Singapore, Brunei, Djibouti, Qatar, Marshall Islands, Saint Kitts and Nevis, Timor-Leste, Maldives, Grenada, Saint Vincent and the Grenadines, Saint Lucia, Barbados, Antigua and Barbuda, Seychelles, Palau, Micronesia, Dominica, Bahrain, Kiribati, Sao Tome and Principe, Comoros, Mauritius, Samoa, Trinidad and Tobago, Lebanon, Jamaica, Gambia, Vanuatu, Bahamas, Eswatini, Kuwait, Fiji, El Salvador, Belize, Cabo Verde, Palestine; and Faroe Islands, Falkland Islands, Greenland, New Caledonia, Turks and Caicos Islands, Anguilla, British Virgin Islands, Gibraltar, Bermuda, Sint Maarten, Aruba, Curacao, Cook Islands
Aggregated by the COVID-19 Data Repository by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University https://github.com/CSSEGISandData/COVID-19/tree/master/csse_covid_19_data
Dong, E., Du, H., & Gardner, L. (2020). An interactive web-based dashboard to track COVID-19 in real time. The Lancet infectious diseases, 20(5), 533-534.
Data obtained via Google COVID-19 Open Data: goo.gle/covid-19-open-data.
Data obtained via the Algeria Coronavirus Tracker API https://corona-dz.live/ https://github.com/Amine27/covid-19-dz
COVID-19 data was obtained from https://github.com/M3IT/COVID-19_Data and aggregated by www.covid19data.com.au from local health resources.
Federal Ministry for Social Affairs, Health, Care and Consumer Protection (BMSGPK) data on COVID-19 for Austria: https://www.data.gv.at/covid-19/
Sciensano, the Belgian institute for health: https://epistat.wiv-isp.be/covid/
COVID-19 data are aggregated from Ministério da Saúde and Brasil.IO by https://github.com/wcota/covid19br
W. Cota, “Monitoring the number of COVID-19 cases and deaths in brazil at municipal and federative units level”, SciELOPreprints:362 (2020), 10.1590/scielopreprints.362
Data aggregated by the COVID-19 Canada Open Data Working Group from local health resources at https://github.com/ccodwg/Covid19Canada
Berry I, Soucy J-PR, Tuite A, Fisman D. Open access epidemiologic data and an interactive dashboard to monitor the COVID-19 outbreak in Canada. CMAJ. 2020 Apr 14;192(15):E420. doi: https://doi.org/10.1503/cmaj.75262.
Berry, I., O’Neill, M., Sturrock, S. L., Wright, J. E., Acharya, K., Brankston, G., Harish, V., Kornas, K., Maani, N., Naganathan, T., Obress, L., Rossi, T., Simmons, A. E., Van Camp, M., Xie, X., Tuite, A. R., Greer, A. L., Fisman, D. N., & Soucy, J.-P. R. (2021). A sub-national real-time epidemiological and vaccination database for the COVID-19 pandemic in Canada. Scientific Data, 8(1). doi: https://doi.org/10.1038/s41597-021-00955-2
Data obtained from COVID-19 Data Hub https://covid19datahub.io and sourced from Ministerio de Ciencia, Tecnología, Conocimiento e Innovación: https://www.minciencia.gob.cl/COVID19/.
Guidotti et al., (2020). COVID-19 Data Hub. Journal of Open Source Software, 5(51), 2376, \url{https://doi.org/10.21105/joss.02376}.
COVID-19 data for first-level administrative divisions in China is aggregated from:
- National Health Commission of the People’s Republic of China (NHC): http://www.nhc.gov.cn/xcs/yqtb/list_gzbd.shtml
- China CDC (CCDC): http://weekly.chinacdc.cn/news/TrackingtheEpidemic.htm by the COVID-19 Data Repository by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University https://github.com/CSSEGISandData/COVID-19/tree/master/csse_covid_19_data
Dong, E., Du, H., & Gardner, L. (2020). An interactive web-based dashboard to track COVID-19 in real time. The Lancet infectious diseases, 20(5), 533-534.
