title: Plotting Pearson Correlation Coefficient with matplotlib
body: <p>I've been able to use the pearsonr function in sciPy to get the correlation coefficient and now want to plot  the result onto a scatter plot using matplotlib.</p>
  
  <p>I looked through the doc's but can't see anything to help with this.</p>
  
  <p>What would be the best way to achieve this.</p>
  
  <p>I'm not a mathematician so this is all very new.</p>
  
  <p>There is a function in Excel that does this.</p>
  
  <p>Thanks</p>