bivariate choropleth map Make

Hello, I'm a college student and saw your bivariate choropleth map,
Very cool chart, can you refer to the source code of the drawing? Because when I am drawing, involving numpy.nan values, the color of the plot is always handled poorly? Hope you can give some advice, thanks again