Data aggregated from local health resources by Covid19CubaData http://covid19cubadata.github.io/
COVID-19 data sourced from National Health Information System, Regional Hygiene Stations, Ministry of Health of the Czech Republic and prepared by the Institute of Health Information and Statistics of the Czech Republic and the Institute of Biostatistics and Analyses, Faculty of Medicine, Masaryk University: https://onemocneni-aktualne.mzcr.cz/covid-19
Komenda M., Karolyi M., Bulhart V., Žofka J., Brauner T., Hak J., Jarkovský J., Mužík J., Blaha M., Kubát J., Klimeš D., Langhammer P., Daňková Š ., Májek O., Bartůňková M., Dušek L. COVID 19: Overview of the current situation in the Czech Republic. Disease currently [online]. Prague: Ministry of Health of the Czech Republic, 2020. Available from: https://onemocneni-aktualne.mzcr.cz/covid-19 . Development: joint workplace of IHIS CR and IBA LF MU. ISSN 2694-9423.
COVID-19 data from the Statens Serum Institut (SSI):
- https://covid19.ssi.dk/overvagningsdata
- https://experience.arcgis.com/experience/aa41b29149f24e20a4007a0c4e13db1d
Data compiled from the Servicio Nacional de Gestión de Riesgos y Emergencias del Ecuador by Ecuacovid: https://github.com/andrab/ecuacovid
For countries not listed separately, we use data aggregated from local health resources in the WHO European Region COVID19 Subnational Explorer: https://experience.arcgis.com/experience/3a056fc8839d47969ef59949e9984a71
Santé publique France COVID-19 data for France : https://www.data.gouv.fr/fr/datasets/donnees-relatives-aux-resultats-des-tests-virologiques-covid-19/ // https://www.data.gouv.fr/fr/datasets/donnees-de-laboratoires-pour-le-depistage-a-compter-du-18-05-2022-si-dep/ Note this resource also contains data for overseas departments of France, and for Saint Barthélemy, Saint Martin, and Saint Pierre and Miquelon.
Number of cases in Germany from the Robert Koch-Institut and the Bundesamt für Kartographie und Geodäsie: https://npgeo-corona-npgeo-de.hub.arcgis.com/ https://npgeo-corona-npgeo-de.hub.arcgis.com/datasets/dd4580c810204019a7b8eb3e0b329dd6_0/about
Data provided on HDX by Safeture from the Ghana Health Service (Ministry of Health): https://data.humdata.org/dataset/ghana-coronavirus-covid-19-subnational-cases Geometry collected by Where Geospatial Media (www.wheregeospatial.com blog.wheregeospatial.com). This Data is not authorized by any government or private institution. It was created from the old authorized Ghana Shapefile using the district boundaries. Any one who uses this for any analysis should note this. Any limitations from the old authorized shapefile are inherited by this shapefile. Created Dec 11, 2019.
Data released by the Ministry of Public Health and Population of Haiti and collated by the Humanitarian Data Exchange: https://data.humdata.org/dataset/haiti-covid-19-subnational-cases.
Data collated by https://covid19tracker.in/, an initiative of the Indian Institute of Technology Hyderabad, from state bulletins and official reports with thanks to the covid19india.org team for their outstanding work in creating the original portal, and for making their code base public.
Live data, interactive charts & maps of Indonesia provincial COVID-19 daily cases and vaccination. Live version: https://erlange.github.io/INACOVID/ https://github.com/erlange/INACOVID
Data is provided by the Health Service Executive (HSE), Health Protection Surveillance Centre (HPSC), The Central Statistics Office (CSO) and Gov.ie and accessed via Ireland's COVID-19 Data Hub: https://covid19ireland-geohive.hub.arcgis.com/
Italian Department of Civil Protection COVID-19 Data: https://github.com/pcm-dpc/COVID-19/
Italian maps: http://datainterfaces.org/projects/covid19eventi/
Data from covid19japan.com, based on national and prefectural government reports: https://github.com/reustle/covid19japan-data/
Official data on the COVID-19 epidemic in Malaysia. Powered by CPRC, CPRC Hospital System, MKAK, and MySejahtera. https://github.com/MoH-Malaysia/covid19-public
Covid-19 México hub page: https://datos.covid-19.conacyt.mx/
Covid-19 numbers per municipality as of publication date. RIVM / I & V / EPI. OSIRIS General Infectious Diseases (AIZ). https://data.rivm.nl/geonetwork/srv/dut/catalog.search#/metadata/5f6bc429-1596-490e-8618-1ed8fd768427?tab=general
COVID-19 Data Repository by the Institute of Environmental Science and Research: https://github.com/ESR-NZ/NZ_COVID19_Data/ Institute for Environmental Science and Research, New Zealand COVID19 Dashboard. https://nzcoviddashboard.esr.cri.nz/ (2020).
