Some changes I needed to run this notebook

Great talk!  I really enjoyed going through this notebook.  I'm afraid the diff in this PR is mostly unreadable, because the code is strewn throughout the notebook file among all of iPython's metadata.  Please let me know if there's a better way to approach this.

Best regards,
Alex