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Average Intraday Returns, Heatmap

Hey, I am slowly getting started with financial programming and want to analyze average intraday returns from Jan 2016 until October 2018 via heatmap depending on sector and market cap. I know, this may not be new mindblowing content, but nevertheless, this is what I've got so far.

Please comment if you have suggestions how to improve it!