Jefferies, Sarah, et al. "COVID-19 in New Zealand and the impact of the national response: a descriptive epidemiological study." The Lancet Public Health 5.11 (2020): e612-e623.
COVID-19 data collated by Humanitarian Emergency Response Africa https://data.humdata.org/dataset/nigeria_covid19_subnational which is sourced from data collected by Nigeria Centre for Disease Control and National Primary Health Care Development Agency.
Thomas, Haarstad, F., Manuel & YBK. Public COVID-19 Data for Norway (covid19data.no). https://github.com/thohan88/covid19-nor-data
Ministry of Health for Oman, collated by Safeture for the Humanitarian Data Exchange: https://data.humdata.org/dataset/oman-coronavirus-covid-19-subnational-cases
Data obtained from COVID-19 Data Hub https://covid19datahub.io and sourced from Johns Hopkins Center for Systems Science and Engineering Unified Dataset: https://github.com/CSSEGISandData/COVID-19_Unified-Dataset
Data obtained from COVID-19 Data Hub https://covid19datahub.io and sourced from https://github.com/jmcastagnetto/covid-19-peru-data
Guidotti et al., (2020). COVID-19 Data Hub. Journal of Open Source Software, 5(51), 2376, https://doi.org/10.21105/joss.02376
Republic of Philippines Department of Health: https://doh.gov.ph/covid19tracker
Data sourced from Ministry of Health, Covid19 Command and Control Center CCC, The National Health Emergency Operation Center NHEOC; and assembled by National Health Command and Control NHCC, Covid19 Data and Informatics Committee. https://covid19.moh.gov.sa/
Data Science for Social Impact Research Group @ University of Pretoria, Coronavirus COVID-19 (2019-nCoV) Data Repository for South Africa. Available on: https://github.com/dsfsi/covid19za
Data collated by https://github.com/staedi/nCOV-summary/ from the South Korea CDC: http://ncov.mohw.go.kr/
COVID-19 data from España Ministerio de Sanidad and Instituto de Salud Carlos III: https://cnecovid.isciii.es/covid19/
Swedish COVID-19 National Statistics from Folkhälsomyndigheten: https://experience.arcgis.com/experience/09f821667ce64bf7be6f9f87457ed9aa/page/page_0/
Federal Office of Public Health FOPH: https://www.covid19.admin.ch/en/overview
Sourced from Taiwan Centers for Disease Control https://data.cdc.gov.tw/en/dataset/aagsdctable-day-19cov
Thailand Covid testing and case data gathered and combined from various sources for others to download or view: https://djay.github.io/covidthailand
The Coronavirus (COVID-19) in the UK API from Public Health England and NHSX: https://coronavirus.data.gov.uk
COVID19 data
Real-time COVID19 data comes from the COVID Tracking Project: https://covidtracking.com/api/
Real-time county level COVID19 data comes from the NYTimes COVID19 data project: https://github.com/nytimes/covid-19-data
Population data
US 2019 population estimate data comes from the US Census: https://www.census.gov/data/tables/time-series/demo/popest/2010s-state-total.html
Aggregated from local resources by OCHA Venezuela: https://data.humdata.org/dataset/corona-virus-covid-19-cases-and-deaths-in-venezuela
Official data on the COVID-19 epidemic in Vietnam collected by the Vietnam Ministry of Health & Ministry of Information and Communications. Operated by National Center for Technology for COVID-19 Prevention and Control. Developed by VN National Cyber Security Center: https://covid19.ncsc.gov.vn/dulieu
COVID-19 Data Repository by African Surveyors Connect https://github.com/African-Surveyors-Connect/Zimbabwe-COVID-19-Data/