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Data for the map and graphs is from the COVID-19 Data Repository by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University. [ note 2 ] 7-day rolling average . Map of daily new confirmed deaths per million people by country [ 14 ] [ note 2 ] [ note 3 ]
COVID-19 simulation models are mathematical infectious disease models for the spread of COVID-19. [1] The list should not be confused with COVID-19 apps used mainly for digital contact tracing . Note that some of the applications listed are website-only models or simulators, and some of those rely on (or use) real-time data from other sources.
The first cases of the COVID-19 pandemic of Coronavirus Disease 2019 in North America were reported in the United States on 23 January 2020. Cases were reported in all North American countries after Saint Kitts and Nevis confirmed a case on 25 March, and in all North American territories after Bonaire confirmed a case on 16 April.
Weekly confirmed COVID-19 deaths Map of cumulative COVID-19 death rates by US state. [1]The CDC publishes official numbers of COVID-19 cases in the United States. The CDC estimates that, between February 2020 and September 2021, only 1 in 1.3 COVID-19 deaths were attributed to COVID-19. [2]
As of 3 February 2025, 115 countries and territories have at least 200,000 confirmed COVID-19 cases, and of them, 90 (18 out of 23 or nearly 78.3%) have at least half a million confirmed COVID-19 cases, incl. Egypt and Hungary. On 11 March 2022, the second anniversary of the day when the COVID-19 outbreak became a pandemic was commemorated.
The University of Montreal and Mila created the "COVID-19 Image Data Collection" in March which is a public data repository of chest imaging. [ 25 ] [ 26 ] [ 27 ] The Medical Imaging Databank in Valencian Region released a large dataset of chest imaging from Spain.
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Official death counts have been claimed to underreport the actual death toll, because excess mortality (the number of deaths in a period compared to a long-term average) data show an increase in deaths that is not explained by COVID-19 deaths alone. [73] Using such data, estimates of the true number of deaths from COVID-19 worldwide have ...