Before revision:  Specifically, the intensity of COVID-19 related social media activity from different Italian, Spanish and United States regions at the beginning of the epidemic, predicts well the total number of deaths reached almost a month later in each region.
After revision:  We find significant proportionality between early social media reaction and the cumulative number of COVID-19 deaths almost a month later in each region.