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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Student ID</th>
      <th>Education Type</th>
      <th>GPA</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>Online</td>
      <td>3.5</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>Traditional</td>
      <td>3.2</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>Online</td>
      <td>3.9</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>Traditional</td>
      <td>3.1</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>Online</td>
      <td>3.7</td>
    </tr>
    <tr>
      <th>5</th>
      <td>6</td>
      <td>Traditional</td>
      <td>3.4</td>
    </tr>
    <tr>
      <th>6</th>
      <td>7</td>
      <td>Online</td>
      <td>3.8</td>
    </tr>
    <tr>
      <th>7</th>
      <td>8</td>
      <td>Traditional</td>
      <td>3.0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>9</td>
      <td>Online</td>
      <td>3.6</td>
    </tr>
    <tr>
      <th>9</th>
      <td>10</td>
      <td>Traditional</td>
      <td>3.3</td>
    </tr>
  </tbody>
</table>
</div>

   Student ID Education Type  GPA
0           1         Online  3.5
1           2    Traditional  3.2
2           3         Online  3.9
3           4    Traditional  3.1
4           5         Online  3.7
5           6    Traditional  3.4
6           7         Online  3.8
7           8    Traditional  3.0
8           9         Online  3.6
9          10    Traditional  3.3

T-statistic: 5.000000000000006
P-value: 0.0010528257933665305


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Comparing GPA between Students with Online and Traditional Education

I would like you to formulate one research question and one null hypothesis. Also analyze the data to answer the research question and test the hypothesis

Research Question and Hypothesis Analysis Summary

Analysis Outcome

Conclusion

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Research Question and Hypothesis Analysis Summary

Analysis Outcome

Conclusion

Visualization

Continue the analysis