateral : 3000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 60.0. The assets val is 3000. The dec profit is 145.0. The xperience is 25.0. The educatn is 1. The age is 50. The collateral is 3000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>600</td>
      <td>60.0</td>
      <td>3000</td>
      <td>145.0</td>
      <td>25.0</td>
      <td>1</td>
      <td>50</td>
      <td>3000</td>
      <td>1</td>
      <td>1</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 & 1 & 600 & 60.000000 & 3000 & 145.000000 & 25.000000 & 1 & 50 & 3000 & 1 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 50, 'amnt req': 600, 'assets val': 3000, 'collateral': 3000, 'dec profit': 145.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 25.0}",A 50-year-old male is applying for a loan of 600 cedis. The applicant works in commerce 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 3000 cedis and his declared profits (after tax) is 145.0 cedis. His educational background is tertiary and the number of years that he has been in business is 25.0. 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 3000 cedis.
1095,1,10000,10000,0,60.0,10000,4000.0,4.0,1,47,10000,1,0,1,1,5,0,Yes,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 4000.0, xperience is 4.0, educatn is 1, age is 47, collateral is 10000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 4000.0
 - xperience : 4.0
 - educatn : 1
 - age : 47
 - collateral : 10000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 4000.0. The xperience is 4.0. The educatn is 1. The age is 47. The collateral is 10000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>4000.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>47</td>
      <td>10000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 4000.000000 & 4.000000 & 1 & 47 & 10000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 10000, 'assets val': 10000, 'collateral': 10000, 'dec profit': 4000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 47-year-old male is applying for a loan of 10000 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 10000 cedis and his declared profits (after tax) is 4000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 10000 cedis.
1096,1,1000,1000,0,75.0,2670,295.0,3.0,1,25,1500,0,1,1,1,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 75.0, assets val is 2670, dec profit is 295.0, xperience is 3.0, educatn is 1, age is 25, collateral is 1500, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 75.0
 - assets val : 2670
 - dec profit : 295.0
 - xperience : 3.0
 - educatn : 1
 - age : 25
 - collateral : 1500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 75.0. The assets val is 2670. The dec profit is 295.0. The xperience is 3.0. The educatn is 1. The age is 25. The collateral is 1500. The locatn is 0. The guarantor is 1. The relatnshp is 1. 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>75.0</td>
      <td>2670</td>
      <td>295.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>25</td>
      <td>1500</td>
      <td>0</td>
      <td>1</td>
      <td>1</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 & 75.000000 & 2670 & 295.000000 & 3.000000 & 1 & 25 & 1500 & 0 & 1 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 1000, 'assets val': 2670, 'collateral': 1500, 'dec profit': 295.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 75.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 25-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 75.0 years. His assets value is 2670 cedis and his declared profits (after tax) is 295.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. 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 does not resides or have his business close to the bank. The value of his collateral is 1500 cedis.
1097,1,500,500,0,15.0,1000,250.0,3.0,1,32,5000,0,0,1,0,5,0,Yes,"sex is 1, amnt req is 500, maturity is 15.0, assets val is 1000, dec profit is 250.0, xperience is 3.0, educatn is 1, age is 32, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 15.0
 - assets val : 1000
 - dec profit : 250.0
 - xperience : 3.0
 - educatn : 1
 - age : 32
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 15.0. The assets val is 1000. The dec profit is 250.0. The xperience is 3.0. The educatn is 1. The age is 32. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>500</td>
      <td>15.0</td>
      <td>1000</td>
      <td>250.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>32</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 500 & 15.000000 & 1000 & 250.000000 & 3.000000 & 1 & 32 & 5000 & 0 & 0 & 1 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 500, 'assets val': 1000, 'collateral': 5000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 3.0}",A 32-year-old male is applying for a loan of 500 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 15.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 250.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
1098,1,500,500,0,30.0,4000,400.0,5.0,1,37,1000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 500, maturity is 30.0, assets val is 4000, dec profit is 400.0, xperience is 5.0, educatn is 1, age is 37, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 500
 - maturity : 30.0
 - assets val : 4000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 1
 - age : 37
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 500. The maturity is 30.0. The assets val is 4000. The dec profit is 400.0. The xperience is 5.0. The educatn is 1. The age is 37. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>500</td>
      <td>30.0</td>
      <td>4000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>37</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 500 & 30.000000 & 4000 & 400.000000 & 5.000000 & 1 & 37 & 1000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 500, 'assets val': 4000, 'collateral': 1000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 37-year-old male is applying for a loan of 500 cedis. The applicant works in commerce 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 4000 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. 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 1000 cedis.
1099,1,5000,5000,0,,7000,1000.0,2.0,3,30,6000,1,0,0,0,2,0,Yes,"sex is 1, amnt req is 5000, maturity is None, assets val is 7000, dec profit is 1000.0, xperience is 2.0, educatn is 3, age is 30, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : None
 - assets val : 7000
 - dec profit : 1000.0
 - xperience : 2.0
 - educatn : 3
 - age : 30
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is None. The assets val is 7000. The dec profit is 1000.0. The xperience is 2.0. The educatn is 3. The age is 30. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>5000</td>
      <td>None</td>
      <td>7000</td>
      <td>1000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>30</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrlrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 5000 & None & 7000 & 1000.000000 & 2.000000 & 3 & 30 & 6000 & 1 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 5000, 'assets val': 7000, 'collateral': 6000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': None, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 30-year-old male is applying for a loan of 5000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is None years. His assets value is 7000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 6000 cedis.
1100,0,10000,8000,1,60.0,10000,1000.0,10.0,3,40,8000,1,1,1,1,4,0,No,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 10000, dec profit is 1000.0, xperience is 10.0, educatn is 3, age is 40, collateral is 8000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 1000.0
 - xperience : 10.0
 - educatn : 3
 - age : 40
 - collateral : 8000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 10000. The dec profit is 1000.0. The xperience is 10.0. The educatn is 3. The age is 40. The collateral is 8000. The locatn is 1. The guarantor is 1. 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>10000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>1000.0</td>
      <td>10.0</td>
      <td>3</td>
      <td>40</td>
      <td>8000</td>
      <td>1</td>
      <td>1</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 & 10000 & 60.000000 & 10000 & 1000.000000 & 10.000000 & 3 & 40 & 8000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 10000, 'assets val': 10000, 'collateral': 8000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 10.0}",A 40-year-old female is applying for a loan of 10000 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 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 1000.0 cedis. Her educational background is primary and the number of years that she has been in business is 10.0. She provided a 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 8000 cedis.
1101,0,1500,1200,0,60.0,2890,630.0,5.0,1,40,1500,0,0,1,0,1,0,No,"sex is 0, amnt req is 1500, maturity is 60.0, assets val is 2890, dec profit is 630.0, xperience is 5.0, educatn is 1, age is 40, collateral is 1500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 60.0
 - assets val : 2890
 - dec profit : 630.0
 - xperience : 5.0
 - educatn : 1
 - age : 40
 - collateral : 1500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 60.0. The assets val is 2890. The dec profit is 630.0. The xperience is 5.0. The educatn is 1. The age is 40. The collateral is 1500. 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>1500</td>
      <td>60.0</td>
      <td>2890</td>
      <td>630.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>40</td>
      <td>1500</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 & 1500 & 60.000000 & 2890 & 630.000000 & 5.000000 & 1 & 40 & 1500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 1500, 'assets val': 2890, 'collateral': 1500, 'dec profit': 630.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 5.0}",A 40-year-old female is applying for a loan of 1500 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 60.0 years. Her assets value is 2890 cedis and her declared profits (after tax) is 630.0 cedis. Her educational background is tertiary 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 1500 cedis.
1102,1,5000,5000,0,30.0,3000,350.0,16.0,3,62,6000,0,0,0,0,4,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 3000, dec profit is 350.0, xperience is 16.0, educatn is 3, age is 62, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 350.0
 - xperience : 16.0
 - educatn : 3
 - age : 62
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 3000. The dec profit is 350.0. The xperience is 16.0. The educatn is 3. The age is 62. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>5000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>350.0</td>
      <td>16.0</td>
      <td>3</td>
      <td>62</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 5000 & 30.000000 & 3000 & 350.000000 & 16.000000 & 3 & 62 & 6000 & 0 & 0 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 62, 'amnt req': 5000, 'assets val': 3000, 'collateral': 6000, 'dec profit': 350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 16.0}",A 62-year-old male is applying for a loan of 5000 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 3000 cedis and his declared profits (after tax) is 350.0 cedis. His educational background is primary and the number of years that he has been in business is 16.0. 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 6000 cedis.
