In this post, we study whether (and how) the spread of COVID-19 across the United States varied by geography, race, income, and population density. Were urban areas more affected by COVID-19 than rural areas? Did population density matter in the spread? Were certain races and income groups affected more by the spread of this deadly coronavirus? Our analysis uncovers stark demographic trends among places affected most severely by the pandemic thus far.