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Data sources: WHOCDCECDCNHCDXY1point3acresWorldometers.infoBNO, state and national government health departments, and local media reports.
 
Confirmed cases include presumptive positive cases.
Recovered cases outside China are estimates based on local media reports, and may be substantially lower than the true number.
Active cases = total confirmed - total recovered - total deaths.
Point level: County level - US; Province/State level - China, Canada, Australia; Country level - other countries. All points (except for Australia) shown on the map are based on geographic centroids, and are not representative of a specific address, building or any location at a spatial scale finer than a province/state. Australian dots are located at the centroid of the largest city in each state.
 
The map is maintained in near real time throughout the day through a combination of manual and automated updating. The time of the latest update is noted on the bottom of the dashboard. The GitHub database updates daily at around 11:59 p.m. UTC. Occasional maintenance can result in slower updates.
 
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Programs 9/18/21