1103,0,9000,9000,1,60.0,10000,650.0,5.0,1,49,12000,1,0,0,0,2,0,Yes,"sex is 0, amnt req is 9000, maturity is 60.0, assets val is 10000, dec profit is 650.0, xperience is 5.0, educatn is 1, age is 49, collateral is 12000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 650.0
 - xperience : 5.0
 - educatn : 1
 - age : 49
 - collateral : 12000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 9000. The maturity is 60.0. The assets val is 10000. The dec profit is 650.0. The xperience is 5.0. The educatn is 1. The age is 49. The collateral is 12000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>9000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>650.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>49</td>
      <td>12000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 9000 & 60.000000 & 10000 & 650.000000 & 5.000000 & 1 & 49 & 12000 & 1 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 9000, 'assets val': 10000, 'collateral': 12000, 'dec profit': 650.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 5.0}",A 49-year-old female is applying for a loan of 9000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 650.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 12000 cedis.
1104,1,6000,6000,0,30.0,3500,400.0,7.0,1,47,3000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 6000, maturity is 30.0, assets val is 3500, dec profit is 400.0, xperience is 7.0, educatn is 1, age is 47, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 6000
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 400.0
 - xperience : 7.0
 - educatn : 1
 - age : 47
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 6000. The maturity is 30.0. The assets val is 3500. The dec profit is 400.0. The xperience is 7.0. The educatn is 1. The age is 47. The collateral is 3000. 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>1</td>
      <td>6000</td>
      <td>30.0</td>
      <td>3500</td>
      <td>400.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>47</td>
      <td>3000</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 & 1 & 6000 & 30.000000 & 3500 & 400.000000 & 7.000000 & 1 & 47 & 3000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 6000, 'assets val': 3500, 'collateral': 3000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 7.0}",A 47-year-old male is applying for a loan of 6000 cedis. The applicant works in commerce 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 3500 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
1105,1,5000,5000,0,30.0,7000,1000.0,2.0,3,30,6000,1,0,0,0,2,0,Yes,"sex is 1, amnt req is 5000, maturity is 30.0, assets val is 7000, dec profit is 1000.0, xperience is 2.0, educatn is 3, age is 30, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 1000.0
 - xperience : 2.0
 - educatn : 3
 - age : 30
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 30.0. The assets val is 7000. The dec profit is 1000.0. The xperience is 2.0. The educatn is 3. The age is 30. The collateral is 6000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>5000</td>
      <td>30.0</td>
      <td>7000</td>
      <td>1000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>30</td>
      <td>6000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 5000 & 30.000000 & 7000 & 1000.000000 & 2.000000 & 3 & 30 & 6000 & 1 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 30, 'amnt req': 5000, 'assets val': 7000, 'collateral': 6000, 'dec profit': 1000.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 2.0}",A 30-year-old male is applying for a loan of 5000 cedis. The applicant works in transport 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 7000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. 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 6000 cedis.
1106,0,4000,4000,0,30.0,10000,400.0,6.0,2,43,7000,0,0,0,1,3,0,Yes,"sex is 0, amnt req is 4000, maturity is 30.0, assets val is 10000, dec profit is 400.0, xperience is 6.0, educatn is 2, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 3, savings is 0","- sex : 0
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 400.0
 - xperience : 6.0
 - educatn : 2
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 4000. The maturity is 30.0. The assets val is 10000. The dec profit is 400.0. The xperience is 6.0. The educatn is 2. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 3. 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>4000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>400.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</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 & 4000 & 30.000000 & 10000 & 400.000000 & 6.000000 & 2 & 43 & 7000 & 0 & 0 & 0 & 1 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 4000, 'assets val': 10000, 'collateral': 7000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 6.0}",A 43-year-old female is applying for a loan of 4000 cedis. The applicant works in manufacturing 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 10000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 6.0. She did not provide any guarantor and this is not 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 7000 cedis.
1107,0,5000,5000,0,30.0,1000,250.0,5.0,3,35,7000,0,1,1,0,2,0,Yes,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 1000, dec profit is 250.0, xperience is 5.0, educatn is 3, age is 35, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 250.0
 - xperience : 5.0
 - educatn : 3
 - age : 35
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 1000. The dec profit is 250.0. The xperience is 5.0. The educatn is 3. The age is 35. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 2. 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>30.0</td>
      <td>1000</td>
      <td>250.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>35</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 30.000000 & 1000 & 250.000000 & 5.000000 & 3 & 35 & 7000 & 0 & 1 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 5000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 250.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 5.0}",A 35-year-old female is applying for a loan of 5000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is primary and the number of years that she has been in business is 5.0. She provided a 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 7000 cedis.
1108,1,3000,2500,1,60.0,7450,971.0,7.0,3,33,3000,1,1,0,1,5,0,No,"sex is 1, amnt req is 3000, maturity is 60.0, assets val is 7450, dec profit is 971.0, xperience is 7.0, educatn is 3, age is 33, collateral is 3000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 7450
 - dec profit : 971.0
 - xperience : 7.0
 - educatn : 3
 - age : 33
 - collateral : 3000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 60.0. The assets val is 7450. The dec profit is 971.0. The xperience is 7.0. The educatn is 3. The age is 33. The collateral is 3000. The locatn is 1. The guarantor is 1. 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>3000</td>
      <td>60.0</td>
      <td>7450</td>
      <td>971.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>33</td>
      <td>3000</td>
      <td>1</td>
      <td>1</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 & 3000 & 60.000000 & 7450 & 971.000000 & 7.000000 & 3 & 33 & 3000 & 1 & 1 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 3000, 'assets val': 7450, 'collateral': 3000, 'dec profit': 971.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 7.0}",A 33-year-old male is applying for a loan of 3000 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 7450 cedis and his declared profits (after tax) is 971.0 cedis. His educational background is primary and the number of years that he has been in business is 7.0. He provided a 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 3000 cedis.
1109,0,5000,4000,0,30.0,8000,880.0,9.0,3,34,6000,1,0,0,0,5,0,No,"sex is 0, amnt req is 5000, maturity is 30.0, assets val is 8000, dec profit is 880.0, xperience is 9.0, educatn is 3, age is 34, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 30.0
 - assets val : 8000
 - dec profit : 880.0
 - xperience : 9.0
 - educatn : 3
 - age : 34
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 30.0. The assets val is 8000. The dec profit is 880.0. The xperience is 9.0. The educatn is 3. The age is 34. The collateral is 6000. 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>0</td>
      <td>5000</td>
      <td>30.0</td>
      <td>8000</td>
      <td>880.0</td>
      <td>9.0</td>
      <td>3</td>
      <td>34</td>
      <td>6000</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 & 0 & 5000 & 30.000000 & 8000 & 880.000000 & 9.000000 & 3 & 34 & 6000 & 1 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 5000, 'assets val': 8000, 'collateral': 6000, 'dec profit': 880.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 9.0}",A 34-year-old female is applying for a loan of 5000 cedis. The applicant works in service sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 8000 cedis and her declared profits (after tax) is 880.0 cedis. Her educational background is primary and the number of years that she has been in business is 9.0. She did not provide any guarantor and this is not 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 6000 cedis.
1110,1,2000,2000,0,60.0,38000,1400.0,2.0,1,48,7000,0,1,0,1,5,1,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 38000, dec profit is 1400.0, xperience is 2.0, educatn is 1, age is 48, collateral is 7000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 5, savings is 1","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 38000
 - dec profit : 1400.0
 - xperience : 2.0
 - educatn : 1
 - age : 48
 - collateral : 7000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 1",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 38000. The dec profit is 1400.0. The xperience is 2.0. The educatn is 1. The age is 48. The collateral is 7000. The locatn is 0. The guarantor is 1. The relatnshp is 0. The purpose is 1. The sector is 5. 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>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>38000</td>
      <td>1400.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>48</td>
      <td>7000</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>5</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 & 1 & 2000 & 60.000000 & 38000 & 1400.000000 & 2.000000 & 1 & 48 & 7000 & 0 & 1 & 0 & 1 & 5 & 1 \\
\end{tabular}
","{'age': 48, 'amnt req': 2000, 'assets val': 38000, 'collateral': 7000, 'dec profit': 1400.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 1, 'sector': 5, 'sex': 1, 'xperience': 2.0}",A 48-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 38000 cedis and his declared profits (after tax) is 1400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He provided a guarantor and this is not his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
1111,1,3000,1000,1,60.0,7000,600.0,4.0,1,38,4000,1,0,0,0,5,0,No,"sex is 1, amnt req is 3000, maturity is 60.0, assets val is 7000, dec profit is 600.0, xperience is 4.0, educatn is 1, age is 38, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 60.0
 - assets val : 7000
 - dec profit : 600.0
 - xperience : 4.0
 - educatn : 1
 - age : 38
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 60.0. The assets val is 7000. The dec profit is 600.0. The xperience is 4.0. The educatn is 1. The age is 38. The collateral is 4000. 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>3000</td>
      <td>60.0</td>
      <td>7000</td>
      <td>600.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>38</td>
      <td>4000</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 & 3000 & 60.000000 & 7000 & 600.000000 & 4.000000 & 1 & 38 & 4000 & 1 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 3000, 'assets val': 7000, 'collateral': 4000, 'dec profit': 600.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 4.0}",A 38-year-old male is applying for a loan of 3000 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 7000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. 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 4000 cedis.
