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1. Shard Calculation

Query:

Response:

Calculated Shard: 9 (from laksa184)

2. Crawled Status Check

Query:

curl -X POST \
  'http://laksa009.int.ahrefs:8124/' \
  -H 'Content-Type: text/plain' \
  -H 'X-ClickHouse-Database: crawler3' \
  -H 'Authorization: Basic YXBpOg==' \
  -d 'SELECT getAhrefsURLFromUnparsed(src_unparsed) AS found_url, ifNull(toUnixTimestamp(download_stamp), 0) AS crawl_time, ifNull(toUnixTimestamp(props_url_first_seen), 0) AS first_indexed_time, download_http_code AS http_code, src_unparsed AS src_unparsed, src_root_hash AS src_root_hash, history_drop_reason AS history_drop_reason, meta_title AS meta_title, meta_descriptions AS meta_descriptions, attrs_boilerpipe_text AS attrs_boilerpipe_text, attrs_markdown AS attrs_markdown, attrs_readable_markdown AS attrs_readable_markdown, meta_canonical AS meta_canonical FROM crawler3.page_info_local FINAL PREWHERE (src_root_hash, src_unparsed) IN ((getAhrefsRootHashFromUnparsed(getAhrefsUnparsedNoserviceFromURL(\'https://ourworldindata.org/coronavirus\')), getAhrefsUnparsedNoserviceFromURL(\'https://ourworldindata.org/coronavirus\'))) FORMAT JSONEachRow'

Response:

{"found_url":"https:\/\/ourworldindata.org\/coronavirus","crawl_time":1775832361,"first_indexed_time":1583438095,"http_code":200,"src_unparsed":"org,ourworldindata!\/coronavirus s443","src_root_hash":"8993127170201539009","history_drop_reason":null,"meta_title":"COVID-19 Pandemic - Our World in Data","meta_descriptions":["The COVID-19 pandemic has had a profound impact on the world. Explore global data and research to understand its impact, spread, and global response."],"attrs_boilerpipe_text":"Introduction\nData Explorer\nResearch & Writing\nCharts\nThe COVID-19 pandemic has had a profound impact on the world, causing\ntens of millions of deaths\n, overwhelming healthcare systems, and disrupting societies and economies.\nThe rapid spread of the coronavirus led to many scientific developments and policies — from rapid\ntesting\nand\nvaccines\nto\nsocial distancing\nand financial support — but an uneven global response, with significant disparities in healthcare access, economic responses, and outcomes.\nReliable data\nhas been crucial to effectively track and respond to the pandemic and guide public health efforts, research, and policies.\nFor several years during the pandemic, our team at Our World in Data published daily updates on a range of crucial indicators and developed two global datasets on\ntesting\nand\nvaccination\n. Our COVID-19 Data Explorer became a go-to source for people to understand the extent and spread of the disease.\nOn this page, you will find our wide-ranging catalog of data and research on the COVID-19 pandemic.\nExplore our data on COVID-19\nRelative to population\nSort by\nClear selection\nTable\nMap\nLine\nBar\nNo data\n0\n100\n200\n300\n400\n500\n600\n700\n800\nResearch & Writing\nKey data on the COVID-19 pandemic\nMay 2, 2020\nCoronavirus (COVID-19) Cases\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser\nNovember 1, 2020\nCoronavirus (COVID-19) Hospitalizations\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser\nMay 1, 2020\nCoronavirus (COVID-19) Deaths\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser\nMay 5, 2020\nMortality Risk of COVID-19\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser\nDecember 16, 2020\nCoronavirus (COVID-19) Vaccinations\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser\nMay 7, 2020\nCoronavirus (COVID-19) Testing\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser\nMay 22, 2020\nExcess mortality during the Coronavirus pandemic (COVID-19)\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser\nMore articles on the COVID-19 pandemic\nNovember 23, 2021\nHow do death rates from COVID-19 differ between people who are vaccinated and those who are not?\nEdouard Mathieu and Max Roser\nJuly 20, 2020\nOur history is a battle against the microbes: we lost terribly before science, public health, and vaccines allowed us to protect ourselves\nMax Roser\nDecember 7, 2023\nWhat were the death tolls from pandemics in history?\nSaloni Dattani\nMay 1, 2024\nKey lessons from our work on the COVID-19 pandemic are now published in Lancet Public Health\nBastian Herre, Lucas Rodés-Guirao, Edouard Mathieu, Hannah Ritchie, Charlie Giattino, Joe Hasell, Saloni Dattani, Esteban Ortiz-Ospina, and Max Roser\nSeptember 1, 2020\nWhich countries have protected both health and the economy in the pandemic?\nJoe Hasell\nMarch 23, 2020\nWe teamed up with Kurzgesagt to make a video about the COVID-19 pandemic\nMax Roser and Hannah Ritchie\nExplainers on COVID-19 data\nAugust 24, 2020\nHow epidemiological models of COVID-19 help us estimate the true number of infections\nCharlie Giattino\nJune 29, 2020\nA pandemic primer on excess mortality statistics and their comparability across countries\nJanine Aron, John Muellbauer, Charlie Giattino, and Hannah Ritchie\nJune 3, 2020\nBest practices for governments reporting COVID-19 testing data\nJoe Hasell, Edouard Mathieu, Esteban Ortiz-Ospina, and Max Roser\nNovember 13, 2020\nWhy do COVID-19 deaths in Sweden's official data always appear to decrease?\nEdouard Mathieu\nMay 14, 2020\nHow to read the famous coronavirus trajectory chart — video explainer\nHannah Ritchie\nOur World in Data’s COVID-19 data updates\nNovember 15, 2024\nFuture updates of our data on COVID-19\nSaloni Dattani and Lucas Rodés-Guirao\nFebruary 28, 2023\nOur World in Data will rely on data from the WHO to track confirmed COVID-19 cases and deaths\nEdouard Mathieu and Lucas Rodés-Guirao\nMay 10, 2021\nThe Our World in Data COVID-19 vaccination dataset has been published in the academic journal, Nature Human Behaviour\nHannah Ritchie\nOctober 9, 2020\nThe Our World in Data COVID-19 Testing dataset has been published in the academic journal, Nature Scientific Data\nJoe Hasell\nJanuary 8, 2021\nOur World in Data is now tracking Coronavirus (COVID-19) vaccinations across the world\nEdouard Mathieu, Hannah Ritchie, and Max Roser\nMay 31, 2022\nEnding our COVID-19 testing data updates\nEdouard Mathieu, Cameron Appel, and Lucas Rodés-Guirao\nFeatured Data on COVID-19\nSee all 228 charts on this topic\nCite this work\nOur articles and data visualizations rely on work from many different people and organizations. When citing this topic page, please also cite the underlying data sources. This topic page can be cited as:\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser (2020) - “COVID-19 Pandemic” Published online at OurWorldinData.org. Retrieved from: 'https:\/\/ourworldindata.org\/coronavirus' [Online Resource]\nBibTeX citation\n@article{owid-coronavirus,\n    author = {Edouard Mathieu and Hannah Ritchie and Lucas Rodés-Guirao and Cameron Appel and Daniel Gavrilov and Charlie Giattino and Joe Hasell and Bobbie Macdonald and Saloni Dattani and Diana Beltekian and Esteban Ortiz-Ospina and Max Roser},\n    title = {COVID-19 Pandemic},\n    journal = {Our World in Data},\n    year = {2020},\n    note = {https:\/\/ourworldindata.org\/coronavirus}\n}\nReuse this work freely\nAll visualizations, data, and code produced by Our World in Data are completely open access under the\nCreative Commons BY license\n. You have the permission to use, distribute, and reproduce these in any medium, provided the source and authors are credited.\nThe data produced by third parties and made available by Our World in Data is subject to the license terms from the original third-party authors. We will always indicate the original source of the data in our documentation, so you should always check the license of any such third-party data before use and redistribution.\nAll of\nour charts can be embedded\nin any site.","attrs_markdown":"[Our World  in Data](https:\/\/ourworldindata.org\/)\n\n[![Oxford Martin School logo](https:\/\/ourworldindata.org\/oms-logo.svg)](https:\/\/www.oxfordmartin.ox.ac.uk\/global-development)[![University of Oxford logo](https:\/\/ourworldindata.org\/oxford-logo.svg)](https:\/\/www.ox.ac.uk\/)[![Global Change Data Lab logo](https:\/\/ourworldindata.org\/gcdl-logo.svg)](https:\/\/global-change-data-lab.org\/)\n\n- Browse by topic\n- [Data](https:\/\/ourworldindata.org\/search)\n- [Insights](https:\/\/ourworldindata.org\/data-insights)\n- Resources\n- About\n\nSearch for a topic, chart or article...