I recently created an interactive Covid-19 Hot Spots Dash App that provides both state-level and county-level heat maps of new infections per capita in the US.
Hopefully, it provides some useful data for you. Let me know what you think! Bug reports and feature requests are especially helpful :).
After clicking a state (or county):