1112,1,1000,600,1,30.0,1200,100.0,2.0,3,29,2000,0,0,1,0,1,0,No,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 1200, dec profit is 100.0, xperience is 2.0, educatn is 3, age is 29, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 1200
 - dec profit : 100.0
 - xperience : 2.0
 - educatn : 3
 - age : 29
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 1200. The dec profit is 100.0. The xperience is 2.0. The educatn is 3. The age is 29. The collateral is 2000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>1200</td>
      <td>100.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>29</td>
      <td>2000</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 & 1 & 1000 & 30.000000 & 1200 & 100.000000 & 2.000000 & 3 & 29 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 1000, 'assets val': 1200, 'collateral': 2000, 'dec profit': 100.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 29-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 1200 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
1113,1,2500,2500,0,36.0,10000,500.0,7.0,1,34,6000,0,0,0,0,3,0,Yes,"sex is 1, amnt req is 2500, maturity is 36.0, assets val is 10000, dec profit is 500.0, xperience is 7.0, educatn is 1, age is 34, collateral is 6000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2500
 - maturity : 36.0
 - assets val : 10000
 - dec profit : 500.0
 - xperience : 7.0
 - educatn : 1
 - age : 34
 - collateral : 6000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2500. The maturity is 36.0. The assets val is 10000. The dec profit is 500.0. The xperience is 7.0. The educatn is 1. The age is 34. The collateral is 6000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>2500</td>
      <td>36.0</td>
      <td>10000</td>
      <td>500.0</td>
      <td>7.0</td>
      <td>1</td>
      <td>34</td>
      <td>6000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 2500 & 36.000000 & 10000 & 500.000000 & 7.000000 & 1 & 34 & 6000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 34, 'amnt req': 2500, 'assets val': 10000, 'collateral': 6000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 7.0}",A 34-year-old male is applying for a loan of 2500 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 10000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 7.0. 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 6000 cedis.
1114,1,4000,3500,1,25.0,7500,251.0,3.0,1,43,11000,1,0,1,1,1,0,No,"sex is 1, amnt req is 4000, maturity is 25.0, assets val is 7500, dec profit is 251.0, xperience is 3.0, educatn is 1, age is 43, collateral is 11000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 25.0
 - assets val : 7500
 - dec profit : 251.0
 - xperience : 3.0
 - educatn : 1
 - age : 43
 - collateral : 11000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 25.0. The assets val is 7500. The dec profit is 251.0. The xperience is 3.0. The educatn is 1. The age is 43. The collateral is 11000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>4000</td>
      <td>25.0</td>
      <td>7500</td>
      <td>251.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>43</td>
      <td>11000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 4000 & 25.000000 & 7500 & 251.000000 & 3.000000 & 1 & 43 & 11000 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 4000, 'assets val': 7500, 'collateral': 11000, 'dec profit': 251.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 25.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 4000 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 25.0 years. His assets value is 7500 cedis and his declared profits (after tax) is 251.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 11000 cedis.
1115,1,2000,2000,0,30.0,2600,665.0,2.0,1,35,1500,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2600, dec profit is 665.0, xperience is 2.0, educatn is 1, age is 35, collateral is 1500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2600
 - dec profit : 665.0
 - xperience : 2.0
 - educatn : 1
 - age : 35
 - collateral : 1500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2600. The dec profit is 665.0. The xperience is 2.0. The educatn is 1. The age is 35. The collateral is 1500. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2600</td>
      <td>665.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>35</td>
      <td>1500</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 & 1 & 2000 & 30.000000 & 2600 & 665.000000 & 2.000000 & 1 & 35 & 1500 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 2000, 'assets val': 2600, 'collateral': 1500, 'dec profit': 665.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 35-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 2600 cedis and his declared profits (after tax) is 665.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 1500 cedis.
1116,1,5000,2500,1,36.0,12000,3000.0,3.0,1,39,6000,0,1,1,1,3,1,No,"sex is 1, amnt req is 5000, maturity is 36.0, assets val is 12000, dec profit is 3000.0, xperience is 3.0, educatn is 1, age is 39, collateral is 6000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 1
 - amnt req : 5000
 - maturity : 36.0
 - assets val : 12000
 - dec profit : 3000.0
 - xperience : 3.0
 - educatn : 1
 - age : 39
 - collateral : 6000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 1. The amnt req is 5000. The maturity is 36.0. The assets val is 12000. The dec profit is 3000.0. The xperience is 3.0. The educatn is 1. The age is 39. The collateral is 6000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>1</td>
      <td>5000</td>
      <td>36.0</td>
      <td>12000</td>
      <td>3000.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>39</td>
      <td>6000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 1 & 5000 & 36.000000 & 12000 & 3000.000000 & 3.000000 & 1 & 39 & 6000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 39, 'amnt req': 5000, 'assets val': 12000, 'collateral': 6000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 39-year-old male is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 12000 cedis and his declared profits (after tax) is 3000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He has non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 6000 cedis.
1117,1,2000,2000,0,30.0,3500,720.0,10.0,1,45,4000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 3500, dec profit is 720.0, xperience is 10.0, educatn is 1, age is 45, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3500
 - dec profit : 720.0
 - xperience : 10.0
 - educatn : 1
 - age : 45
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 3500. The dec profit is 720.0. The xperience is 10.0. The educatn is 1. The age is 45. The collateral is 4000. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>3500</td>
      <td>720.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>45</td>
      <td>4000</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 & 1 & 2000 & 30.000000 & 3500 & 720.000000 & 10.000000 & 1 & 45 & 4000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 2000, 'assets val': 3500, 'collateral': 4000, 'dec profit': 720.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 10.0}",A 45-year-old male is applying for a loan of 2000 cedis. The applicant works in agriculture 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 3500 cedis and his declared profits (after tax) is 720.0 cedis. His educational background is tertiary and the number of years that he has been in business is 10.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 4000 cedis.
1118,0,8000,8000,0,60.0,10000,256.0,5.0,2,36,12000,0,0,1,0,3,0,Yes,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 10000, dec profit is 256.0, xperience is 5.0, educatn is 2, age is 36, collateral is 12000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 256.0
 - xperience : 5.0
 - educatn : 2
 - age : 36
 - collateral : 12000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 10000. The dec profit is 256.0. The xperience is 5.0. The educatn is 2. The age is 36. The collateral is 12000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>256.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>36</td>
      <td>12000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 10000 & 256.000000 & 5.000000 & 2 & 36 & 12000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 8000, 'assets val': 10000, 'collateral': 12000, 'dec profit': 256.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 36-year-old female is applying for a loan of 8000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 256.0 cedis. Her educational background is secondary 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 12000 cedis.
1119,1,1500,1500,0,36.0,3000,360.0,2.0,1,45,2000,1,0,1,1,4,0,Yes,"sex is 1, amnt req is 1500, maturity is 36.0, assets val is 3000, dec profit is 360.0, xperience is 2.0, educatn is 1, age is 45, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1500
 - maturity : 36.0
 - assets val : 3000
 - dec profit : 360.0
 - xperience : 2.0
 - educatn : 1
 - age : 45
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1500. The maturity is 36.0. The assets val is 3000. The dec profit is 360.0. The xperience is 2.0. The educatn is 1. The age is 45. The collateral is 2000. The locatn is 1. 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>1</td>
      <td>1500</td>
      <td>36.0</td>
      <td>3000</td>
      <td>360.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>45</td>
      <td>2000</td>
      <td>1</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 & 1 & 1500 & 36.000000 & 3000 & 360.000000 & 2.000000 & 1 & 45 & 2000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 1500, 'assets val': 3000, 'collateral': 2000, 'dec profit': 360.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 45-year-old male is applying for a loan of 1500 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 360.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 2000 cedis.
1120,1,5000,5000,0,15.0,2200,400.0,3.0,1,38,2000,0,0,1,1,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 15.0, assets val is 2200, dec profit is 400.0, xperience is 3.0, educatn is 1, age is 38, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 15.0
 - assets val : 2200
 - dec profit : 400.0
 - xperience : 3.0
 - educatn : 1
 - age : 38
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 15.0. The assets val is 2200. The dec profit is 400.0. The xperience is 3.0. The educatn is 1. The age is 38. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>5000</td>
      <td>15.0</td>
      <td>2200</td>
      <td>400.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>38</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 5000 & 15.000000 & 2200 & 400.000000 & 3.000000 & 1 & 38 & 2000 & 0 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 5000, 'assets val': 2200, 'collateral': 2000, 'dec profit': 400.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 15.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 38-year-old male is applying for a loan of 5000 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 15.0 years. His assets value is 2200 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
1121,1,4000,4000,0,30.0,3250,400.0,9.0,2,44,5000,1,1,1,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 3250, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 44, collateral is 5000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 3250
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 44
 - collateral : 5000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 3250. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 44. The collateral is 5000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>3250</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>44</td>
      <td>5000</td>
      <td>1</td>
      <td>1</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 & 1 & 4000 & 30.000000 & 3250 & 400.000000 & 9.000000 & 2 & 44 & 5000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 3250, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 44-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 3250 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 5000 cedis.