\n\nSubscribe\n\n[Donate](https:\/\/ourworldindata.org\/donate)\n\n# COVID-19 Pandemic\nThe COVID-19 pandemic has had a profound impact on the world. Explore global data and research to understand its impact, spread, and global response.\n\nBy [Edouard Mathieu](https:\/\/ourworldindata.org\/team\/edouard-mathieu), [Hannah Ritchie](https:\/\/ourworldindata.org\/team\/hannah-ritchie), [Lucas Rodés-Guirao](https:\/\/ourworldindata.org\/team\/lucas-rodes-guirao), [Cameron Appel](https:\/\/ourworldindata.org\/team\/), [Daniel Gavrilov](https:\/\/ourworldindata.org\/team\/), [Charlie Giattino](https:\/\/ourworldindata.org\/team\/charlie-giattino), [Joe Hasell](https:\/\/ourworldindata.org\/team\/joe-hasell), [Bobbie Macdonald](https:\/\/ourworldindata.org\/team\/), [Saloni Dattani](https:\/\/ourworldindata.org\/team\/saloni-dattani), [Diana Beltekian](https:\/\/ourworldindata.org\/team\/), [Esteban Ortiz-Ospina](https:\/\/ourworldindata.org\/team\/esteban-ortiz-ospina), and [Max Roser](https:\/\/ourworldindata.org\/team\/max-roser)\n\n[Cite this work](https:\/\/ourworldindata.org\/coronavirus#article-citation)\n\n[Reuse this work](https:\/\/ourworldindata.org\/coronavirus#article-licence)\n\n- [Introduction](https:\/\/ourworldindata.org\/coronavirus#introduction)\n- [Data Explorer](https:\/\/ourworldindata.org\/coronavirus#explore-our-data-on-covid-19)\n- [Research & Writing](https:\/\/ourworldindata.org\/coronavirus#research-writing)\n- [Charts](https:\/\/ourworldindata.org\/coronavirus#all-charts)\n\nThe COVID-19 pandemic has had a profound impact on the world, causing [tens of millions of deaths](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-economist-single-entity), overwhelming healthcare systems, and disrupting societies and economies.\n\nThe rapid spread of the coronavirus led to many scientific developments and policies — from rapid [testing](https:\/\/ourworldindata.org\/coronavirus-testing) and [vaccines](https:\/\/ourworldindata.org\/covid-vaccinations) to [social distancing](https:\/\/ourworldindata.org\/grapher\/countries-with-restrictions-on-public-gatherings) and financial support — but an uneven global response, with significant disparities in healthcare access, economic responses, and outcomes.\n\n[Reliable data](https:\/\/ourworldindata.org\/key-lessons-from-our-work-on-the-covid-19-pandemic-are-now-published-in-lancet-public-health) has been crucial to effectively track and respond to the pandemic and guide public health efforts, research, and policies.\n\nFor several years during the pandemic, our team at Our World in Data published daily updates on a range of crucial indicators and developed two global datasets on [testing](https:\/\/ourworldindata.org\/our-world-in-data-covid-19-testing-dataset-published-by-nature) and [vaccination](https:\/\/ourworldindata.org\/covid-vaccinations-nature). Our COVID-19 Data Explorer became a go-to source for people to understand the extent and spread of the disease.\n\nOn this page, you will find our wide-ranging catalog of data and research on the COVID-19 pandemic.\n\n#### Related topics\n- [Pandemics](https:\/\/ourworldindata.org\/pandemics)\n- [Global Health](https:\/\/ourworldindata.org\/health-meta)\n- [Vaccination](https:\/\/ourworldindata.org\/vaccination)\n- [Influenza](https:\/\/ourworldindata.org\/influenza)\n\n# Explore our data on COVID-19\nCOVID-19 Data Explorer\n\nExplore global data on COVID-19.\n\n[Download this dataset](https:\/\/docs.owid.io\/projects\/etl\/api\/covid\/)\n\nSort by\n\nRelevance\n\nUnited States\n\nHigh-income countries\n\nNorth America\n\nAfghanistan\n\nAfrica\n\nAlbania\n\nAlgeria\n\nAndorra\n\nAngola\n\nAntigua and Barbuda\n\nArgentina\n\nArmenia\n\nAsia\n\nAustralia\n\nAustria\n\nAzerbaijan\n\nBahamas\n\nBahrain\n\nBangladesh\n\nBarbados\n\nBelarus\n\nBelgium\n\nBelize\n\nBenin\n\nBhutan\n\nBolivia\n\nBosnia and Herzegovina\n\nBotswana\n\nBrazil\n\nBrunei\n\nBulgaria\n\nBurkina Faso\n\nBurundi\n\nCambodia\n\nCameroon\n\nCanada\n\nCape Verde\n\nCentral African Republic\n\nChad\n\nChile\n\nChina\n\nColombia\n\nComoros\n\nCongo\n\nCosta Rica\n\nCote d'Ivoire\n\nCroatia\n\nCuba\n\nCyprus\n\nCzechia\n\nDemocratic Republic of Congo\n\nDenmark\n\nDjibouti\n\nDominica\n\nDominican Republic\n\nEast Timor\n\nEcuador\n\nEgypt\n\nEl Salvador\n\nEquatorial Guinea\n\nEritrea\n\nEstonia\n\nEswatini\n\nEthiopia\n\nEurope\n\nEuropean Union (27)\n\nFiji\n\nFinland\n\nFrance\n\nFrench Guiana\n\nFrench Southern Territories\n\nGabon\n\nGambia\n\nGeorgia\n\nGermany\n\nGhana\n\nGreece\n\nGreenland\n\nGrenada\n\nGuatemala\n\nGuinea\n\nGuinea-Bissau\n\nGuyana\n\nHaiti\n\nHonduras\n\nHungary\n\nIceland\n\nIndia\n\nIndonesia\n\nIran\n\nIraq\n\nIreland\n\nIsrael\n\nItaly\n\nJamaica\n\nJapan\n\nJordan\n\nKazakhstan\n\nKenya\n\nKiribati\n\nKosovo\n\nKuwait\n\nKyrgyzstan\n\nLaos\n\nLatvia\n\nLebanon\n\nLesotho\n\nLiberia\n\nLibya\n\nLiechtenstein\n\nLithuania\n\nLow-income countries\n\nLower-middle-income countries\n\nLuxembourg\n\nMadagascar\n\nMalawi\n\nMalaysia\n\nMaldives\n\nMali\n\nMalta\n\nMarshall Islands\n\nMauritania\n\nMauritius\n\nMexico\n\nMicronesia (country)\n\nMoldova\n\nMonaco\n\nMongolia\n\nMontenegro\n\nMorocco\n\nMozambique\n\nMyanmar\n\nNamibia\n\nNauru\n\nNepal\n\nNetherlands\n\nNew Caledonia\n\nNew Zealand\n\nNicaragua\n\nNiger\n\nNigeria\n\nNorth Korea\n\nNorth Macedonia\n\nNorway\n\nOceania\n\nOman\n\nPakistan\n\nPalau\n\nPalestine\n\nPanama\n\nPapua New Guinea\n\nParaguay\n\nPeru\n\nPhilippines\n\nPoland\n\nPortugal\n\nPuerto Rico\n\nQatar\n\nRomania\n\nRussia\n\nRwanda\n\nSaint Kitts and Nevis\n\nSaint Lucia\n\nSaint Vincent and the Grenadines\n\nSamoa\n\nSan Marino\n\nSao Tome and Principe\n\nSaudi Arabia\n\nSenegal\n\nSerbia\n\nSeychelles\n\nSierra Leone\n\nSingapore\n\nSlovakia\n\nSlovenia\n\nSolomon Islands\n\nSomalia\n\nSouth Africa\n\nSouth America\n\nSouth Korea\n\nSouth Sudan\n\nSpain\n\nSri Lanka\n\nSudan\n\nSuriname\n\nSweden\n\nSwitzerland\n\nSyria\n\nTaiwan\n\nTajikistan\n\nTanzania\n\nThailand\n\nTogo\n\nTonga\n\nTrinidad and Tobago\n\nTunisia\n\nTurkey\n\nTurkmenistan\n\nTuvalu\n\nUganda\n\nUkraine\n\nUnited Arab Emirates\n\nUnited Kingdom\n\nUpper-middle-income countries\n\nUruguay\n\nUzbekistan\n\nVanuatu\n\nVenezuela\n\nVietnam\n\nWestern Sahara\n\nYemen\n\nZambia\n\nZimbabwe\n\nClear selection\n\n[Estimated cumulative excess deaths per 100,000 people during COVID-19, Jun 17, 2024](https:\/\/ourworldindata.org\/explorers\/covid?Metric=Excess+mortality+%28estimates%29&Interval=Cumulative&Relative+to+population=true&country=USA~BRA~JPN~DEU)\n\nFor countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval.If reported data is available, that value only is shown. On the map, only the central estimate is shown.\n\nTable\n\nMap\n\nLine\n\nBar\n\nNo data\n\n0\n\n100\n\n200\n\n300\n\n400\n\n500\n\n600\n\n700\n\n800\n\nJan 1, 2020\n\nJun 17, 2024\n\n**Data source:** The Economist (2024); World Health Organization (2026); Population based on various sources (2024) – [Learn more about this data]()\n\n**Note:** For some countries, all-cause deaths and COVID-19 deaths use different date schemes, in which one refers to when the death occurred and theother to when it was reported. This difference could produce an artificial lag between the two time series.