<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>Start Date</th>
      <th>End Date</th>
      <th>Response Type</th>
      <th>IP Address</th>
      <th>Progress</th>
      <th>Duration (in seconds)</th>
      <th>Finished</th>
      <th>Recorded Date</th>
      <th>Response ID</th>
      <th>Recipient Last Name</th>
      <th>...</th>
      <th>Thank you for all your responses. To end, we have five demographic questions. \n\nWhat best describes the area where you live?</th>
      <th>Regardless of where you currently live, do you usually think of yourself as a city person, a suburban person, a small-town person, a country or rural person, or something else? - Selected Choice</th>
      <th>Regardless of where you currently live, do you usually think of yourself as a city person, a suburban person, a small-town person, a country or rural person, or something else? - Something else (please write in if you'd like) - Text</th>
      <th>Which of the following statements apply to you? \n\nPlease choose all that apply.</th>
      <th>Which of the following statements apply to you? \n\nPlease choose all that apply. - Display Order</th>
      <th>People can move in and out of different socioeconomic classes in their life or stay in the same one. To your best guess, which would you describe as your current socioeconomic class?</th>
      <th>Do you consider yourself "working class"?</th>
      <th>RESPONDENT_ID</th>
      <th>FL_22 - Block Randomizer - Display Order</th>
      <th>FL_11 - Block Randomizer - Display Order</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2025-03-22 09:37:16</td>
      <td>2025-03-22 09:37:43</td>
      <td>0</td>
      <td>71.201.211.67</td>
      <td>35</td>
      <td>27</td>
      <td>0</td>
      <td>2025-03-29 09:37:45.788</td>
      <td>R_5MPRgeKOX7YSfD5</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>iP9bb9caec528a7f87</td>
      <td>Ch6VanA</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2025-03-22 09:37:27</td>
      <td>2025-03-22 12:34:25</td>
      <td>0</td>
      <td>162.231.110.180</td>
      <td>35</td>
      <td>10617</td>
      <td>0</td>
      <td>2025-03-29 12:34:26.518</td>
      <td>R_3qZQwmRV9rQ3PNe</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>iP519bf2076970153c</td>
      <td>Ch8SenA</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2025-03-22 09:40:16</td>
      <td>2025-03-22 09:40:30</td>
      <td>0</td>
      <td>172.59.226.19</td>
      <td>35</td>
      <td>14</td>
      <td>0</td>
      <td>2025-03-29 09:40:32.854</td>
      <td>R_1uk981hYcUYvsOZ</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>iPd32414ae54921bd6</td>
      <td>Ch4GreA</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2025-03-22 10:14:47</td>
      <td>2025-03-22 10:15:07</td>
      <td>0</td>
      <td>216.103.116.73</td>
      <td>35</td>
      <td>19</td>
      <td>0</td>
      <td>2025-03-29 10:15:10.464</td>
      <td>R_3X6T6c1uWWD1Ixr</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>iPbd9c5ea457f90210</td>
      <td>Ch6VanA</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2025-03-22 10:27:38</td>
      <td>2025-03-22 10:29:44</td>
      <td>0</td>
      <td>97.180.73.61</td>
      <td>35</td>
      <td>125</td>
      <td>0</td>
      <td>2025-03-29 10:29:48.538</td>
      <td>R_32rR7ccQDo6sgRX</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>iP9d2079fcef0219e8</td>
      <td>Ch1PanA</td>
      <td>NaN</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 186 columns</p>
</div>

           Start Date            End Date  Response Type       IP Address  \
0 2025-03-22 09:37:16 2025-03-22 09:37:43              0    71.201.211.67   
1 2025-03-22 09:37:27 2025-03-22 12:34:25              0  162.231.110.180   
2 2025-03-22 09:40:16 2025-03-22 09:40:30              0    172.59.226.19   
3 2025-03-22 10:14:47 2025-03-22 10:15:07              0   216.103.116.73   
4 2025-03-22 10:27:38 2025-03-22 10:29:44              0     97.180.73.61   