1122,0,8000,8000,0,60.0,19000,12000.0,5.0,3,46,9000,0,1,1,1,3,1,Yes,"sex is 0, amnt req is 8000, maturity is 60.0, assets val is 19000, dec profit is 12000.0, xperience is 5.0, educatn is 3, age is 46, collateral is 9000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 1, sector is 3, savings is 1","- sex : 0
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 19000
 - dec profit : 12000.0
 - xperience : 5.0
 - educatn : 3
 - age : 46
 - collateral : 9000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 3
 - savings : 1",The sex is 0. The amnt req is 8000. The maturity is 60.0. The assets val is 19000. The dec profit is 12000.0. The xperience is 5.0. The educatn is 3. The age is 46. The collateral is 9000. The locatn is 0. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>19000</td>
      <td>12000.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>46</td>
      <td>9000</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>3</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 & 8000 & 60.000000 & 19000 & 12000.000000 & 5.000000 & 3 & 46 & 9000 & 0 & 1 & 1 & 1 & 3 & 1 \\
\end{tabular}
","{'age': 46, 'amnt req': 8000, 'assets val': 19000, 'collateral': 9000, 'dec profit': 12000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 46-year-old female is applying for a loan of 8000 cedis. The applicant works in manufacturing sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 19000 cedis and her declared profits (after tax) is 12000.0 cedis. Her educational background is primary and the number of years that she has been in business is 5.0. 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 does not resides or have her business close to the bank. The value of her collateral is 9000 cedis.
1123,0,1000,1000,0,30.0,7000,409.0,3.0,1,25,5000,1,1,0,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 7000, dec profit is 409.0, xperience is 3.0, educatn is 1, age is 25, collateral is 5000, locatn is 1, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 409.0
 - xperience : 3.0
 - educatn : 1
 - age : 25
 - collateral : 5000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 7000. The dec profit is 409.0. The xperience is 3.0. The educatn is 1. The age is 25. The collateral is 5000. The locatn is 1. The guarantor is 1. The relatnshp is 0. 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>30.0</td>
      <td>7000</td>
      <td>409.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>25</td>
      <td>5000</td>
      <td>1</td>
      <td>1</td>
      <td>0</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 & 30.000000 & 7000 & 409.000000 & 3.000000 & 1 & 25 & 5000 & 1 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 1000, 'assets val': 7000, 'collateral': 5000, 'dec profit': 409.0, 'educatn': 1, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",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 30.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 409.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a guarantor and this is not 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 5000 cedis.
1124,0,10000,10000,0,60.0,12000,1200.0,12.0,1,37,9000,0,0,1,0,2,0,Yes,"sex is 0, amnt req is 10000, maturity is 60.0, assets val is 12000, dec profit is 1200.0, xperience is 12.0, educatn is 1, age is 37, collateral is 9000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 12000
 - dec profit : 1200.0
 - xperience : 12.0
 - educatn : 1
 - age : 37
 - collateral : 9000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 10000. The maturity is 60.0. The assets val is 12000. The dec profit is 1200.0. The xperience is 12.0. The educatn is 1. The age is 37. The collateral is 9000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>10000</td>
      <td>60.0</td>
      <td>12000</td>
      <td>1200.0</td>
      <td>12.0</td>
      <td>1</td>
      <td>37</td>
      <td>9000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 10000 & 60.000000 & 12000 & 1200.000000 & 12.000000 & 1 & 37 & 9000 & 0 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 37, 'amnt req': 10000, 'assets val': 12000, 'collateral': 9000, 'dec profit': 1200.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 12.0}",A 37-year-old female is applying for a loan of 10000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 12000 cedis and her declared profits (after tax) is 1200.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 12.0. 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 9000 cedis.
1125,1,10000,8000,1,60.0,1000,5000.0,3.0,3,32,20000,1,1,1,0,4,0,No,"sex is 1, amnt req is 10000, maturity is 60.0, assets val is 1000, dec profit is 5000.0, xperience is 3.0, educatn is 3, age is 32, collateral is 20000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 10000
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 5000.0
 - xperience : 3.0
 - educatn : 3
 - age : 32
 - collateral : 20000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 10000. The maturity is 60.0. The assets val is 1000. The dec profit is 5000.0. The xperience is 3.0. The educatn is 3. The age is 32. The collateral is 20000. 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>10000</td>
      <td>60.0</td>
      <td>1000</td>
      <td>5000.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>32</td>
      <td>20000</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 & 10000 & 60.000000 & 1000 & 5000.000000 & 3.000000 & 3 & 32 & 20000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 10000, 'assets val': 1000, 'collateral': 20000, 'dec profit': 5000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 32-year-old male is applying for a loan of 10000 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 60.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 5000.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 20000 cedis.
1126,0,1000,1000,0,30.0,5000,120.0,6.0,1,33,4000,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 5000, dec profit is 120.0, xperience is 6.0, educatn is 1, age is 33, collateral is 4000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 120.0
 - xperience : 6.0
 - educatn : 1
 - age : 33
 - collateral : 4000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 5000. The dec profit is 120.0. The xperience is 6.0. The educatn is 1. The age is 33. The collateral is 4000. 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>1000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>120.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>33</td>
      <td>4000</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 & 1000 & 30.000000 & 5000 & 120.000000 & 6.000000 & 1 & 33 & 4000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 33, 'amnt req': 1000, 'assets val': 5000, 'collateral': 4000, 'dec profit': 120.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 33-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 30.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 120.0 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 does not resides or have her business close to the bank. The value of her collateral is 4000 cedis.
1127,1,600,600,0,30.0,7000,670.0,7.0,3,32,3000,0,0,1,1,5,0,Yes,"sex is 1, amnt req is 600, maturity is 30.0, assets val is 7000, dec profit is 670.0, xperience is 7.0, educatn is 3, age is 32, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 600
 - maturity : 30.0
 - assets val : 7000
 - dec profit : 670.0
 - xperience : 7.0
 - educatn : 3
 - age : 32
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 600. The maturity is 30.0. The assets val is 7000. The dec profit is 670.0. The xperience is 7.0. The educatn is 3. The age is 32. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>600</td>
      <td>30.0</td>
      <td>7000</td>
      <td>670.0</td>
      <td>7.0</td>
      <td>3</td>
      <td>32</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 600 & 30.000000 & 7000 & 670.000000 & 7.000000 & 3 & 32 & 3000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 600, 'assets val': 7000, 'collateral': 3000, 'dec profit': 670.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 7.0}",A 32-year-old male is applying for a loan of 600 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 30.0 years. His assets value is 7000 cedis and his declared profits (after tax) is 670.0 cedis. His educational background is primary and the number of years that he has been in business is 7.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
1128,1,450,400,1,60.0,1500,100.0,10.0,1,35,1500,0,1,0,0,4,0,No,"sex is 1, amnt req is 450, maturity is 60.0, assets val is 1500, dec profit is 100.0, xperience is 10.0, educatn is 1, age is 35, collateral is 1500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 450
 - maturity : 60.0
 - assets val : 1500
 - dec profit : 100.0
 - xperience : 10.0
 - educatn : 1
 - age : 35
 - collateral : 1500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 450. The maturity is 60.0. The assets val is 1500. The dec profit is 100.0. The xperience is 10.0. The educatn is 1. The age is 35. The collateral is 1500. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>450</td>
      <td>60.0</td>
      <td>1500</td>
      <td>100.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>35</td>
      <td>1500</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 450 & 60.000000 & 1500 & 100.000000 & 10.000000 & 1 & 35 & 1500 & 0 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 450, 'assets val': 1500, 'collateral': 1500, 'dec profit': 100.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 10.0}",A 35-year-old male is applying for a loan of 450 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 60.0 years. His assets value is 1500 cedis and his declared profits (after tax) is 100.0 cedis. His educational background is tertiary and the number of years that he has been in business is 10.0. He provided a 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 1500 cedis.
1129,1,3000,3000,0,30.0,5000,500.0,4.0,1,39,5000,0,0,1,0,2,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 500.0, xperience is 4.0, educatn is 1, age is 39, collateral is 5000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 500.0
 - xperience : 4.0
 - educatn : 1
 - age : 39
 - collateral : 5000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 500.0. The xperience is 4.0. The educatn is 1. The age is 39. The collateral is 5000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>500.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>39</td>
      <td>5000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 3000 & 30.000000 & 5000 & 500.000000 & 4.000000 & 1 & 39 & 5000 & 0 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 3000, 'assets val': 5000, 'collateral': 5000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 4.0}",A 39-year-old male is applying for a loan of 3000 cedis. The applicant works in transport 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 5000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 4.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 5000 cedis.
