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Hi, Im Sharon Machlis, Director of Editorial Data amp;amp; Analytics at IDG Communications. Im here with episode 7 of Do More With R: Maps. Not too long ago, analyzing geo-spatial data in R was pretty cumbersome. But thats changed. The sf package implemented a standard called simple features for R. And now, packages like ggplot2, tmap, and leaflet support sf. As someone tweeted to me the other day: sf makes GIS in R a joy! Let me show you how. Ive got a shapefile of counties in California thats a geospatial file with boundary information for each county. And, I have a separate CSV data file of median household income by county. Id like to map income by county. First, Ill load some packages. Then, Ill set my options so numbers dont display as scientific notation. Reading in the CSV file is pretty straightforward. Ill use readr to import the income data (although you could also use base Rs read.csv). How to get the shapefile into R? Its just as easy as reading in a CSV f