Awesome. Here is the beauty of a well-thought data analysis workflow, by picking up quality data and using powerful tools: in a few steps `xarray-spatial` and the *pandas ecosystem hit the confidence level for the human intervention (calls) to reveal a very important (easy to overlook) reality.
This is fantastic analysis, this tech could be used to analyze lots of geographic problems where there are multiple overlays of geographic data.