\n\n[CC BY](https:\/\/creativecommons.org\/licenses\/by\/4.0\/)\n\n# Research & Writing\n[![Thumbnail for article '17 key charts to understand the COVID-19 pandemic'](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/fb81bdaf-70c8-4a8a-7140-05c61ebe7d00\/w=1817)November 18, 202417 key charts to understand the COVID-19 pandemicThe pandemic has resulted in over twenty million deaths. In this article, we review the key insights from global data on COVID-19.Saloni Dattani and Lucas Rodés-Guirao](https:\/\/ourworldindata.org\/key-charts-understand-covid-pandemic)\n\n[![Thumbnail for article How our team at Our World in Data became a global data source on COVID-19](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/d22609d0-d3ac-445e-6b38-f6016d38a400\/w=10521)November 18, 2024How our team at Our World in Data became a global data source on COVID-19Our small team made COVID-19 data clear, reliable, and accessible to a global audience. This is how it happened.Saloni Dattani, Edouard Mathieu, and Lucas Rodés-Guirao](https:\/\/ourworldindata.org\/owid-covid-history)\n\n## Key data on the COVID-19 pandemic\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/7241320e-cce1-4a0f-cb36-5010ef57f000\/w=1200)May 2, 2020Coronavirus (COVID-19) CasesEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-cases)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/1d81e44e-16a9-4bb2-999c-5512fe2f5a00\/w=1200)November 1, 2020Coronavirus (COVID-19) HospitalizationsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-hospitalizations)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/488d6615-bcfe-46e7-0cac-e7832acbc400\/w=1200)May 1, 2020Coronavirus (COVID-19) DeathsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-deaths)\n\n[![Featured image](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/5d7d5d62-54d3-473b-bf64-9a79fd28cb00\/w=1200)May 5, 2020Mortality Risk of COVID-19Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/mortality-risk-covid)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/b2f27266-c206-492a-0aba-b65212dbb300\/w=1200)December 16, 2020Coronavirus (COVID-19) VaccinationsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-vaccinations)\n\n[![](https:\/\/ourworldindata.org\/archived-thumbnail.jpg)May 7, 2020Coronavirus (COVID-19) TestingEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/coronavirus-testing)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/8a009ec0-6a8b-4e17-d492-3d1403358200\/w=1200)May 22, 2020Excess mortality during the Coronavirus pandemic (COVID-19)Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/excess-mortality-covid)\n\n## More articles on the COVID-19 pandemic\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/fa151b88-edbd-4348-845c-d6be4af96e00\/w=1200)November 23, 2021How do death rates from COVID-19 differ between people who are vaccinated and those who are not?Edouard Mathieu and Max Roser](https:\/\/ourworldindata.org\/covid-deaths-by-vaccination)\n\n[![Thumbnail for article battle against microbes](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/d02b11e0-53cb-4c3d-95c0-0898df985c00\/w=1200)July 20, 2020Our history is a battle against the microbes: we lost terribly before science, public health, and vaccines allowed us to protect ourselvesMax Roser](https:\/\/ourworldindata.org\/microbes-battle-science-vaccines)\n\n[![Thumbnail image for article on historical pandemics](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/393b0c62-2c91-49bb-9464-35edf31ecc00\/w=5505)December 7, 2023What were the death tolls from pandemics in history?Saloni Dattani](https:\/\/ourworldindata.org\/historical-pandemics)\n\n[![Featured image for the article advertising our article in Lancet Public Health. A stylized image of a checklist and a pen.](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/63d1061d-0b3f-4457-b14a-660a709f6b00\/w=1200)May 1, 2024Key lessons from our work on the COVID-19 pandemic are now published in Lancet Public HealthBastian Herre, Lucas Rodés-Guirao, Edouard Mathieu, Hannah Ritchie, Charlie Giattino, Joe Hasell, Saloni Dattani, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/key-lessons-from-our-work-on-the-covid-19-pandemic-are-now-published-in-lancet-public-health)\n\n[![Thumbnail for article countries economies](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/69729df8-93d2-44e5-2f0b-4f0fbb4aa000\/w=5609)September 1, 2020Which countries have protected both health and the economy in the pandemic?Joe Hasell](https:\/\/ourworldindata.org\/covid-health-economy)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/105245ad-7c39-417f-d14c-38f960d80d00\/w=680)March 23, 2020We teamed up with Kurzgesagt to make a video about the COVID-19 pandemicMax Roser and Hannah Ritchie](https:\/\/ourworldindata.org\/kurzgesagt-coronavirus-video)\n\n## Explainers on COVID-19 data\n[![](https:\/\/ourworldindata.org\/archived-thumbnail.jpg)August 24, 2020How epidemiological models of COVID-19 help us estimate the true number of infectionsCharlie Giattino](https:\/\/ourworldindata.org\/covid-models)\n\n[![Thumbnail for article pandemic primer](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/cb7b9286-f4a7-47ca-90f5-8e81ae7a1000\/w=5609)June 29, 2020A pandemic primer on excess mortality statistics and their comparability across countriesJanine Aron, John Muellbauer, Charlie Giattino, and Hannah Ritchie](https:\/\/ourworldindata.org\/covid-excess-mortality)\n\n[![Thumbnail for article on government data sharing](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/1ddd9063-db44-4446-53a9-e03d1fe50d00\/w=5609)June 3, 2020Best practices for governments reporting COVID-19 testing dataJoe Hasell, Edouard Mathieu, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-testing-data-guidelines)\n\n[![Featured image for article on Sweden's death reporting, showing two diverging lines](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/de15d708-2a99-4025-0f4d-ab9451e75e00\/w=5000)November 13, 2020Why do COVID-19 deaths in Sweden's official data always appear to decrease?Edouard Mathieu](https:\/\/ourworldindata.org\/covid-sweden-death-reporting)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/0f687920-3325-4edf-7c27-fa4d08cf6b00\/w=1280)May 14, 2020How to read the famous coronavirus trajectory chart — video explainerHannah Ritchie](https:\/\/ourworldindata.org\/how-to-read-the-famous-coronavirus-trajectory-chart-video-explainer)\n\n## Our World in Data’s COVID-19 data updates\n[![Thumbnail for article on future covid data updates](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/d6f26de4-c3ef-43bb-af5a-29f7f4b0db00\/w=5505)November 15, 2024Future updates of our data on COVID-19Saloni Dattani and Lucas Rodés-Guirao](https:\/\/ourworldindata.org\/future-updates-data-covid)\n\n[![Thumbnail for article on updating data source](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/9d063b0a-68ac-4ab3-fe49-7a2146c55c00\/w=5609)February 28, 2023Our World in Data will rely on data from the WHO to track confirmed COVID-19 cases and deathsEdouard Mathieu and Lucas Rodés-Guirao](https:\/\/ourworldindata.org\/covid-jhu-who)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/c5c4a11a-789c-46c9-1bb2-6d0a128eb100\/w=1200)May 10, 2021The Our World in Data COVID-19 vaccination dataset has been published in the academic journal, Nature Human BehaviourHannah Ritchie](https:\/\/ourworldindata.org\/covid-vaccinations-nature)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/3d907886-5156-4791-0b92-c048d78cf900\/w=868)October 9, 2020The Our World in Data COVID-19 Testing dataset has been published in the academic journal, Nature Scientific DataJoe Hasell](https:\/\/ourworldindata.org\/our-world-in-data-covid-19-testing-dataset-published-by-nature)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/5b67d0d8-c685-4c1d-392c-87f904119500\/w=1200)January 8, 2021Our World in Data is now tracking Coronavirus (COVID-19) vaccinations across the worldEdouard Mathieu, Hannah Ritchie, and Max Roser](https:\/\/ourworldindata.org\/covid-vaccination-dataset)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/6653854a-5e18-4837-efeb-c09d94543900\/w=1200)May 31, 2022Ending our COVID-19 testing data updatesEdouard Mathieu, Cameron Appel, and Lucas Rodés-Guirao](https:\/\/ourworldindata.org\/covid-testing-data-archived)\n\n# Key Charts on COVID-19\n[See all charts on this topic](https:\/\/ourworldindata.org\/data?topics=COVID-19)\n\n- [![A thumbnail of the \"Excess mortality: Raw number of deaths from all causes compared to projection based on previous years\" chart](https:\/\/ourworldindata.org\/grapher\/excess-mortality-raw-death-count-single-series.png)Excess mortality: Raw number of deaths from all causes compared to projection based on previous years](https:\/\/ourworldindata.org\/grapher\/excess-mortality-raw-death-count-single-series)\n  Raw death counts, extended series\n- [![A thumbnail of the \"Excess mortality: Deaths from all causes compared to projection based on previous years, by age\" chart](https:\/\/ourworldindata.org\/grapher\/excess-mortality-p-scores-projected-baseline-by-age.png)Excess mortality: Deaths from all causes compared to projection based on previous years, by