1130,1,2600,2600,0,30.0,15000,690.0,5.0,1,40,2000,1,0,1,1,1,0,Yes,"sex is 1, amnt req is 2600, maturity is 30.0, assets val is 15000, dec profit is 690.0, xperience is 5.0, educatn is 1, age is 40, collateral is 2000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 2600
 - maturity : 30.0
 - assets val : 15000
 - dec profit : 690.0
 - xperience : 5.0
 - educatn : 1
 - age : 40
 - collateral : 2000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2600. The maturity is 30.0. The assets val is 15000. The dec profit is 690.0. The xperience is 5.0. The educatn is 1. The age is 40. The collateral is 2000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>2600</td>
      <td>30.0</td>
      <td>15000</td>
      <td>690.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>40</td>
      <td>2000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 2600 & 30.000000 & 15000 & 690.000000 & 5.000000 & 1 & 40 & 2000 & 1 & 0 & 1 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 2600, 'assets val': 15000, 'collateral': 2000, 'dec profit': 690.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 5.0}",A 40-year-old male is applying for a loan of 2600 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 15000 cedis and his declared profits (after tax) is 690.0 cedis. His educational background is tertiary and the number of years that he has been in business is 5.0. He did not provide any 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 2000 cedis.
1131,0,5000,4000,1,60.0,10000,400.0,5.0,2,36,7000,0,0,0,0,3,0,No,"sex is 0, amnt req is 5000, maturity is 60.0, assets val is 10000, dec profit is 400.0, xperience is 5.0, educatn is 2, age is 36, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 400.0
 - xperience : 5.0
 - educatn : 2
 - age : 36
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 60.0. The assets val is 10000. The dec profit is 400.0. The xperience is 5.0. The educatn is 2. The age is 36. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>60.0</td>
      <td>10000</td>
      <td>400.0</td>
      <td>5.0</td>
      <td>2</td>
      <td>36</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 60.000000 & 10000 & 400.000000 & 5.000000 & 2 & 36 & 7000 & 0 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 5000, 'assets val': 10000, 'collateral': 7000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 0, 'xperience': 5.0}",A 36-year-old female is applying for a loan of 5000 cedis. The applicant works in manufacturing sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 10000 cedis and her declared profits (after tax) is 400.0 cedis. Her educational background is secondary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 7000 cedis.
1132,1,1200,1200,0,60.0,6000,620.0,8.0,1,42,4000,0,1,0,1,4,0,Yes,"sex is 1, amnt req is 1200, maturity is 60.0, assets val is 6000, dec profit is 620.0, xperience is 8.0, educatn is 1, age is 42, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1200
 - maturity : 60.0
 - assets val : 6000
 - dec profit : 620.0
 - xperience : 8.0
 - educatn : 1
 - age : 42
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1200. The maturity is 60.0. The assets val is 6000. The dec profit is 620.0. The xperience is 8.0. The educatn is 1. The age is 42. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>1</td>
      <td>1200</td>
      <td>60.0</td>
      <td>6000</td>
      <td>620.0</td>
      <td>8.0</td>
      <td>1</td>
      <td>42</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 1 & 1200 & 60.000000 & 6000 & 620.000000 & 8.000000 & 1 & 42 & 4000 & 0 & 1 & 0 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 1200, 'assets val': 6000, 'collateral': 4000, 'dec profit': 620.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 8.0}",A 42-year-old male is applying for a loan of 1200 cedis. The applicant works in agriculture 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 6000 cedis and his declared profits (after tax) is 620.0 cedis. His educational background is tertiary and the number of years that he has been in business is 8.0. He provided a 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 4000 cedis.
1133,0,1000,1000,0,30.0,700,150.0,3.0,3,24,5000,1,0,1,1,5,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 700, dec profit is 150.0, xperience is 3.0, educatn is 3, age is 24, collateral is 5000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 700
 - dec profit : 150.0
 - xperience : 3.0
 - educatn : 3
 - age : 24
 - collateral : 5000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 700. The dec profit is 150.0. The xperience is 3.0. The educatn is 3. The age is 24. The collateral is 5000. The locatn is 1. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>1000</td>
      <td>30.0</td>
      <td>700</td>
      <td>150.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>24</td>
      <td>5000</td>
      <td>1</td>
      <td>0</td>
      <td>1</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 & 0 & 1000 & 30.000000 & 700 & 150.000000 & 3.000000 & 3 & 24 & 5000 & 1 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 24, 'amnt req': 1000, 'assets val': 700, 'collateral': 5000, 'dec profit': 150.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 3.0}",A 24-year-old female is applying for a loan of 1000 cedis. The applicant works in service 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 700 cedis and her declared profits (after tax) is 150.0 cedis. Her educational background is primary 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 resides or have her business close to the bank. The value of her collateral is 5000 cedis.
1134,1,8000,8000,0,60.0,4000,450.0,3.0,3,43,7000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 8000, maturity is 60.0, assets val is 4000, dec profit is 450.0, xperience is 3.0, educatn is 3, age is 43, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 60.0
 - assets val : 4000
 - dec profit : 450.0
 - xperience : 3.0
 - educatn : 3
 - age : 43
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 60.0. The assets val is 4000. The dec profit is 450.0. The xperience is 3.0. The educatn is 3. The age is 43. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>8000</td>
      <td>60.0</td>
      <td>4000</td>
      <td>450.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>43</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 8000 & 60.000000 & 4000 & 450.000000 & 3.000000 & 3 & 43 & 7000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 8000, 'assets val': 4000, 'collateral': 7000, 'dec profit': 450.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 3.0}",A 43-year-old male is applying for a loan of 8000 cedis. The applicant works in manufacturing 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 4000 cedis and his declared profits (after tax) is 450.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 7000 cedis.
1135,1,2000,2000,0,30.0,2000,580.0,1.0,2,38,1000,1,0,0,0,3,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 580.0, xperience is 1.0, educatn is 2, age is 38, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 580.0
 - xperience : 1.0
 - educatn : 2
 - age : 38
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 580.0. The xperience is 1.0. The educatn is 2. The age is 38. The collateral is 1000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 3. 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>30.0</td>
      <td>2000</td>
      <td>580.0</td>
      <td>1.0</td>
      <td>2</td>
      <td>38</td>
      <td>1000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</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 & 30.000000 & 2000 & 580.000000 & 1.000000 & 2 & 38 & 1000 & 1 & 0 & 0 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2000, 'assets val': 2000, 'collateral': 1000, 'dec profit': 580.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 1.0}",A 38-year-old male is applying for a loan of 2000 cedis. The applicant works in manufacturing 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 2000 cedis and his declared profits (after tax) is 580.0 cedis. His educational background is secondary and the number of years that he has been in business is 1.0. 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.
1136,1,1000,1000,0,30.0,2500,555.0,3.0,1,27,15000,0,0,1,1,4,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2500, dec profit is 555.0, xperience is 3.0, educatn is 1, age is 27, collateral is 15000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2500
 - dec profit : 555.0
 - xperience : 3.0
 - educatn : 1
 - age : 27
 - collateral : 15000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2500. The dec profit is 555.0. The xperience is 3.0. The educatn is 1. The age is 27. The collateral is 15000. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2500</td>
      <td>555.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>27</td>
      <td>15000</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 & 1 & 1000 & 30.000000 & 2500 & 555.000000 & 3.000000 & 1 & 27 & 15000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 27, 'amnt req': 1000, 'assets val': 2500, 'collateral': 15000, 'dec profit': 555.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 27-year-old male is applying for a loan of 1000 cedis. The applicant works in agriculture 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 2500 cedis and his declared profits (after tax) is 555.0 cedis. His educational background is tertiary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 15000 cedis.
1137,0,2000,2000,0,30.0,3000,380.0,9.0,1,39,3000,1,0,1,1,4,0,Yes,"sex is 0, amnt req is 2000, maturity is 30.0, assets val is 3000, dec profit is 380.0, xperience is 9.0, educatn is 1, age is 39, collateral is 3000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 380.0
 - xperience : 9.0
 - educatn : 1
 - age : 39
 - collateral : 3000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 30.0. The assets val is 3000. The dec profit is 380.0. The xperience is 9.0. The educatn is 1. The age is 39. The collateral is 3000. The locatn is 1. 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>2000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>380.0</td>
      <td>9.0</td>
      <td>1</td>
      <td>39</td>
      <td>3000</td>
      <td>1</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 & 2000 & 30.000000 & 3000 & 380.000000 & 9.000000 & 1 & 39 & 3000 & 1 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 2000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 380.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 9.0}",A 39-year-old female is applying for a loan of 2000 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 30.0 years. Her assets value is 3000 cedis and her declared profits (after tax) is 380.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 9.0. 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 3000 cedis.
