This document summarizes the use of spatial data analysis in R using the sp package. It discusses how to create and manipulate spatial point, line, polygon and grid objects. It provides an example of analyzing Colorado tornado data and counting storms in hexagonal grids over the United States to demonstrate spatial analysis techniques in R.