Country-specific data

Current cases

Pulled every hour from

CSSEGISandData/COVID-19

This is the source data for the excellent Johns Hopkins mapping webapp.

Population data

Comes from https://github.com/datasets/population/blob/master/data/population.csv

Hospital beds

Comes from https://data.worldbank.org/indicator/SH.MED.BEDS.ZS

Demographic data (age)

Comes from https://population.un.org/wpp/DataQuery/

For details of where we get epidemiological parameter estimates, see