This is beyond sobering, to terrifying: https://medium.com/@tomaspueyo/coronavirus-out-of-many-one-36b886af37e9

Hubei shut down with 444 confirmed cases, and ended up with close to 70,000 cases and 3,200 deaths.

Arizona "shut down" (not really locked down) March 31, with about 1500 cases.