As a non-data-scientist, assess my approach for finding the "most important" columns in a dataset

I'm building a product for the video game, League of Legends, that will give players 3-6 distinct things to focus on in the game, that will increase their chances of winning the most.

For my technical background, I thought I wanted to be a data scientist, but transitioned to data engineering, so I have a very fundamental grasp of machine learning concepts. This is why I want input from all of you wonderfully smart people about the way I want …

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