1138,0,1500,1500,0,20.0,5000,480.0,3.0,1,22,2000,0,1,1,0,1,0,Yes,"sex is 0, amnt req is 1500, maturity is 20.0, assets val is 5000, dec profit is 480.0, xperience is 3.0, educatn is 1, age is 22, collateral is 2000, locatn is 0, guarantor is 1, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1500
 - maturity : 20.0
 - assets val : 5000
 - dec profit : 480.0
 - xperience : 3.0
 - educatn : 1
 - age : 22
 - collateral : 2000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1500. The maturity is 20.0. The assets val is 5000. The dec profit is 480.0. The xperience is 3.0. The educatn is 1. The age is 22. The collateral is 2000. The locatn is 0. The guarantor is 1. 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>1500</td>
      <td>20.0</td>
      <td>5000</td>
      <td>480.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>22</td>
      <td>2000</td>
      <td>0</td>
      <td>1</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 & 1500 & 20.000000 & 5000 & 480.000000 & 3.000000 & 1 & 22 & 2000 & 0 & 1 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 22, 'amnt req': 1500, 'assets val': 5000, 'collateral': 2000, 'dec profit': 480.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 20.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 22-year-old female is applying for a loan of 1500 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 20.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 480.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She provided a 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.
1139,1,7000,5000,1,60.0,5000,650.0,3.0,3,47,6000,1,1,1,0,4,0,No,"sex is 1, amnt req is 7000, maturity is 60.0, assets val is 5000, dec profit is 650.0, xperience is 3.0, educatn is 3, age is 47, collateral is 6000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 7000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 650.0
 - xperience : 3.0
 - educatn : 3
 - age : 47
 - collateral : 6000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 7000. The maturity is 60.0. The assets val is 5000. The dec profit is 650.0. The xperience is 3.0. The educatn is 3. The age is 47. The collateral is 6000. 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>7000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>650.0</td>
      <td>3.0</td>
      <td>3</td>
      <td>47</td>
      <td>6000</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 & 7000 & 60.000000 & 5000 & 650.000000 & 3.000000 & 3 & 47 & 6000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 47, 'amnt req': 7000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 650.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 3.0}",A 47-year-old male is applying for a loan of 7000 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 60.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 650.0 cedis. His educational background is primary and the number of years that he has been in business is 3.0. 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 6000 cedis.
1140,1,2000,1000,1,30.0,5000,1000.0,1.0,1,36,4000,1,0,0,1,5,0,No,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 5000, dec profit is 1000.0, xperience is 1.0, educatn is 1, age is 36, collateral is 4000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 1000.0
 - xperience : 1.0
 - educatn : 1
 - age : 36
 - collateral : 4000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 5000. The dec profit is 1000.0. The xperience is 1.0. The educatn is 1. The age is 36. The collateral is 4000. The locatn is 1. 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>30.0</td>
      <td>5000</td>
      <td>1000.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>36</td>
      <td>4000</td>
      <td>1</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 & 30.000000 & 5000 & 1000.000000 & 1.000000 & 1 & 36 & 4000 & 1 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 2000, 'assets val': 5000, 'collateral': 4000, 'dec profit': 1000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 1.0}",A 36-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 30.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 1000.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 4000 cedis.
1141,0,300,300,0,20.0,1000,0.0,0.0,3,28,2500,0,0,1,1,5,0,Yes,"sex is 0, amnt req is 300, maturity is 20.0, assets val is 1000, dec profit is 0.0, xperience is 0.0, educatn is 3, age is 28, collateral is 2500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 300
 - maturity : 20.0
 - assets val : 1000
 - dec profit : 0.0
 - xperience : 0.0
 - educatn : 3
 - age : 28
 - collateral : 2500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 300. The maturity is 20.0. The assets val is 1000. The dec profit is 0.0. The xperience is 0.0. The educatn is 3. The age is 28. The collateral is 2500. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>300</td>
      <td>20.0</td>
      <td>1000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3</td>
      <td>28</td>
      <td>2500</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 300 & 20.000000 & 1000 & 0.000000 & 0.000000 & 3 & 28 & 2500 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 300, 'assets val': 1000, 'collateral': 2500, 'dec profit': 0.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 20.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 0.0}",A 28-year-old female is applying for a loan of 300 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 20.0 years. Her assets value is 1000 cedis and her declared profits (after tax) is 0.0 cedis. Her educational background is primary and the number of years that she has been in business is 0.0. 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 2500 cedis.
1142,0,3000,2000,1,12.0,2000,250.0,6.0,1,29,4000,0,1,0,0,1,0,No,"sex is 0, amnt req is 3000, maturity is 12.0, assets val is 2000, dec profit is 250.0, xperience is 6.0, educatn is 1, age is 29, collateral is 4000, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 3000
 - maturity : 12.0
 - assets val : 2000
 - dec profit : 250.0
 - xperience : 6.0
 - educatn : 1
 - age : 29
 - collateral : 4000
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 3000. The maturity is 12.0. The assets val is 2000. The dec profit is 250.0. The xperience is 6.0. The educatn is 1. The age is 29. The collateral is 4000. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>3000</td>
      <td>12.0</td>
      <td>2000</td>
      <td>250.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>29</td>
      <td>4000</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 3000 & 12.000000 & 2000 & 250.000000 & 6.000000 & 1 & 29 & 4000 & 0 & 1 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 29, 'amnt req': 3000, 'assets val': 2000, 'collateral': 4000, 'dec profit': 250.0, 'educatn': 1, 'guarantor': 1, 'locatn': 0, 'maturity': 12.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 29-year-old female is applying for a loan of 3000 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 12.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 250.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 6.0. She provided a guarantor and this is not 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 4000 cedis.
1143,0,1000,1000,0,30.0,2000,150.0,4.0,1,32,4500,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 30.0, assets val is 2000, dec profit is 150.0, xperience is 4.0, educatn is 1, age is 32, collateral is 4500, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 150.0
 - xperience : 4.0
 - educatn : 1
 - age : 32
 - collateral : 4500
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 30.0. The assets val is 2000. The dec profit is 150.0. The xperience is 4.0. The educatn is 1. The age is 32. The collateral is 4500. 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>1000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>150.0</td>
      <td>4.0</td>
      <td>1</td>
      <td>32</td>
      <td>4500</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 & 1000 & 30.000000 & 2000 & 150.000000 & 4.000000 & 1 & 32 & 4500 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 32, 'amnt req': 1000, 'assets val': 2000, 'collateral': 4500, 'dec profit': 150.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 4.0}",A 32-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 30.0 years. Her assets value is 2000 cedis and her declared profits (after tax) is 150.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 4.0. 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 4500 cedis.
1144,1,4000,4000,0,30.0,3250,400.0,9.0,2,44,5000,1,1,1,1,4,0,Yes,"sex is 1, amnt req is 4000, maturity is 30.0, assets val is 3250, dec profit is 400.0, xperience is 9.0, educatn is 2, age is 44, collateral is 5000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 1
 - amnt req : 4000
 - maturity : 30.0
 - assets val : 3250
 - dec profit : 400.0
 - xperience : 9.0
 - educatn : 2
 - age : 44
 - collateral : 5000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 4000. The maturity is 30.0. The assets val is 3250. The dec profit is 400.0. The xperience is 9.0. The educatn is 2. The age is 44. The collateral is 5000. The locatn is 1. The guarantor is 1. 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>1</td>
      <td>4000</td>
      <td>30.0</td>
      <td>3250</td>
      <td>400.0</td>
      <td>9.0</td>
      <td>2</td>
      <td>44</td>
      <td>5000</td>
      <td>1</td>
      <td>1</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 & 1 & 4000 & 30.000000 & 3250 & 400.000000 & 9.000000 & 2 & 44 & 5000 & 1 & 1 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 44, 'amnt req': 4000, 'assets val': 3250, 'collateral': 5000, 'dec profit': 400.0, 'educatn': 2, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 9.0}",A 44-year-old male is applying for a loan of 4000 cedis. The applicant works in agriculture 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 3250 cedis and his declared profits (after tax) is 400.0 cedis. His educational background is secondary and the number of years that he has been in business is 9.0. 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 5000 cedis.
1145,0,9000,9000,0,30.0,5000,320.0,9.0,4,38,9000,1,1,1,1,1,1,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.