age](https:\/\/ourworldindata.org\/grapher\/excess-mortality-p-scores-projected-baseline-by-age)\n  P-scores, projected baseline\n- [![A thumbnail of the \"Estimated cumulative excess deaths during COVID-19\" chart](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-economist-single-entity.png)Estimated cumulative excess deaths during COVID-19](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-economist-single-entity)\n  Non-Explorer, single-entity version\n- [![A thumbnail of the \"SARS-CoV-2 variants in analyzed sequences\" chart](https:\/\/ourworldindata.org\/grapher\/covid-variants-area.png)SARS-CoV-2 variants in analyzed sequences](https:\/\/ourworldindata.org\/grapher\/covid-variants-area)\n- [![A thumbnail of the \"Share of people who completed the initial COVID-19 vaccination protocol\" chart](https:\/\/ourworldindata.org\/grapher\/share-people-fully-vaccinated-covid.png)Share of people who completed the initial COVID-19 vaccination protocol](https:\/\/ourworldindata.org\/grapher\/share-people-fully-vaccinated-covid)\n- [![A thumbnail of the \"Daily share of the population receiving a COVID-19 vaccine dose\" chart](https:\/\/ourworldindata.org\/grapher\/daily-covid-vaccination-doses-per-capita.png)Daily share of the population receiving a COVID-19 vaccine dose](https:\/\/ourworldindata.org\/grapher\/daily-covid-vaccination-doses-per-capita)\n- [![A thumbnail of the \"Daily confirmed COVID-19 cases by world region\" chart](https:\/\/ourworldindata.org\/grapher\/daily-cases-covid-region.png)Daily confirmed COVID-19 cases by world region](https:\/\/ourworldindata.org\/grapher\/daily-cases-covid-region)\n  Stacked area chart – by world region\n- [![A thumbnail of the \"Daily new estimated infections of COVID-19\" chart](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-infections-of-covid-19.png)Daily new estimated infections of COVID-19](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-infections-of-covid-19)\n- [![A thumbnail of the \"Weekly new hospital admissions for COVID-19 per million\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-hospital-admissions-covid-per-million.png)Weekly new hospital admissions for COVID-19 per million](https:\/\/ourworldindata.org\/grapher\/weekly-hospital-admissions-covid-per-million)\n- [![A thumbnail of the \"Daily confirmed COVID-19 deaths by world region\" chart](https:\/\/ourworldindata.org\/grapher\/daily-covid-deaths-region.png)Daily confirmed COVID-19 deaths by world region](https:\/\/ourworldindata.org\/grapher\/daily-covid-deaths-region)\n- [![A thumbnail of the \"Are children eligible for COVID-19 vaccination?\" chart](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-age.png)Are children eligible for COVID-19 vaccination?](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-age)\n- [![A thumbnail of the \"Biweekly change in confirmed COVID-19 cases\" chart](https:\/\/ourworldindata.org\/grapher\/biweekly-growth-covid-cases.png)Biweekly change in confirmed COVID-19 cases](https:\/\/ourworldindata.org\/grapher\/biweekly-growth-covid-cases)\n- [![A thumbnail of the \"Biweekly change in confirmed COVID-19 deaths\" chart](https:\/\/ourworldindata.org\/grapher\/biweekly-change-covid-deaths.png)Biweekly change in confirmed COVID-19 deaths](https:\/\/ourworldindata.org\/grapher\/biweekly-change-covid-deaths)\n- [![A thumbnail of the \"Biweekly confirmed COVID-19 cases\" chart](https:\/\/ourworldindata.org\/grapher\/biweekly-confirmed-covid-19-cases.png)Biweekly confirmed COVID-19 cases](https:\/\/ourworldindata.org\/grapher\/biweekly-confirmed-covid-19-cases)\n- [![A thumbnail of the \"Biweekly confirmed COVID-19 cases per million people\" chart](https:\/\/ourworldindata.org\/grapher\/biweekly-covid-cases-per-million-people.png)Biweekly confirmed COVID-19 cases per million people](https:\/\/ourworldindata.org\/grapher\/biweekly-covid-cases-per-million-people)\n- [![A thumbnail of the \"Biweekly confirmed COVID-19 deaths\" chart](https:\/\/ourworldindata.org\/grapher\/biweekly-covid-deaths.png)Biweekly confirmed COVID-19 deaths](https:\/\/ourworldindata.org\/grapher\/biweekly-covid-deaths)\n- [![A thumbnail of the \"Biweekly confirmed COVID-19 deaths per million people\" chart](https:\/\/ourworldindata.org\/grapher\/biweekly-covid-deaths-per-million-people.png)Biweekly confirmed COVID-19 deaths per million people](https:\/\/ourworldindata.org\/grapher\/biweekly-covid-deaths-per-million-people)\n- [![A thumbnail of the \"COVID-19 Containment and Health Index\" chart](https:\/\/ourworldindata.org\/grapher\/covid-containment-and-health-index.png)COVID-19 Containment and Health Index](https:\/\/ourworldindata.org\/grapher\/covid-containment-and-health-index)\n- [![A thumbnail of the \"COVID-19 testing policies\" chart](https:\/\/ourworldindata.org\/grapher\/covid-19-testing-policy.png)COVID-19 testing policies](https:\/\/ourworldindata.org\/grapher\/covid-19-testing-policy)\n- [![A thumbnail of the \"COVID-19 vaccination policy\" chart](https:\/\/ourworldindata.org\/grapher\/covid-vaccination-policy.png)COVID-19 vaccination policy](https:\/\/ourworldindata.org\/grapher\/covid-vaccination-policy)\n- [![A thumbnail of the \"COVID-19 vaccine boosters administered\" chart](https:\/\/ourworldindata.org\/grapher\/cumulative-covid-vaccine-booster-doses.png)COVID-19 vaccine boosters administered](https:\/\/ourworldindata.org\/grapher\/cumulative-covid-vaccine-booster-doses)\n- [![A thumbnail of the \"COVID-19 vaccine boosters administered per 100 people\" chart](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-booster-doses-per-capita.png)COVID-19 vaccine boosters administered per 100 people](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-booster-doses-per-capita)\n- [![A thumbnail of the \"COVID-19 vaccine doses administered by manufacturer\" chart](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-doses-by-manufacturer.png)COVID-19 vaccine doses administered by manufacturer](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-doses-by-manufacturer)\n- [![A thumbnail of the \"COVID-19: Countries restricting gatherings of a given number of people\" chart](https:\/\/ourworldindata.org\/grapher\/countries-with-restrictions-on-public-gatherings.png)COVID-19: Countries restricting gatherings of a given number of people](https:\/\/ourworldindata.org\/grapher\/countries-with-restrictions-on-public-gatherings)\n- [![A thumbnail of the \"COVID-19: Countries with requirements for face coverings\" chart](https:\/\/ourworldindata.org\/grapher\/countries-with-requirements-for-face-coverings.png)COVID-19: Countries with requirements for face coverings](https:\/\/ourworldindata.org\/grapher\/countries-with-requirements-for-face-coverings)\n- [![A thumbnail of the \"COVID-19: Countries with restrictions on international travels\" chart](https:\/\/ourworldindata.org\/grapher\/countries-with-restrictions-on-international-travels.png)COVID-19: Countries with restrictions on international travels](https:\/\/ourworldindata.org\/grapher\/countries-with-restrictions-on-international-travels)\n- [![A thumbnail of the \"COVID-19: Daily tests vs. daily new confirmed cases\" chart](https:\/\/ourworldindata.org\/grapher\/covid-19-daily-tests-vs-daily-new-confirmed-cases.png)COVID-19: Daily tests vs. daily new confirmed cases](https:\/\/ourworldindata.org\/grapher\/covid-19-daily-tests-vs-daily-new-confirmed-cases)\n- [![A thumbnail of the \"COVID-19: Daily tests vs. daily new confirmed cases per million\" chart](https:\/\/ourworldindata.org\/grapher\/covid-19-daily-tests-vs-daily-new-confirmed-cases-per-million.png)COVID-19: Daily tests vs. daily new confirmed cases per million](https:\/\/ourworldindata.org\/grapher\/covid-19-daily-tests-vs-daily-new-confirmed-cases-per-million)\n- [![A thumbnail of the \"Cancellation of public events during COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/public-events-covid.png)Cancellation of public events during COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/public-events-covid)\n- [![A thumbnail of the \"Chile: COVID-19 weekly death rate by vaccination status\" chart](https:\/\/ourworldindata.org\/grapher\/chile-covid-19-mortality-rate-by-vaccination-status.png)Chile: COVID-19 weekly death rate by vaccination