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How to annotate boxplot median, quartiles, and whiskers

How to get boxplot data for matplotlib boxplots shows how to use matplotlib.cbook.boxplot_stats to extract all the boxplot stats as used by matplotlib. boxplot_stats works with an array of values containing no NaN.