title: Pandas .sort_values does not sort as expected
body: <p>I've got a dataframe created from a dict that I'm trying to sort by a certain row, but df.sort_values does not sort as I expect.</p>
  
  <pre><code>score_data = {'Name': ['Ben', 'Kyle', 'Joe'],
                'Team Name': ['team1', 'team1', 'team1'],
                'Score': [120, 50, 200]}
  df = pd.DataFrame.from_dict(score_data)
  df.sort_values('Name', ascending=True, inplace=True)
  print(df.to_string(index=False))
  </code></pre>
  
  <p>Trying to sort by column 'Score', what I expect is:</p>
  
  <pre><code>Name Team Name  Score
   Joe     team1    200
   Ben     team1    120
  Kyle     team1     50
  </code></pre>
  
  <p>But what I actually get is:</p>
  
  <pre><code>Name Team Name  Score
   Ben     team1    120
   Joe     team1    200
  Kyle     team1     50
  </code></pre>
  
  <p>What am I missing here?</p>
  
  <p>Edit: I passed the wrong column name to the sort_values function. Duh.</p>