1146,1,9000,9000,0,60.0,10000,925.0,2.0,2,39,20000,0,0,1,0,3,0,Yes,"sex is 1, amnt req is 9000, maturity is 60.0, assets val is 10000, dec profit is 925.0, xperience is 2.0, educatn is 2, age is 39, collateral is 20000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 60.0
 - assets val : 10000
 - dec profit : 925.0
 - xperience : 2.0
 - educatn : 2
 - age : 39
 - collateral : 20000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 60.0. The assets val is 10000. The dec profit is 925.0. The xperience is 2.0. The educatn is 2. The age is 39. The collateral is 20000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 3. 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>9000</td>
      <td>60.0</td>
      <td>10000</td>
      <td>925.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>39</td>
      <td>20000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 9000 & 60.000000 & 10000 & 925.000000 & 2.000000 & 2 & 39 & 20000 & 0 & 0 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 39, 'amnt req': 9000, 'assets val': 10000, 'collateral': 20000, 'dec profit': 925.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 2.0}",A 39-year-old male is applying for a loan of 9000 cedis. The applicant works in manufacturing 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 10000 cedis and his declared profits (after tax) is 925.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 20000 cedis.
1147,0,14000,14000,0,36.0,7000,3000.0,10.0,1,35,7000,0,0,1,0,2,0,Yes,"sex is 0, amnt req is 14000, maturity is 36.0, assets val is 7000, dec profit is 3000.0, xperience is 10.0, educatn is 1, age is 35, collateral is 7000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 14000
 - maturity : 36.0
 - assets val : 7000
 - dec profit : 3000.0
 - xperience : 10.0
 - educatn : 1
 - age : 35
 - collateral : 7000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 14000. The maturity is 36.0. The assets val is 7000. The dec profit is 3000.0. The xperience is 10.0. The educatn is 1. The age is 35. The collateral is 7000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>14000</td>
      <td>36.0</td>
      <td>7000</td>
      <td>3000.0</td>
      <td>10.0</td>
      <td>1</td>
      <td>35</td>
      <td>7000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 14000 & 36.000000 & 7000 & 3000.000000 & 10.000000 & 1 & 35 & 7000 & 0 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 14000, 'assets val': 7000, 'collateral': 7000, 'dec profit': 3000.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 10.0}",A 35-year-old female is applying for a loan of 14000 cedis. The applicant works in transport 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 7000 cedis and her declared profits (after tax) is 3000.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 10.0. 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 7000 cedis.
1148,1,8000,8000,0,36.0,2800,300.0,11.0,2,49,9000,1,0,1,0,2,0,Yes,"sex is 1, amnt req is 8000, maturity is 36.0, assets val is 2800, dec profit is 300.0, xperience is 11.0, educatn is 2, age is 49, collateral is 9000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 2, savings is 0","- sex : 1
 - amnt req : 8000
 - maturity : 36.0
 - assets val : 2800
 - dec profit : 300.0
 - xperience : 11.0
 - educatn : 2
 - age : 49
 - collateral : 9000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 1. The amnt req is 8000. The maturity is 36.0. The assets val is 2800. The dec profit is 300.0. The xperience is 11.0. The educatn is 2. The age is 49. The collateral is 9000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 2. 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>8000</td>
      <td>36.0</td>
      <td>2800</td>
      <td>300.0</td>
      <td>11.0</td>
      <td>2</td>
      <td>49</td>
      <td>9000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</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 & 8000 & 36.000000 & 2800 & 300.000000 & 11.000000 & 2 & 49 & 9000 & 1 & 0 & 1 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 49, 'amnt req': 8000, 'assets val': 2800, 'collateral': 9000, 'dec profit': 300.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 2, 'sex': 1, 'xperience': 11.0}",A 49-year-old male is applying for a loan of 8000 cedis. The applicant works in transport sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 300.0 cedis. His educational background is secondary and the number of years that he has been in business is 11.0. He did not provide any 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.
1149,0,2000,1000,1,60.0,5000,889.0,22.0,3,46,2000,0,0,1,1,5,0,No,"sex is 0, amnt req is 2000, maturity is 60.0, assets val is 5000, dec profit is 889.0, xperience is 22.0, educatn is 3, age is 46, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 5, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 5000
 - dec profit : 889.0
 - xperience : 22.0
 - educatn : 3
 - age : 46
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 60.0. The assets val is 5000. The dec profit is 889.0. The xperience is 22.0. The educatn is 3. The age is 46. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. 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>0</td>
      <td>2000</td>
      <td>60.0</td>
      <td>5000</td>
      <td>889.0</td>
      <td>22.0</td>
      <td>3</td>
      <td>46</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</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 & 0 & 2000 & 60.000000 & 5000 & 889.000000 & 22.000000 & 3 & 46 & 2000 & 0 & 0 & 1 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 46, 'amnt req': 2000, 'assets val': 5000, 'collateral': 2000, 'dec profit': 889.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 5, 'sex': 0, 'xperience': 22.0}",A 46-year-old female is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 889.0 cedis. Her educational background is primary and the number of years that she has been in business is 22.0. 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.
1150,1,3000,3000,0,30.0,5000,550.0,6.0,3,36,6000,1,0,0,0,5,0,Yes,"sex is 1, amnt req is 3000, maturity is 30.0, assets val is 5000, dec profit is 550.0, xperience is 6.0, educatn is 3, age is 36, collateral is 6000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 3000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 550.0
 - xperience : 6.0
 - educatn : 3
 - age : 36
 - collateral : 6000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 3000. The maturity is 30.0. The assets val is 5000. The dec profit is 550.0. The xperience is 6.0. The educatn is 3. The age is 36. The collateral is 6000. 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>3000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>550.0</td>
      <td>6.0</td>
      <td>3</td>
      <td>36</td>
      <td>6000</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 & 3000 & 30.000000 & 5000 & 550.000000 & 6.000000 & 3 & 36 & 6000 & 1 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 36, 'amnt req': 3000, 'assets val': 5000, 'collateral': 6000, 'dec profit': 550.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 6.0}",A 36-year-old male is applying for a loan of 3000 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 30.0 years. His assets value is 5000 cedis and his declared profits (after tax) is 550.0 cedis. His educational background is primary 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 resides or have his business close to the bank. The value of his collateral is 6000 cedis.
1151,1,1000,1000,0,30.0,2000,280.0,2.0,1,48,3500,1,0,1,0,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 2000, dec profit is 280.0, xperience is 2.0, educatn is 1, age is 48, collateral is 3500, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 280.0
 - xperience : 2.0
 - educatn : 1
 - age : 48
 - collateral : 3500
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 2000. The dec profit is 280.0. The xperience is 2.0. The educatn is 1. The age is 48. The collateral is 3500. 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>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>280.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>48</td>
      <td>3500</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 & 1 & 1000 & 30.000000 & 2000 & 280.000000 & 2.000000 & 1 & 48 & 3500 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 48, 'amnt req': 1000, 'assets val': 2000, 'collateral': 3500, 'dec profit': 280.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 48-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 280.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. He did not provide any 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 3500 cedis.
1152,1,2000,2000,0,30.0,2000,700.0,1.0,1,38,1000,0,0,0,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 30.0, assets val is 2000, dec profit is 700.0, xperience is 1.0, educatn is 1, age is 38, collateral is 1000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 30.0
 - assets val : 2000
 - dec profit : 700.0
 - xperience : 1.0
 - educatn : 1
 - age : 38
 - collateral : 1000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 30.0. The assets val is 2000. The dec profit is 700.0. The xperience is 1.0. The educatn is 1. The age is 38. The collateral is 1000. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>2000</td>
      <td>30.0</td>
      <td>2000</td>
      <td>700.0</td>
      <td>1.0</td>
      <td>1</td>
      <td>38</td>
      <td>1000</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 2000 & 30.000000 & 2000 & 700.000000 & 1.000000 & 1 & 38 & 1000 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 2000, 'assets val': 2000, 'collateral': 1000, 'dec profit': 700.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 1.0}",A 38-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce 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 2000 cedis and his declared profits (after tax) is 700.0 cedis. His educational background is tertiary and the number of years that he has been in business is 1.0. 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 1000 cedis.
1153,1,9000,6000,1,30.0,1000,3000.0,2.0,3,38,7000,1,1,1,0,3,0,No,"sex is 1, amnt req is 9000, maturity is 30.0, assets val is 1000, dec profit is 3000.0, xperience is 2.0, educatn is 3, age is 38, collateral is 7000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 3, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 1000
 - dec profit : 3000.0
 - xperience : 2.0
 - educatn : 3
 - age : 38
 - collateral : 7000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 3
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 30.0. The assets val is 1000. The dec profit is 3000.0. The xperience is 2.0. The educatn is 3. The age is 38. The collateral is 7000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 3. 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>9000</td>
      <td>30.0</td>
      <td>1000</td>
      <td>3000.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>38</td>
      <td>7000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>3</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 & 9000 & 30.000000 & 1000 & 3000.000000 & 2.000000 & 3 & 38 & 7000 & 1 & 1 & 1 & 0 & 3 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 9000, 'assets val': 1000, 'collateral': 7000, 'dec profit': 3000.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 3, 'sex': 1, 'xperience': 2.0}",A 38-year-old male is applying for a loan of 9000 cedis. The applicant works in manufacturing 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 1000 cedis and his declared profits (after tax) is 3000.0 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 7000 cedis.
