Euclidean distance in heatmap and Shannon index formulas

Hi, does anyone know the formula used by Qiime2 to calculate Euclidean distances for creating heatmap and Shannon index? I know that Shannon index can be calculated with slightly different formulas.

I hope you don't mind that I merged your topics into one.

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