The data comes from the Coronavirus COVID-19 Global Cases by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University.
The data start date is 1 January 2020. The calculations for expected deaths and expected infections is a naive model that runs through 31 December 2020.