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@@ -100,7 +100,7 @@ <h2>Notebooks and accompanying videos</h2>
 
 <p>Pandas and Time Series &mdash;
 <a href="http://nbviewer.ipython.org/github/mbakker7/exploratory_computing_with_python/blob/master/notebook8_pandas/py_exploratory_comp_8_sol.ipynb">Notebook 8</a>
-&mdash;  <a href="http://youtu.be/HmJmH2fRLk4">Video (Python 2)</a>
+&mdash;  <a href="https://youtu.be/MTdIY6uFY6M">Video</a>
 </p>
 
 <p>Discrete Random Variables &mdash;