A little over a two years ago I wrote about point-in-polygon joins in R using an example of parking violations in Philedelphia. This example has been written about a few times involving a GPU example, using it as example for tuning PostGIS, a GeoPandas version for comparison, and a version comparing ArcPro, QGIS, PostGIS, and Manifold.