status](https:\/\/ourworldindata.org\/grapher\/chile-covid-19-mortality-rate-by-vaccination-status)\n- [![A thumbnail of the \"Cumulative confirmed COVID-19 cases and deaths\" chart](https:\/\/ourworldindata.org\/grapher\/cumulative-deaths-and-cases-covid-19.png)Cumulative confirmed COVID-19 cases and deaths](https:\/\/ourworldindata.org\/grapher\/cumulative-deaths-and-cases-covid-19)\n- [![A thumbnail of the \"Cumulative confirmed COVID-19 cases by world region\" chart](https:\/\/ourworldindata.org\/grapher\/cumulative-covid-cases-region.png)Cumulative confirmed COVID-19 cases by world region](https:\/\/ourworldindata.org\/grapher\/cumulative-covid-cases-region)\n  By Region\n- [![A thumbnail of the \"Cumulative confirmed COVID-19 deaths by world region\" chart](https:\/\/ourworldindata.org\/grapher\/cumulative-covid-deaths-region.png)Cumulative confirmed COVID-19 deaths by world region](https:\/\/ourworldindata.org\/grapher\/cumulative-covid-deaths-region)\n- [![A thumbnail of the \"Cumulative confirmed COVID-19 deaths vs. cases\" chart](https:\/\/ourworldindata.org\/grapher\/covid-19-cumulative-confirmed-cases-vs-confirmed-deaths.png)Cumulative confirmed COVID-19 deaths vs. cases](https:\/\/ourworldindata.org\/grapher\/covid-19-cumulative-confirmed-cases-vs-confirmed-deaths)\n- [![A thumbnail of the \"Daily COVID-19 tests\" chart](https:\/\/ourworldindata.org\/grapher\/daily-covid-19-tests-smoothed-7-day.png)Daily COVID-19 tests](https:\/\/ourworldindata.org\/grapher\/daily-covid-19-tests-smoothed-7-day)\n- [![A thumbnail of the \"Daily COVID-19 tests per 1,000 people\" chart](https:\/\/ourworldindata.org\/grapher\/daily-tests-per-thousand-people-smoothed-7-day.png)Daily COVID-19 tests per 1,000 people](https:\/\/ourworldindata.org\/grapher\/daily-tests-per-thousand-people-smoothed-7-day)\n  Rolling 7-day average\n- [![A thumbnail of the \"Daily COVID-19 vaccine doses administered\" chart](https:\/\/ourworldindata.org\/grapher\/daily-covid-19-vaccination-doses.png)Daily COVID-19 vaccine doses administered](https:\/\/ourworldindata.org\/grapher\/daily-covid-19-vaccination-doses)\n- [![A thumbnail of the \"Daily and total confirmed COVID-19 deaths\" chart](https:\/\/ourworldindata.org\/grapher\/total-daily-covid-deaths.png)Daily and total confirmed COVID-19 deaths](https:\/\/ourworldindata.org\/grapher\/total-daily-covid-deaths)\n- [![A thumbnail of the \"Daily new confirmed COVID-19 cases and deaths\" chart](https:\/\/ourworldindata.org\/grapher\/daily-covid-cases-deaths-7-day-ra.png)Daily new confirmed COVID-19 cases and deaths](https:\/\/ourworldindata.org\/grapher\/daily-covid-cases-deaths-7-day-ra)\n- [![A thumbnail of the \"Daily new estimated COVID-19 infections from the ICL model\" chart](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-covid-19-infections-icl-model.png)Daily new estimated COVID-19 infections from the ICL model](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-covid-19-infections-icl-model)\n- [![A thumbnail of the \"Daily new estimated COVID-19 infections from the IHME model\" chart](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-covid-19-infections-ihme-model.png)Daily new estimated COVID-19 infections from the IHME model](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-covid-19-infections-ihme-model)\n- [![A thumbnail of the \"Daily new estimated COVID-19 infections from the LSHTM model\" chart](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-covid-19-infections-lshtm-model.png)Daily new estimated COVID-19 infections from the LSHTM model](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-covid-19-infections-lshtm-model)\n- [![A thumbnail of the \"Daily new estimated COVID-19 infections from the YYG model\" chart](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-covid-19-infections-yyg-model.png)Daily new estimated COVID-19 infections from the YYG model](https:\/\/ourworldindata.org\/grapher\/daily-new-estimated-covid-19-infections-yyg-model)\n- [![A thumbnail of the \"Daily vs. total confirmed COVID-19 cases per million people\" chart](https:\/\/ourworldindata.org\/grapher\/covid-daily-vs-total-cases-per-million.png)Daily vs. total confirmed COVID-19 cases per million people](https:\/\/ourworldindata.org\/grapher\/covid-daily-vs-total-cases-per-million)\n- [![A thumbnail of the \"Debt or contract relief during the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/debt-relief-covid.png)Debt or contract relief during the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/debt-relief-covid)\n- [![A thumbnail of the \"Estimated cumulative excess deaths during COVID\" chart](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-economist.png)Estimated cumulative excess deaths during COVID](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-economist)\n  Faceted Explorer version\n- [![A thumbnail of the \"Estimated cumulative excess deaths per 100,000 people during COVID, from The Economist\" chart](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-per-100k-economist.png)Estimated cumulative excess deaths per 100,000 people during COVID, from The Economist](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-per-100k-economist)\n- [![A thumbnail of the \"Estimated daily excess deaths during COVID\" chart](https:\/\/ourworldindata.org\/grapher\/excess-deaths-daily-economist.png)Estimated daily excess deaths during COVID](https:\/\/ourworldindata.org\/grapher\/excess-deaths-daily-economist)\n  Faceted Explorer version\n- [![A thumbnail of the \"Estimated daily excess deaths per 100,000 people during COVID, from The Economist\" chart](https:\/\/ourworldindata.org\/grapher\/excess-deaths-daily-per-100k-economist.png)Estimated daily excess deaths per 100,000 people during COVID, from The Economist](https:\/\/ourworldindata.org\/grapher\/excess-deaths-daily-per-100k-economist)\n- [![A thumbnail of the \"Excess mortality: Cumulative deaths from all causes compared to projection based on previous years\" chart](https:\/\/ourworldindata.org\/grapher\/cumulative-excess-deaths-covid.png)Excess mortality: Cumulative deaths from all causes compared to projection based on previous years](https:\/\/ourworldindata.org\/grapher\/cumulative-excess-deaths-covid)\n  Absolute deaths\n- [![A thumbnail of the \"Excess mortality: Cumulative deaths from all causes compared to projection based on previous years\" chart](https:\/\/ourworldindata.org\/grapher\/cumulative-excess-mortality-p-scores-projected-baseline.png)Excess mortality: Cumulative deaths from all causes compared to projection based on previous years](https:\/\/ourworldindata.org\/grapher\/cumulative-excess-mortality-p-scores-projected-baseline)\n  Percentage\n- [![A thumbnail of the \"Excess mortality: Cumulative deaths from all causes compared to projection based on previous years, per million people\" chart](https:\/\/ourworldindata.org\/grapher\/cumulative-excess-deaths-per-million-covid.png)Excess mortality: Cumulative deaths from all causes compared to projection based on previous years, per million people](https:\/\/ourworldindata.org\/grapher\/cumulative-excess-deaths-per-million-covid)\n- [![A thumbnail of the \"Excess mortality: Deaths from all causes compared to average over previous years\" chart](https:\/\/ourworldindata.org\/grapher\/excess-mortality-p-scores-average-baseline.png)Excess mortality: Deaths from all causes compared to average over previous years](https:\/\/ourworldindata.org\/grapher\/excess-mortality-p-scores-average-baseline)\n  P-scores, average baseline\n- [![A thumbnail of the \"Excess mortality: Deaths from all causes compared to average over previous years, by age\" chart](https:\/\/ourworldindata.org\/grapher\/excess-mortality-p-scores-average-baseline-by-age.png)Excess mortality: Deaths from all causes compared to average over previous years, by age](https:\/\/ourworldindata.org\/grapher\/excess-mortality-p-scores-average-baseline-by-age)\n  P-scores, average baseline\n- [![A thumbnail of the \"Excess mortality: Deaths from all causes compared to projection\" chart](https:\/\/ourworldindata.org\/grapher\/excess-mortality-p-scores-projected-baseline.png)Excess mortality: Deaths from all causes compared to projection](https:\/\/ourworldindata.org\/grapher\/excess-mortality-p-scores-projected-baseline)\n  P-scores, projected baseline\n- [![A thumbnail of the \"Excess mortality: Raw number of deaths from all causes compared to projection based on previous years\" chart](https:\/\/ourworldindata.org\/grapher\/excess-mortality-raw-death-count.png)Excess mortality: Raw number of deaths from all causes compared to projection based on previous years](https:\/\/ourworldindata.org\/grapher\/excess-mortality-raw-death-count)\n  Raw death counts, stacked years\n- [![A thumbnail of the \"Face covering policies during the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/face-covering-policies-covid.png)Face covering policies during the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/face-covering-policies-covid)\n- [![A thumbnail of the \"Grocery and pharmacy stores: How did the number of visitors change relative to before the pandemic?