1154,1,2000,2000,0,50.0,3000,500.0,3.0,2,31,10000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 2000, maturity is 50.0, assets val is 3000, dec profit is 500.0, xperience is 3.0, educatn is 2, age is 31, collateral is 10000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 50.0
 - assets val : 3000
 - dec profit : 500.0
 - xperience : 3.0
 - educatn : 2
 - age : 31
 - collateral : 10000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 50.0. The assets val is 3000. The dec profit is 500.0. The xperience is 3.0. The educatn is 2. The age is 31. The collateral is 10000. 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>1</td>
      <td>2000</td>
      <td>50.0</td>
      <td>3000</td>
      <td>500.0</td>
      <td>3.0</td>
      <td>2</td>
      <td>31</td>
      <td>10000</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 & 1 & 2000 & 50.000000 & 3000 & 500.000000 & 3.000000 & 2 & 31 & 10000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 31, 'amnt req': 2000, 'assets val': 3000, 'collateral': 10000, 'dec profit': 500.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 50.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 3.0}",A 31-year-old male is applying for a loan of 2000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 50.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is secondary and the number of years that he has been in business is 3.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 10000 cedis.
1155,1,700,700,0,60.0,3500,200.0,20.0,3,45,3500,0,1,0,0,4,0,Yes,"sex is 1, amnt req is 700, maturity is 60.0, assets val is 3500, dec profit is 200.0, xperience is 20.0, educatn is 3, age is 45, collateral is 3500, locatn is 0, guarantor is 1, relatnshp is 0, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 700
 - maturity : 60.0
 - assets val : 3500
 - dec profit : 200.0
 - xperience : 20.0
 - educatn : 3
 - age : 45
 - collateral : 3500
 - locatn : 0
 - guarantor : 1
 - relatnshp : 0
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 700. The maturity is 60.0. The assets val is 3500. The dec profit is 200.0. The xperience is 20.0. The educatn is 3. The age is 45. The collateral is 3500. The locatn is 0. The guarantor is 1. The relatnshp is 0. 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>700</td>
      <td>60.0</td>
      <td>3500</td>
      <td>200.0</td>
      <td>20.0</td>
      <td>3</td>
      <td>45</td>
      <td>3500</td>
      <td>0</td>
      <td>1</td>
      <td>0</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 & 700 & 60.000000 & 3500 & 200.000000 & 20.000000 & 3 & 45 & 3500 & 0 & 1 & 0 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 45, 'amnt req': 700, 'assets val': 3500, 'collateral': 3500, 'dec profit': 200.0, 'educatn': 3, 'guarantor': 1, 'locatn': 0, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 20.0}",A 45-year-old male is applying for a loan of 700 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 60.0 years. His assets value is 3500 cedis and his declared profits (after tax) is 200.0 cedis. His educational background is primary and the number of years that he has been in business is 20.0. He provided a 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 3500 cedis.
1156,1,9000,7000,1,45.0,7800,430.0,2.0,2,51,7000,1,0,1,0,4,0,No,"sex is 1, amnt req is 9000, maturity is 45.0, assets val is 7800, dec profit is 430.0, xperience is 2.0, educatn is 2, age is 51, collateral is 7000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 9000
 - maturity : 45.0
 - assets val : 7800
 - dec profit : 430.0
 - xperience : 2.0
 - educatn : 2
 - age : 51
 - collateral : 7000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 9000. The maturity is 45.0. The assets val is 7800. The dec profit is 430.0. The xperience is 2.0. The educatn is 2. The age is 51. The collateral is 7000. The locatn is 1. The guarantor is 0. 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>9000</td>
      <td>45.0</td>
      <td>7800</td>
      <td>430.0</td>
      <td>2.0</td>
      <td>2</td>
      <td>51</td>
      <td>7000</td>
      <td>1</td>
      <td>0</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 & 9000 & 45.000000 & 7800 & 430.000000 & 2.000000 & 2 & 51 & 7000 & 1 & 0 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 51, 'amnt req': 9000, 'assets val': 7800, 'collateral': 7000, 'dec profit': 430.0, 'educatn': 2, 'guarantor': 0, 'locatn': 1, 'maturity': 45.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 51-year-old male is applying for a loan of 9000 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 45.0 years. His assets value is 7800 cedis and his declared profits (after tax) is 430.0 cedis. His educational background is secondary and the number of years that he has been in business is 2.0. He did not provide any 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 7000 cedis.
1157,1,900,600,1,36.0,1200,120.0,2.0,1,43,1300,0,0,0,0,1,0,No,"sex is 1, amnt req is 900, maturity is 36.0, assets val is 1200, dec profit is 120.0, xperience is 2.0, educatn is 1, age is 43, collateral is 1300, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 900
 - maturity : 36.0
 - assets val : 1200
 - dec profit : 120.0
 - xperience : 2.0
 - educatn : 1
 - age : 43
 - collateral : 1300
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 900. The maturity is 36.0. The assets val is 1200. The dec profit is 120.0. The xperience is 2.0. The educatn is 1. The age is 43. The collateral is 1300. The locatn is 0. The guarantor is 0. The relatnshp is 0. 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>1</td>
      <td>900</td>
      <td>36.0</td>
      <td>1200</td>
      <td>120.0</td>
      <td>2.0</td>
      <td>1</td>
      <td>43</td>
      <td>1300</td>
      <td>0</td>
      <td>0</td>
      <td>0</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 & 1 & 900 & 36.000000 & 1200 & 120.000000 & 2.000000 & 1 & 43 & 1300 & 0 & 0 & 0 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 43, 'amnt req': 900, 'assets val': 1200, 'collateral': 1300, 'dec profit': 120.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 2.0}",A 43-year-old male is applying for a loan of 900 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 1200 cedis and his declared profits (after tax) is 120.0 cedis. His educational background is tertiary and the number of years that he has been in business is 2.0. 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 1300 cedis.
1158,0,20000,10000,1,60.0,40000,565.0,5.0,1,40,25000,1,0,0,0,2,0,No,"sex is 0, amnt req is 20000, maturity is 60.0, assets val is 40000, dec profit is 565.0, xperience is 5.0, educatn is 1, age is 40, collateral is 25000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 2, savings is 0","- sex : 0
 - amnt req : 20000
 - maturity : 60.0
 - assets val : 40000
 - dec profit : 565.0
 - xperience : 5.0
 - educatn : 1
 - age : 40
 - collateral : 25000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 2
 - savings : 0",The sex is 0. The amnt req is 20000. The maturity is 60.0. The assets val is 40000. The dec profit is 565.0. The xperience is 5.0. The educatn is 1. The age is 40. The collateral is 25000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 2. 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>20000</td>
      <td>60.0</td>
      <td>40000</td>
      <td>565.0</td>
      <td>5.0</td>
      <td>1</td>
      <td>40</td>
      <td>25000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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 & 20000 & 60.000000 & 40000 & 565.000000 & 5.000000 & 1 & 40 & 25000 & 1 & 0 & 0 & 0 & 2 & 0 \\
\end{tabular}
","{'age': 40, 'amnt req': 20000, 'assets val': 40000, 'collateral': 25000, 'dec profit': 565.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 2, 'sex': 0, 'xperience': 5.0}",A 40-year-old female is applying for a loan of 20000 cedis. The applicant works in transport sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 60.0 years. Her assets value is 40000 cedis and her declared profits (after tax) is 565.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is not 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 25000 cedis.
1159,1,5000,5000,0,36.0,2000,500.0,17.0,1,42,2000,0,0,1,0,1,0,Yes,"sex is 1, amnt req is 5000, maturity is 36.0, assets val is 2000, dec profit is 500.0, xperience is 17.0, educatn is 1, age is 42, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 1
 - amnt req : 5000
 - maturity : 36.0
 - assets val : 2000
 - dec profit : 500.0
 - xperience : 17.0
 - educatn : 1
 - age : 42
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 5000. The maturity is 36.0. The assets val is 2000. The dec profit is 500.0. The xperience is 17.0. The educatn is 1. The age is 42. The collateral is 2000. 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>1</td>
      <td>5000</td>
      <td>36.0</td>
      <td>2000</td>
      <td>500.0</td>
      <td>17.0</td>
      <td>1</td>
      <td>42</td>
      <td>2000</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 & 1 & 5000 & 36.000000 & 2000 & 500.000000 & 17.000000 & 1 & 42 & 2000 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 5000, 'assets val': 2000, 'collateral': 2000, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 17.0}",A 42-year-old male is applying for a loan of 5000 cedis. The applicant works in commerce sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 36.0 years. His assets value is 2000 cedis and his declared profits (after tax) is 500.0 cedis. His educational background is tertiary and the number of years that he has been in business is 17.0. He did not provide any 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 does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.