Sync notebook commentary with notebook code

[cjuracek]

As we modify the notebook code, there becomes a larger risk that the notebook commentary will be "out of sync" with the actual code being run. Once we've verified we can run the code start -> end properly, give the text a final read through to make sure everything is proper.