\" chart](https:\/\/ourworldindata.org\/grapher\/change-visitors-grocery-stores.png)Grocery and pharmacy stores: How did the number of visitors change relative to before the pandemic?](https:\/\/ourworldindata.org\/grapher\/change-visitors-grocery-stores)\n- [![A thumbnail of the \"How did the number of visitors change since the beginning of the pandemic?\" chart](https:\/\/ourworldindata.org\/grapher\/changes-visitors-covid.png)How did the number of visitors change since the beginning of the pandemic?](https:\/\/ourworldindata.org\/grapher\/changes-visitors-covid)\n- [![A thumbnail of the \"Income support during the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/income-support-covid.png)Income support during the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/income-support-covid)\n- [![A thumbnail of the \"International travel controls during the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/international-travel-covid.png)International travel controls during the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/international-travel-covid)\n- [![A thumbnail of the \"Number of COVID-19 patients in ICU per million\" chart](https:\/\/ourworldindata.org\/grapher\/covid-icu-patients-per-million.png)Number of COVID-19 patients in ICU per million](https:\/\/ourworldindata.org\/grapher\/covid-icu-patients-per-million)\n- [![A thumbnail of the \"Number of COVID-19 patients in hospital\" chart](https:\/\/ourworldindata.org\/grapher\/current-covid-patients-hospital.png)Number of COVID-19 patients in hospital](https:\/\/ourworldindata.org\/grapher\/current-covid-patients-hospital)\n- [![A thumbnail of the \"Number of COVID-19 patients in hospital per million\" chart](https:\/\/ourworldindata.org\/grapher\/current-covid-hospitalizations-per-million.png)Number of COVID-19 patients in hospital per million](https:\/\/ourworldindata.org\/grapher\/current-covid-hospitalizations-per-million)\n- [![A thumbnail of the \"Number of COVID-19 patients in intensive care (ICU)\" chart](https:\/\/ourworldindata.org\/grapher\/current-covid-patients-icu.png)Number of COVID-19 patients in intensive care (ICU)](https:\/\/ourworldindata.org\/grapher\/current-covid-patients-icu)\n- [![A thumbnail of the \"Number of people who completed the initial COVID-19 vaccination protocol\" chart](https:\/\/ourworldindata.org\/grapher\/people-fully-vaccinated-covid.png)Number of people who completed the initial COVID-19 vaccination protocol](https:\/\/ourworldindata.org\/grapher\/people-fully-vaccinated-covid)\n- [![A thumbnail of the \"Parks and outdoor spaces: How did the number of visitors change relative to before the pandemic?\" chart](https:\/\/ourworldindata.org\/grapher\/change-visitors-parks-covid.png)Parks and outdoor spaces: How did the number of visitors change relative to before the pandemic?](https:\/\/ourworldindata.org\/grapher\/change-visitors-parks-covid)\n- [![A thumbnail of the \"Public information campaigns on the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/public-campaigns-covid.png)Public information campaigns on the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/public-campaigns-covid)\n- [![A thumbnail of the \"Public transport closures during the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/public-transport-covid.png)Public transport closures during the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/public-transport-covid)\n- [![A thumbnail of the \"Residential areas: How did the time spent at home change relative to before the pandemic?\" chart](https:\/\/ourworldindata.org\/grapher\/changes-residential-duration-covid.png)Residential areas: How did the time spent at home change relative to before the pandemic?](https:\/\/ourworldindata.org\/grapher\/changes-residential-duration-covid)\n- [![A thumbnail of the \"Restrictions on internal movement during the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/internal-movement-covid.png)Restrictions on internal movement during the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/internal-movement-covid)\n- [![A thumbnail of the \"Restrictions on public gatherings in the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/public-gathering-rules-covid.png)Restrictions on public gatherings in the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/public-gathering-rules-covid)\n- [![A thumbnail of the \"Retail and recreation: How did the number of visitors change relative to before the pandemic?\" chart](https:\/\/ourworldindata.org\/grapher\/change-visitors-retail-recreation.png)Retail and recreation: How did the number of visitors change relative to before the pandemic?](https:\/\/ourworldindata.org\/grapher\/change-visitors-retail-recreation)\n- [![A thumbnail of the \"SARS-CoV-2 sequences by variant\" chart](https:\/\/ourworldindata.org\/grapher\/covid-variants-bar.png)SARS-CoV-2 sequences by variant](https:\/\/ourworldindata.org\/grapher\/covid-variants-bar)\n- [![A thumbnail of the \"School closures during the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/school-closures-covid.png)School closures during the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/school-closures-covid)\n- [![A thumbnail of the \"Share of people who completed the initial COVID-19 vaccination protocol by age\" chart](https:\/\/ourworldindata.org\/grapher\/covid-fully-vaccinated-by-age.png)Share of people who completed the initial COVID-19 vaccination protocol by age](https:\/\/ourworldindata.org\/grapher\/covid-fully-vaccinated-by-age)\n- [![A thumbnail of the \"Share of people who received at least one dose of COVID-19 vaccine\" chart](https:\/\/ourworldindata.org\/grapher\/share-people-vaccinated-covid.png)Share of people who received at least one dose of COVID-19 vaccine](https:\/\/ourworldindata.org\/grapher\/share-people-vaccinated-covid)\n- [![A thumbnail of the \"Share of people with a COVID-19 booster dose by age\" chart](https:\/\/ourworldindata.org\/grapher\/covid-booster-vaccinated-by-age.png)Share of people with a COVID-19 booster dose by age](https:\/\/ourworldindata.org\/grapher\/covid-booster-vaccinated-by-age)\n- [![A thumbnail of the \"Share of people with at least one dose of COVID-19 vaccine by age\" chart](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-by-age.png)Share of people with at least one dose of COVID-19 vaccine by age](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-by-age)\n- [![A thumbnail of the \"Share of total COVID-19 tests that were positive\" chart](https:\/\/ourworldindata.org\/grapher\/covid-19-positive-rate-bar.png)Share of total COVID-19 tests that were positive](https:\/\/ourworldindata.org\/grapher\/covid-19-positive-rate-bar)\n- [![A thumbnail of the \"Stay-at-home requirements during the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/stay-at-home-covid.png)Stay-at-home requirements during the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/stay-at-home-covid)\n- [![A thumbnail of the \"Switzerland: COVID-19 weekly death rate by vaccination status\" chart](https:\/\/ourworldindata.org\/grapher\/switzerland-covid-19-weekly-death-rate-by-vaccination-status.png)Switzerland: COVID-19 weekly death rate by vaccination status](https:\/\/ourworldindata.org\/grapher\/switzerland-covid-19-weekly-death-rate-by-vaccination-status)\n- [![A thumbnail of the \"Tests conducted per new confirmed case of COVID-19\" chart](https:\/\/ourworldindata.org\/grapher\/tests-per-confirmed-case-daily-smoothed.png)Tests conducted per