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The code preceding the figure on page 34 does not run as is. The Notebook for Chapter 2 does run but shows code not in the book. As a former author I put code that ran in the book and explained it. It would be more helpful to explain code that runs and make Jupyter notebooks for all of it. This is meant as a helpful suggestion. It would make for easier reading.