   Progress  Duration (in seconds)  Finished           Recorded Date  \
0        35                     27         0 2025-03-29 09:37:45.788   
1        35                  10617         0 2025-03-29 12:34:26.518   
2        35                     14         0 2025-03-29 09:40:32.854   
3        35                     19         0 2025-03-29 10:15:10.464   
4        35                    125         0 2025-03-29 10:29:48.538   

         Response ID  Recipient Last Name  ...  \
0  R_5MPRgeKOX7YSfD5                  NaN  ...   
1  R_3qZQwmRV9rQ3PNe                  NaN  ...   
2  R_1uk981hYcUYvsOZ                  NaN  ...   
3  R_3X6T6c1uWWD1Ixr                  NaN  ...   
4  R_32rR7ccQDo6sgRX                  NaN  ...   

   Thank you for all your responses. To end, we have five demographic questions. \n\nWhat best describes the area where you live?  \
0                                                NaN                                                                                
1                                                NaN                                                                                
2                                                NaN                                                                                
3                                                NaN                                                                                
4                                                NaN                                                                                

   Regardless of where you currently live, do you usually think of yourself as a city person, a suburban person, a small-town person, a country or rural person, or something else? - Selected Choice  \
0                                                NaN                                                                                                                                                    
1                                                NaN                                                                                                                                                    
2                                                NaN                                                                                                                                                    
3                                                NaN                                                                                                                                                    
4                                                NaN                                                                                                                                                    

   Regardless of where you currently live, do you usually think of yourself as a city person, a suburban person, a small-town person, a country or rural person, or something else? - Something else (please write in if you'd like) - Text  \
0                                                NaN                                                                                                                                                                                          
1                                                NaN                                                                                                                                                                                          
2                                                NaN                                                                                                                                                                                          
3                                                NaN                                                                                                                                                                                          
4                                                NaN                                                                                                                                                                                          

   Which of the following statements apply to you? \n\nPlease choose all that apply.  \
0                                                NaN                                   
1                                                NaN                                   
2                                                NaN                                   
3                                                NaN                                   
4                                                NaN                                   

   Which of the following statements apply to you? \n\nPlease choose all that apply. - Display Order  \
0                                                NaN                                                   
1                                                NaN                                                   
2                                                NaN                                                   
3                                                NaN                                                   
4                                                NaN                                                   

  People can move in and out of different socioeconomic classes in their life or stay in the same one. To your best guess, which would you describe as your current socioeconomic class?  \
0                                                NaN                                                                                                                                       
1                                                NaN                                                                                                                                       
2                                                NaN                                                                                                                                       
3                                                NaN                                                                                                                                       
4                                                NaN                                                                                                                                       

  Do you consider yourself "working class"?       RESPONDENT_ID  \
0                                       NaN  iP9bb9caec528a7f87   
1                                       NaN  iP519bf2076970153c   
2                                       NaN  iPd32414ae54921bd6   
3                                       NaN  iPbd9c5ea457f90210   
4                                       NaN  iP9d2079fcef0219e8   

   FL_22 - Block Randomizer - Display Order  \
0                                   Ch6VanA   
1                                   Ch8SenA   
2                                   Ch4GreA   
3                                   Ch6VanA   
4                                   Ch1PanA   

   FL_11 - Block Randomizer - Display Order  
0                                       NaN  
1                                       NaN  
2                                       NaN  
3                                       NaN  
4                                       NaN  

[5 rows x 186 columns]

consent
1    97.685869
2     2.314131
Name: proportion, dtype: float64

Loading the dataset and removing respondents who did not consent

Load the dataset

Label as "consent" the variable that reads "Have you read the information sheet and consent to participating in this study?"

Summarize the share of respondents who consented.

Are there missing values for the consent column?

Remove rows for respondents who did not consent

How many respondents are there in the new dataset

Please save all this code and start a new conversation using the new dataset