If you haven't looked at the Johns Hopkins Covid-19 site recently, they've included a US map now. The US map will break out reports by counties.
Here's the current Sumter County Covid-19 status page, for example:
Sumter County Covid-19 Status Page
Main Johns Hopkins Covid United States map:
Johns Hopkins United States Covid-19 Map