<div>
<style scoped>
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        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
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    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Entering Program</th>
      <th>Current Program</th>
      <th>Program Status</th>
      <th>BIO201 Term</th>
      <th>BIO201 Grade</th>
      <th>BIO201A Grade</th>
      <th>BIO202 Term</th>
      <th>BIO202 Grade</th>
      <th>BIO202A Grade</th>
      <th>BIO203 Term</th>
      <th>BIO203 Grade</th>
      <th>BIO203A Grade</th>
      <th>BST322 Term</th>
      <th>BST322 Grade</th>
      <th>TEAS Score</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>5</td>
      <td>4</td>
      <td>1</td>
      <td>1801</td>
      <td>B+</td>
      <td>A-</td>
      <td>1803</td>
      <td>A-</td>
      <td>A-</td>
      <td>1805</td>
      <td>B</td>
      <td>B+</td>
      <td>1807</td>
      <td>A</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>2</td>
      <td>1</td>
      <td>1801</td>
      <td>A-</td>
      <td>B+</td>
      <td>2010</td>
      <td>A</td>
      <td>A-</td>
      <td>1805</td>
      <td>A-</td>
      <td>A</td>
      <td>1803</td>
      <td>A-</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1</td>
      <td>7</td>
      <td>0</td>
      <td>1801</td>
      <td>B-</td>
      <td>B-</td>
      <td>1803</td>
      <td>A-</td>
      <td>A</td>
      <td>1805</td>
      <td>B</td>
      <td>B+</td>
      <td>1807</td>
      <td>B</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1801</td>
      <td>A-</td>
      <td>B+</td>
      <td>1803</td>
      <td>A-</td>
      <td>A-</td>
      <td>1805</td>
      <td>B</td>
      <td>A-</td>
      <td>1807</td>
      <td>A-</td>
      <td>64.7</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>1801</td>
      <td>C+</td>
      <td>C+</td>
      <td>1803</td>
      <td>A-</td>
      <td>A-</td>
      <td>1805</td>
      <td>B+</td>
      <td>B+</td>
      <td>1807</td>
      <td>A-</td>
      <td>NaN</td>
    </tr>
  </tbody>
</table>
</div>

   Entering Program  Current Program  Program Status  BIO201 Term  \
0                 5                4               1         1801   
1                 2                2               1         1801   
2                 1                7               0         1801   
3                 1                1               0         1801   
4                 1                1               0         1801   

  BIO201 Grade BIO201A Grade  BIO202 Term BIO202 Grade BIO202A Grade  \
0           B+            A-         1803           A-            A-   
1           A-            B+         2010            A            A-   
2           B-            B-         1803           A-             A   
3           A-            B+         1803           A-            A-   
4           C+            C+         1803           A-            A-   

   BIO203 Term BIO203 Grade BIO203A Grade  BST322 Term BST322 Grade  \
0         1805            B            B+         1807            A   
1         1805           A-             A         1803           A-   
2         1805            B            B+         1807            B   
3         1805            B            A-         1807           A-   
4         1805           B+            B+         1807           A-   

   TEAS Score  
0         NaN  
1         NaN  
2         NaN  
3        64.7  
4         NaN  

