I show how (here) to create a heat map of the intensity of home purchases from 2000 to 2008 in Los Angeles County, CA using a random sample of 5000observations from the county deeds records. I build off of the code created by David Kahle for Hadley Wickham‘s GGPlot2 Case study competition. I use the results of the geocoding procedure that I outline here as the input data.