And folks, if you're using a notebooks, be sure restart your kernel and execute a clean run. When I'm reviewing code, seeing that a cell has been run 300 times is concerning.

Data Enthusiast, fallible human. A data scientist with a background in both psychology and IT, public speaking in areas of data, career, and ethics.

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