<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>BIO201 Year</th>
      <th>BIO202 Year</th>
      <th>BIO203 Year</th>
      <th>BST322 Year</th>
      <th>Entering Program</th>
      <th>Current Program</th>
      <th>Program Status</th>
      <th>BIO201 Term</th>
      <th>BIO201 Grade</th>
      <th>BIO201A Grade</th>
      <th>BIO202 Term</th>
      <th>BIO202 Grade</th>
      <th>BIO202A Grade</th>
      <th>BIO203 Term</th>
      <th>BIO203 Grade</th>
      <th>BIO203A Grade</th>
      <th>BST322 Term</th>
      <th>BST322 Grade</th>
      <th>TEAS Score</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2018</td>
      <td>2018</td>
      <td>2018</td>
      <td>2018</td>
      <td>2.548387</td>
      <td>4.645161</td>
      <td>0.580645</td>
      <td>1804.274194</td>
      <td>3.629032</td>
      <td>3.629032</td>
      <td>1806.532258</td>
      <td>3.591935</td>
      <td>3.779032</td>
      <td>1807.903226</td>
      <td>3.525806</td>
      <td>3.548387</td>
      <td>1806.290323</td>
      <td>3.793548</td>
      <td>80.088710</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2018</td>
      <td>2018</td>
      <td>2018</td>
      <td>2019</td>
      <td>2.571429</td>
      <td>4.285714</td>
      <td>0.428571</td>
      <td>1806.142857</td>
      <td>3.528571</td>
      <td>3.528571</td>
      <td>1808.142857</td>
      <td>3.442857</td>
      <td>3.314286</td>
      <td>1809.285714</td>
      <td>3.242857</td>
      <td>3.385714</td>
      <td>1902.428571</td>
      <td>3.871429</td>
      <td>77.128571</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2018</td>
      <td>2018</td>
      <td>2019</td>
      <td>2018</td>
      <td>3.000000</td>
      <td>4.200000</td>
      <td>0.400000</td>
      <td>1809.100000</td>
      <td>3.530000</td>
      <td>3.670000</td>
      <td>1811.100000</td>
      <td>3.450000</td>
      <td>3.670000</td>
      <td>1901.900000</td>
      <td>3.340000</td>
      <td>3.810000</td>
      <td>1807.200000</td>
      <td>3.850000</td>
      <td>77.130000</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2018</td>
      <td>2018</td>
      <td>2019</td>
      <td>2019</td>
      <td>1.777778</td>
      <td>4.222222</td>
      <td>0.777778</td>
      <td>1808.666667</td>
      <td>3.488889</td>
      <td>3.744444</td>
      <td>1810.777778</td>
      <td>3.255556</td>
      <td>3.600000</td>
      <td>1902.111111</td>
      <td>3.366667</td>
      <td>3.533333</td>
      <td>1903.111111</td>
      <td>3.888889</td>
      <td>83.766667</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2018</td>
      <td>2018</td>
      <td>2020</td>
      <td>2018</td>
      <td>3.000000</td>
      <td>6.000000</td>
      <td>1.000000</td>
      <td>1803.000000</td>
      <td>2.700000</td>
      <td>3.700000</td>
      <td>1805.000000</td>
      <td>2.700000</td>
      <td>3.700000</td>
      <td>2008.000000</td>
      <td>4.000000</td>
      <td>4.000000</td>
      <td>1802.000000</td>
      <td>3.700000</td>
      <td>91.300000</td>
    </tr>
  </tbody>
</table>
</div>

   BIO201 Year  BIO202 Year  BIO203 Year  BST322 Year  Entering Program  \
0         2018         2018         2018         2018          2.548387   
1         2018         2018         2018         2019          2.571429   
2         2018         2018         2019         2018          3.000000   
3         2018         2018         2019         2019          1.777778   
4         2018         2018         2020         2018          3.000000   

   Current Program  Program Status  BIO201 Term  BIO201 Grade  BIO201A Grade  \
0         4.645161        0.580645  1804.274194      3.629032       3.629032   
1         4.285714        0.428571  1806.142857      3.528571       3.528571   
2         4.200000        0.400000  1809.100000      3.530000       3.670000   
3         4.222222        0.777778  1808.666667      3.488889       3.744444   
4         6.000000        1.000000  1803.000000      2.700000       3.700000   

   BIO202 Term  BIO202 Grade  BIO202A Grade  BIO203 Term  BIO203 Grade  \
0  1806.532258      3.591935       3.779032  1807.903226      3.525806   
1  1808.142857      3.442857       3.314286  1809.285714      3.242857   
2  1811.100000      3.450000       3.670000  1901.900000      3.340000   
3  1810.777778      3.255556       3.600000  1902.111111      3.366667   
4  1805.000000      2.700000       3.700000  2008.000000      4.000000   

   BIO203A Grade  BST322 Term  BST322 Grade  TEAS Score  
0       3.548387  1806.290323      3.793548   80.088710  
1       3.385714  1902.428571      3.871429   77.128571  
2       3.810000  1807.200000      3.850000   77.130000  
3       3.533333  1903.111111      3.888889   83.766667  
4       4.000000  1802.000000      3.700000   91.300000  

Exploring Predictors for Program Retention and Success in Health Science Programs

What predicts program retention and success?

Data Overview

Correlation Analysis

Bin the data by year and download it as an excel spreadsheet