We apply topological data analysis, specifically the Mapper algorithm, to U.S. COVID-19 data. The resulting graphs provide visualizations of pandemic that are more complete than those supplied by other, standard methods. They encode a variety geometric features cloud created from geographic information, time progression, and number cases. reflect development across all capture growth rates as w...