<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>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>Non-Degree UGRD</td>
      <td>Non-Degree UGRD</td>
      <td>Cancelled</td>
      <td>2007.0</td>
      <td>A</td>
      <td>A</td>
      <td>2011.0</td>
      <td>A</td>
      <td>A</td>
      <td>2001.0</td>
      <td>A</td>
      <td>A</td>
      <td>1807.0</td>
      <td>A-</td>
      <td>96.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Non-Degree UGRD</td>
      <td>Nursing BS (PB)</td>
      <td>Completed Program</td>
      <td>1911.0</td>
      <td>A</td>
      <td>A</td>
      <td>2001.0</td>
      <td>A</td>
      <td>A</td>
      <td>1909.0</td>
      <td>A</td>
      <td>A</td>
      <td>1908.0</td>
      <td>A-</td>
      <td>96.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Human Biology AS</td>
      <td>Non-Degree UGRD</td>
      <td>Active in Program</td>
      <td>1905.0</td>
      <td>B-</td>
      <td>C</td>
      <td>1907.0</td>
      <td>B+</td>
      <td>A-</td>
      <td>1909.0</td>
      <td>A-</td>
      <td>B-</td>
      <td>1904.0</td>
      <td>A</td>
      <td>95.3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Non-Degree UGRD</td>
      <td>Nursing BS (PB)</td>
      <td>Completed Program</td>
      <td>2002.0</td>
      <td>A</td>
      <td>A</td>
      <td>2004.0</td>
      <td>A</td>
      <td>A</td>
      <td>2006.0</td>
      <td>A</td>
      <td>A</td>
      <td>1911.0</td>
      <td>A</td>
      <td>95.3</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Public Health BS</td>
      <td>Nursing BS</td>
      <td>Completed Program</td>
      <td>2008.0</td>
      <td>A</td>
      <td>A</td>
      <td>2010.0</td>
      <td>A</td>
      <td>A</td>
      <td>2001.0</td>
      <td>A-</td>
      <td>A</td>
      <td>1908.0</td>
      <td>A</td>
      <td>95.3</td>
    </tr>
  </tbody>
</table>
</div>

   Entering Program  Current Program     Program Status  BIO201 Term  \
0   Non-Degree UGRD  Non-Degree UGRD          Cancelled       2007.0   
1   Non-Degree UGRD  Nursing BS (PB)  Completed Program       1911.0   
2  Human Biology AS  Non-Degree UGRD  Active in Program       1905.0   
3   Non-Degree UGRD  Nursing BS (PB)  Completed Program       2002.0   
4  Public Health BS       Nursing BS  Completed Program       2008.0   

  BIO201 Grade BIO201A Grade  BIO202 Term BIO202 Grade BIO202A Grade  \
0            A             A       2011.0            A             A   
1            A             A       2001.0            A             A   
2           B-             C       1907.0           B+            A-   
3            A             A       2004.0            A             A   
4            A             A       2010.0            A             A   

   BIO203 Term BIO203 Grade BIO203A Grade  BST322 Term BST322 Grade  \
0       2001.0            A             A       1807.0           A-   
1       1909.0            A             A       1908.0           A-   
2       1909.0           A-            B-       1904.0            A   
3       2006.0            A             A       1911.0            A   
4       2001.0           A-             A       1908.0            A   

   TEAS Score  
0        96.0  
1        96.0  
2        95.3  
3        95.3  
4        95.3  

BIO201 Grade     0.262960
BIO201A Grade   -0.013531
BIO202 Grade     0.378407
BIO202A Grade    0.157483
BIO203 Grade     0.234223
BIO203A Grade    0.127664
BST322 Grade     0.176865
Name: TEAS Score, dtype: float64

Analysis of TEAS Scores and Course Grades in Human Biology AS Program

Please show me the correlations between the course grades and TEAS scores for students in the Human Biology AS program

Show me the correlation between the following course grades and their TEAS scores: BIO201 Grade, BIO201A Grade, BIO202 Grade, BIO202A Grade, BIO203 Grade, BIO203A Grade, and BST322 Grade

The correlation matrix visualization is showing courses against themselves - is it possible to show a visualization of courses correlated with their TEAS scores?

Could you please bin courses and their 'A' equivalents? i.e. BIO201 and BIO201A in one bin

Can you show the distribution of TEAS scores for the Human Biology AS program?