Before revision:  We compute the distribution of confirmed COVID-19 cases and deaths for countries worldwide and for US counties and provide prima facie evidence that it follows a power-law over five orders of magnitude.
After revision:  We compute the distribution of confirmed COVID-19 cases and deaths for countries worldwide and for counties in the US, and show that both distributions follow a truncated power-law over five orders of magnitude.