new confirmed case of COVID-19](https:\/\/ourworldindata.org\/grapher\/tests-per-confirmed-case-daily-smoothed)\n- [![A thumbnail of the \"The share of COVID-19 tests that are positive\" chart](https:\/\/ourworldindata.org\/grapher\/positive-rate-daily-smoothed.png)The share of COVID-19 tests that are positive](https:\/\/ourworldindata.org\/grapher\/positive-rate-daily-smoothed)\n- [![A thumbnail of the \"Total COVID-19 tests\" chart](https:\/\/ourworldindata.org\/grapher\/full-list-total-tests-for-covid-19.png)Total COVID-19 tests](https:\/\/ourworldindata.org\/grapher\/full-list-total-tests-for-covid-19)\n  Line chart\n- [![A thumbnail of the \"Total COVID-19 tests conducted vs. confirmed cases\" chart](https:\/\/ourworldindata.org\/grapher\/covid-19-total-confirmed-cases-vs-total-tests-conducted.png)Total COVID-19 tests conducted vs. confirmed cases](https:\/\/ourworldindata.org\/grapher\/covid-19-total-confirmed-cases-vs-total-tests-conducted)\n- [![A thumbnail of the \"Total COVID-19 tests conducted vs. confirmed cases per million\" chart](https:\/\/ourworldindata.org\/grapher\/covid-19-tests-cases-scatter-with-comparisons.png)Total COVID-19 tests conducted vs. confirmed cases per million](https:\/\/ourworldindata.org\/grapher\/covid-19-tests-cases-scatter-with-comparisons)\n- [![A thumbnail of the \"Total COVID-19 tests per 1,000 people\" chart](https:\/\/ourworldindata.org\/grapher\/full-list-cumulative-total-tests-per-thousand.png)Total COVID-19 tests per 1,000 people](https:\/\/ourworldindata.org\/grapher\/full-list-cumulative-total-tests-per-thousand)\n  Line chart\n- [![A thumbnail of the \"Total COVID-19 tests per 1,000 vs. GDP per capita\" chart](https:\/\/ourworldindata.org\/grapher\/tests-of-covid-19-per-thousand-people-vs-gdp-per-capita.png)Total COVID-19 tests per 1,000 vs. GDP per capita](https:\/\/ourworldindata.org\/grapher\/tests-of-covid-19-per-thousand-people-vs-gdp-per-capita)\n- [![A thumbnail of the \"Total COVID-19 tests per confirmed case\" chart](https:\/\/ourworldindata.org\/grapher\/number-of-covid-19-tests-per-confirmed-case-bar-chart.png)Total COVID-19 tests per confirmed case](https:\/\/ourworldindata.org\/grapher\/number-of-covid-19-tests-per-confirmed-case-bar-chart)\n- [![A thumbnail of the \"Total COVID-19 vaccine doses administered\" chart](https:\/\/ourworldindata.org\/grapher\/cumulative-covid-vaccinations.png)Total COVID-19 vaccine doses administered](https:\/\/ourworldindata.org\/grapher\/cumulative-covid-vaccinations)\n- [![A thumbnail of the \"Total COVID-19 vaccine doses administered per 100 people\" chart](https:\/\/ourworldindata.org\/grapher\/covid-vaccination-doses-per-capita.png)Total COVID-19 vaccine doses administered per 100 people](https:\/\/ourworldindata.org\/grapher\/covid-vaccination-doses-per-capita)\n- [![A thumbnail of the \"Total confirmed COVID-19 cases vs. deaths per million\" chart](https:\/\/ourworldindata.org\/grapher\/rate-confirmed-cases-vs-rate-confirmed-deaths.png)Total confirmed COVID-19 cases vs. deaths per million](https:\/\/ourworldindata.org\/grapher\/rate-confirmed-cases-vs-rate-confirmed-deaths)\n- [![A thumbnail of the \"Total confirmed COVID-19 deaths and cases per million people\" chart](https:\/\/ourworldindata.org\/grapher\/total-covid-cases-deaths-per-million.png)Total confirmed COVID-19 deaths and cases per million people](https:\/\/ourworldindata.org\/grapher\/total-covid-cases-deaths-per-million)\n- [![A thumbnail of the \"Total confirmed deaths due to COVID-19 vs. population\" chart](https:\/\/ourworldindata.org\/grapher\/total-confirmed-deaths-due-to-covid-19-vs-population.png)Total confirmed deaths due to COVID-19 vs. population](https:\/\/ourworldindata.org\/grapher\/total-confirmed-deaths-due-to-covid-19-vs-population)\n- [![A thumbnail of the \"Total number of people who received at least one dose of COVID-19 vaccine\" chart](https:\/\/ourworldindata.org\/grapher\/people-vaccinated-covid.png)Total number of people who received at least one dose of COVID-19 vaccine](https:\/\/ourworldindata.org\/grapher\/people-vaccinated-covid)\n- [![A thumbnail of the \"Transit stations: How did the number of visitors change relative to before the pandemic?\" chart](https:\/\/ourworldindata.org\/grapher\/visitors-transit-covid.png)Transit stations: How did the number of visitors change relative to before the pandemic?](https:\/\/ourworldindata.org\/grapher\/visitors-transit-covid)\n- [![A thumbnail of the \"United States: COVID-19 weekly death rate by vaccination status\" chart](https:\/\/ourworldindata.org\/grapher\/united-states-rates-of-covid-19-deaths-by-vaccination-status.png)United States: COVID-19 weekly death rate by vaccination status](https:\/\/ourworldindata.org\/grapher\/united-states-rates-of-covid-19-deaths-by-vaccination-status)\n- [![A thumbnail of the \"Week by week change in confirmed COVID-19 cases\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-growth-covid-cases.png)Week by week change in confirmed COVID-19 cases](https:\/\/ourworldindata.org\/grapher\/weekly-growth-covid-cases)\n- [![A thumbnail of the \"Week by week change of confirmed COVID-19 deaths\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-growth-covid-deaths.png)Week by week change of confirmed COVID-19 deaths](https:\/\/ourworldindata.org\/grapher\/weekly-growth-covid-deaths)\n- [![A thumbnail of the \"Weekly confirmed COVID-19 cases\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-covid-cases.png)Weekly confirmed COVID-19 cases](https:\/\/ourworldindata.org\/grapher\/weekly-covid-cases)\n- [![A thumbnail of the \"Weekly confirmed COVID-19 cases per million people\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-covid-cases-per-million-people.png)Weekly confirmed COVID-19 cases per million people](https:\/\/ourworldindata.org\/grapher\/weekly-covid-cases-per-million-people)\n- [![A thumbnail of the \"Weekly confirmed COVID-19 deaths\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-covid-deaths.png)Weekly confirmed COVID-19 deaths](https:\/\/ourworldindata.org\/grapher\/weekly-covid-deaths)\n- [![A thumbnail of the \"Weekly confirmed COVID-19 deaths per million people\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-covid-deaths-per-million-people.png)Weekly confirmed COVID-19 deaths per million people](https:\/\/ourworldindata.org\/grapher\/weekly-covid-deaths-per-million-people)\n- [![A thumbnail of the \"Weekly new ICU admissions for COVID-19\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-icu-admissions-covid.png)Weekly new ICU admissions for COVID-19](https:\/\/ourworldindata.org\/grapher\/weekly-icu-admissions-covid)\n- [![A thumbnail of the \"Weekly new ICU admissions for COVID-19 per million\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-icu-admissions-covid-per-million.png)Weekly new ICU admissions for COVID-19 per million](https:\/\/ourworldindata.org\/grapher\/weekly-icu-admissions-covid-per-million)\n- [![A thumbnail of the \"Weekly new hospital admissions for COVID-19\" chart](https:\/\/ourworldindata.org\/grapher\/weekly-hospital-admissions-covid.png)Weekly new hospital admissions for COVID-19](https:\/\/ourworldindata.org\/grapher\/weekly-hospital-admissions-covid)\n- [![A thumbnail of the \"Which countries do COVID-19 contact tracing?\" chart](https:\/\/ourworldindata.org\/grapher\/covid-contact-tracing.png)Which countries do COVID-19 contact tracing?](https:\/\/ourworldindata.org\/grapher\/covid-contact-tracing)\n- [![A thumbnail of the \"Willingness to get vaccinated against COVID-19\" chart](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-willingness-and-people-vaccinated-by-month.png)Willingness to get vaccinated against COVID-19](https:\/\/ourworldindata.org\/grapher\/covid-vaccine-willingness-and-people-vaccinated-by-month)\n  by month\n- [![A thumbnail of the \"Workplace closures during the COVID-19 pandemic\" chart](https:\/\/ourworldindata.org\/grapher\/workplace-closures-covid.png)Workplace closures during the COVID-19 pandemic](https:\/\/ourworldindata.org\/grapher\/workplace-closures-covid)\n- [![A thumbnail of the \"Workplaces: How did the number of visitors change relative to before the pandemic?