There is a wide array of powerful free open-source tools for doing data analysis, and many of them can now handle spatial data. This post will focus on using R, specifically the tidyverse packages, as a data exploration tool for analyses that would otherwise be cumbersome in a traditional desktop GIS program. I am currently…