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Three types of parallelism: behind the scenes, managed but requiring a new workflow, user parallelized - modin - https://markus-beuckelmann.de/blog/boosting-numpy-blas.html

The extra exercise in plotting has a age as a categorical with a few non-numeric values before we get into cleaning that stuff.

Instead of using anaconda to automatically set the path, ad it in commander

https://realpython.com/pandas-settingwithcopywarning/

pysnooper: https://github.com/cool-RR/pysnooper side table: https://pbpython.com/sidetable.html

http://jakevdp.github.io/blog/2014/05/09/why-python-is-slow/