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title: "Excercise 3 -- make a thematic map via simple features"
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1. Make a choropleth of the data using either the `ggplot2` or `mapview` package. Use the knowledge you gained in the **Simple Features** module.
a. For example, download your own BLS data (See [Get BLS Data](031_thematic_mapping.html#get_bls_data) in the **Basic Thematic Mapping** sectin of the [Simple Features](030_thematic_sf.html) module). Another option for getting data is to review Ari Lamstein's nice blog entry summarizing some [federal agency data](https://www.arilamstein.com/blog/2017/09/18/datasets-building-data-analysis-portfolio/).
b. Gather appropriate shapefile data using the tigris package ([documentation](https://github.com/walkerke/tigris#tigris))