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README.md

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- Virginia: [Department of Health](https://www.vdh.virginia.gov/coronavirus/)
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- Washington: [Department of Health](https://www.doh.wa.gov/emergencies/coronavirus)
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- West Virginia: [Department of Health & Human Resources](https://dhhr.wv.gov/COVID-19/Pages/default.aspx)
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- Wisconsin: [Department of Health Services](https://www.dhs.wisconsin.gov/covid-19/data.htm)
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- Wisconsin: [Department of Health Services](https://www.dhs.wisconsin.gov/covid-19/data.htm) (https://data.dhsgis.wi.gov/datasets/wi-dhs::covid-19-data-by-county-v2/about)
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- Wyoming: [Department of Health](https://health.wyo.gov/publichealth/infectious-disease-epidemiology-unit/disease/novel-coronavirus/)
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- Non-US data sources at the country/region (Admin0) or state/province (Admin1) level:
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- Government of New Brunswick: https://experience.arcgis.com/experience/8eeb9a2052d641c996dba5de8f25a8aa
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- Government of Newfoundland and Labrador: https://covid-19-newfoundland-and-labrador-gnl.hub.arcgis.com/
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- Government of Northwest Territories: https://www.gov.nt.ca/covid-19/
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- Government of Nova Scotia: https://novascotia.ca/coronavirus/data/
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- Government of Ontario: https://covid-19.ontario.ca/data
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- City of Toronto: https://www.toronto.ca/home/covid-19/covid-19-latest-city-of-toronto-news/covid-19-status-of-cases-in-toronto/
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- Eastern Ontario Health Unit: https://eohu.ca/en/covid/covid-19-status-update-for-eohu-region
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- National Health Information System, Regional Hygiene Stations, Ministry of Health of the Czech Republic: https://onemocneni-aktualne.mzcr.cz/covid-19
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- Denmark:
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- Statens Serum Institute: https://experience.arcgis.com/experience/aa41b29149f24e20a4007a0c4e13db1d
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- Ecuador:
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- Ministry of Public Health: https://www.salud.gob.ec/actualizacion-de-casos-de-coronavirus-en-ecuador/
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- El Salvador:
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- Government of El Salvador: https://covid19.gob.sv/
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- Finland:

csse_covid_19_data/README.md

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* December 19, 2021 | Ohio, US | To match Ohio’s new reporting standards, the Ohio death time series is being overwritten with date of death data, and the entire time series will be updated with each time Ohio updates their death data. This is expected to occur approximately once per week. | [Data Source](https://coronavirus.ohio.gov/static/dashboards/COVIDDeathData_CountyOfResidence.csv)
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* December 23, 2021 | California, US | Adjust California's data based on historic probable case data provided by CDPH | [Data Source](https://covid19.ca.gov/data-and-tools/)
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* December 23, 2021 | Ohio, US | To match Ohio’s new reporting standards, the Ohio death time series is being overwritten with date of death data, and the entire time series will be updated with each time Ohio updates their death data. This is expected to occur approximately once per week. | [Data Source](https://coronavirus.ohio.gov/static/dashboards/COVIDDeathData_CountyOfResidence.csv)
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* January 3, 2021 | Ohio, US | To match Ohio’s new reporting standards, the Ohio death time series is being overwritten with date of death data, and the entire time series will be updated with each time Ohio updates their death data. This is expected to occur approximately once per week. | [Data Source](https://coronavirus.ohio.gov/static/dashboards/COVIDDeathData_CountyOfResidence.csv)
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* January 3, 2021 | California, US | Adjust California's data based on historic probable case data provided by CDPH | [Data Source](https://covid19.ca.gov/data-and-tools/)
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* January 3, 2022 | Ohio, US | To match Ohio’s new reporting standards, the Ohio death time series is being overwritten with date of death data, and the entire time series will be updated with each time Ohio updates their death data. This is expected to occur approximately once per week. | [Data Source](https://coronavirus.ohio.gov/static/dashboards/COVIDDeathData_CountyOfResidence.csv)
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* January 3, 2022 | California, US | Adjust California's data based on historic probable case data provided by CDPH | [Data Source](https://covid19.ca.gov/data-and-tools/)
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* January 6, 2022 | Ohio, US | To match Ohio’s new reporting standards, the Ohio death time series is being overwritten with date of death data, and the entire time series will be updated with each time Ohio updates their death data. This is expected to occur approximately once per week. | [Data Source](https://coronavirus.ohio.gov/static/dashboards/COVIDDeathData_CountyOfResidence.csv)
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* January 6, 2022 | California, US | Adjust California's data based on historic probable case data provided by CDPH | [Data Source](https://covid19.ca.gov/data-and-tools/)
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## Retrospective reporting of (probable) cases and deaths
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This section reports instances where large numbers of historical cases or deaths have been reported on a single day. These reports cause anomalous spikes in our time series curves. When available, we liaise with the appropriate health department and distribute the cases or deaths back over the time series. If these are successful, they will be reported in the below section titled "Large Scale Back Distributions". A large proportion of these spikes are due to the release of probable cases or deaths.
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* November 18, 2021: Slovakia | Reporting in Slovakia has been modified to include probable cases. A back-distribution of probable cases from official sources has been issued| | [Slovakia Dashboard](https://korona.gov.sk/koronavirus-na-slovensku-v-cislach/)
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* December 23, 2021: Brazil | Reporting in Brazil has been corrected to align with the Federal University of Vicosa Github Repository. This action was in response to the cyber attack on the Brazil Ministry of Health source.| [Federal University of Viçosa Github Repository](https://github.com/wcota/covid19br/blob/master/cases-brazil-states.csv)
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* December 24, 2021: Kentucky, US | Reporting in Kentucky, US has been corrected to align with the Kentucky Cabinet For Health and Family Services. | [Kentucky Cabinet For Health and Family Services](https://chfs.ky.gov/Pages/cvdaily.aspx?View=Dec.%202021%20Daily%20Summaries&Title=Table%20Viewer%20Webpart)
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* January 05, 2022: Nova Scotia, Canada | Reporting in Nova Scotia, Canada has been corrected to align with the Government of Canada. | [Canada Government](https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection.html)
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## Irregular Update Schedules
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As the pandemic has progressed, several locations have altered their reporting schedules to no longer provide daily updates. As these locations are identified, we will list them in this section of the README. We anticipate that these irregular updates will cause cyclical spikes in the data and smoothing algorithms should be applied if the data is to be used for modeling.

csse_covid_19_data/csse_covid_19_daily_reports/01-01-2021.csv

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,,New Brunswick,Canada,2021-01-02 05:22:33,46.5653,-66.4619,601,9,567,25,"New Brunswick, Canada",76.15065412271532,1.497504159733777
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,,Newfoundland and Labrador,Canada,2021-01-02 05:22:33,53.1355,-57.6604,390,4,366,20,"Newfoundland and Labrador, Canada",74.92032511579032,1.0256410256410255
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,,Northwest Territories,Canada,2021-01-02 05:22:33,64.8255,-124.8457,24,0,24,0,"Northwest Territories,Canada",52.742616033755276,0.0
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,,Nova Scotia,Canada,2021-01-02 05:22:33,44.682,-63.7443,1486,65,1399,22,"Nova Scotia, Canada",149.79008220310365,4.3741588156123825
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,,Nova Scotia,Canada,2021-01-02 05:22:33,44.682,-63.7443,1497,65,1399,22,"Nova Scotia, Canada",149.79008220310365,4.3741588156123825
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,,Nunavut,Canada,2021-01-02 05:22:33,70.2998,-83.1076,266,1,262,3,"Nunavut, Canada",675.0755018653402,0.37593984962406013
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,,Ontario,Canada,2021-01-02 05:22:33,51.2538,-85.3232,187344,4568,162622,20154,"Ontario, Canada",1263.5944454291825,2.438295328379879
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,,Prince Edward Island,Canada,2021-01-02 05:22:33,46.5107,-63.4168,94,0,89,5,"Prince Edward Island, Canada",57.20614905244708,0.0

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