\" chart](https:\/\/ourworldindata.org\/grapher\/workplace-visitors-covid.png)Workplaces: How did the number of visitors change relative to before the pandemic?](https:\/\/ourworldindata.org\/grapher\/workplace-visitors-covid)\n\n[Excess mortality: Raw number of deaths from all causes compared to projection based on previous years, United States](https:\/\/ourworldindata.org\/grapher\/excess-mortality-raw-death-count-single-series)\n\nThe reported number of weekly or monthly deaths in 2020–2023 and the projected number ofdeaths for the same period based on previous years.\n\nTable\n\nLine\n\nBar\n\nChange country or region\n\nJan 5, 2020\n\nDec 31, 2023\n\nSep 12, 2021\n\n0\n\n20,000\n\n40,000\n\n60,000\n\n80,000\n\n100,000\n\nReported deaths\n\nBaseline expected deaths\n\nJan 5, 2020\n\nDec 31, 2023\n\n**Data source:** Human Mortality Database (2023), World Mortality Dataset (2023) – [Learn more about this data]()\n\n**Note:** The reported number of deaths might not count all deaths that occurred dueto incomplete coverage and delays in reporting.\n\n[OurWorldinData.org\/coronavirus](https:\/\/ourworldindata.org\/coronavirus) \\| [CC BY](https:\/\/creativecommons.org\/licenses\/by\/4.0\/)\n\nChart 1 of 111\n\n# Featured Data on COVID-19\n- [Estimated cumulative excess deaths during COVID-19 For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. For comparison, cumulative confirmed COVID-19 deaths are shown.](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-economist-single-entity)\n  \n  [Download options](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-economist-single-entity?overlay=download-data)\n- [Weekly confirmed COVID-19 cases Weekly confirmed cases refer to the cumulative number of cases over the previous week.](https:\/\/ourworldindata.org\/grapher\/weekly-covid-cases)\n  \n  [Download options](https:\/\/ourworldindata.org\/grapher\/weekly-covid-cases?overlay=download-data)\n- [COVID-19: Countries with restrictions on international travels Number of recorded countries with a given type of restriction on international travel arrivals.](https:\/\/ourworldindata.org\/grapher\/countries-with-restrictions-on-international-travels)\n  \n  [Download options](https:\/\/ourworldindata.org\/grapher\/countries-with-restrictions-on-international-travels?overlay=download-data)\n- [Positive test rate The daily number of confirmed cases divided by the daily number of tests, expressed as a percentage. Tests may refer to the number of tests performed or the number of people tested - depending on which is reported by the particular country.](https:\/\/ourworldindata.org\/explorers\/covid?Metric=Share+of+positive+tests&Interval=7-day+rolling+average&Relative+to+population=false)\n  \n  [Download options](https:\/\/ourworldindata.org\/explorers\/covid?Metric=Share+of+positive+tests&Interval=7-day+rolling+average&Relative+to+population=false&overlay=download-data)\n- [Share of people with a complete initial protocol Total number of people who received all doses prescribed by the initial vaccination protocol per 100 people in the total population.](https:\/\/ourworldindata.org\/explorers\/covid?Metric=People+fully+vaccinated&Interval=Cumulative&Relative+to+population=true)\n- [Annual research & development funding for infectious diseases Global annual funding reported for research and development to address neglected tropical diseases (in blue). These are compared to HIV\/AIDS, tuberculosis, malaria, and COVID-19 (in orange). This data is expressed in US dollars, adjusted for inflation.](https:\/\/ourworldindata.org\/grapher\/annual-research-development-funding-for-neglected-tropical-diseases)\n- [Estimated cumulative excess deaths during COVID-19 For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown.](https:\/\/ourworldindata.org\/explorers\/covid?Metric=Excess+mortality+%28estimates%29&Interval=Cumulative&Relative+to+population=false)\n- [Estimated cumulative excess deaths per 100,000 people during COVID, from The Economist For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. On the map, only the central estimate is shown.](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-per-100k-economist)\n- [Number of COVID-19 patients in intensive care (ICU)](https:\/\/ourworldindata.org\/grapher\/current-covid-patients-icu)\n\n[See all 228 charts on this topic](https:\/\/ourworldindata.org\/search?topics=COVID-19)\n\n### Cite this work\nOur articles and data visualizations rely on work from many different people and organizations. When citing this topic page, please also cite the underlying data sources. This topic page can be cited as:\n```\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser (2020) - “COVID-19 Pandemic” Published online at OurWorldinData.org. Retrieved from: 'https:\/\/ourworldindata.org\/coronavirus' [Online Resource]\n```\nBibTeX citation\n```\n@article{owid-coronavirus,\n    author = {Edouard Mathieu and Hannah Ritchie and Lucas Rodés-Guirao and Cameron Appel and Daniel Gavrilov and Charlie Giattino and Joe Hasell and Bobbie Macdonald and Saloni Dattani and Diana Beltekian and Esteban Ortiz-Ospina and Max Roser},\n    title = {COVID-19 Pandemic},\n    journal = {Our World in Data},\n    year = {2020},\n    note = {https:\/\/ourworldindata.org\/coronavirus}\n}\n```\n\n![Our World in Data logo](https:\/\/ourworldindata.org\/owid-logo.svg)\n\n### Reuse this work freely\nAll visualizations, data, and code produced by Our World in Data are completely open access under the [Creative Commons BY license](https:\/\/creativecommons.org\/licenses\/by\/4.0\/). You have the permission to use, distribute, and reproduce these in any medium, provided the source and authors are credited.\n\nThe data produced by third parties and made available by Our World in Data is subject to the license terms from the original third-party authors. We will always indicate the original source of the data in our documentation, so you should always check the license of any such third-party data before use and redistribution.\n\nAll of [our charts can be embedded](https:\/\/ourworldindata.org\/faqs#how-can-i-embed-one-of-your-interactive-charts-in-my-website) in any site.\n\n#### Our World in Data is free and accessible for everyone.\nHelp us do this work by making a donation.\n\n[Donate now](https:\/\/ourworldindata.org\/donate)\n\nOur World in Data is a project of [Global Change Data Lab](https:\/\/global-change-data-lab.org\/), a nonprofit based in the UK (Reg. Charity No. 1186433). Our charts, articles, and data are licensed under [CC BY](https:\/\/creativecommons.org\/licenses\/by\/4.0\/), unless stated otherwise. Tools and software we develop are open source under the [MIT license](https:\/\/github.com\/owid\/owid-grapher\/blob\/master\/LICENSE.md). Third-party materials, including some charts and data, are subject to third-party licenses. See our [FAQs](https:\/\/ourworldindata.org\/faqs) for more details.\n\n[![Oxford Martin School logo](https:\/\/ourworldindata.org\/oms-logo.svg)](https:\/\/www.oxfordmartin.ox.ac.uk\/global-development)[![University of Oxford logo](https:\/\/ourworldindata.org\/oxford-logo.svg)](https:\/\/www.ox.ac.uk\/)[![Global Change Data Lab logo](https:\/\/ourworldindata.org\/gcdl-logo.svg)](https:\/\/global-change-data-lab.org\/)\n\n[![Y Combinator logo](https:\/\/ourworldindata.org\/yc-logo.svg)](https:\/\/www.ycombinator.com\/)\n\n##### Explore\n- [Topics](https:\/\/ourworldindata.org\/#all-topics)\n- [Data](https:\/\/ourworldindata.org\/search)\n- [Insights](https:\/\/ourworldindata.org\/data-insights)\n##### Resources\n- [Latest](https:\/\/ourworldindata.org\/latest)\n- [SDG Tracker](https:\/\/ourworldindata.org\/sdgs)\n- [Teaching with OWID](https:\/\/ourworldindata.org\/teaching)\n\n##### About\n- [About us](https:\/\/ourworldindata.org\/about)\n- [Organization](https:\/\/ourworldindata.org\/organization)\n- [Funding](https:\/\/ourworldindata.org\/funding)\n- [Team](https:\/\/ourworldindata.org\/team)\n- [Jobs](https:\/\/ourworldindata.org\/jobs)\n- [FAQs](https:\/\/ourworldindata.org\/faqs)\n\n##### RSS Feeds\n- [Research & Writing](https:\/\/ourworldindata.org\/atom.xml)\n- [Data Insights](https:\/\/ourworldindata.org\/atom-data-insights.xml)\n\n##### Follow us\n- [Privacy policy](https:\/\/ourworldindata.org\/privacy-policy)\n- [Cookie notice](https:\/\/ourworldindata.org\/cookie-notice)\n- [Legal disclaimer](https:\/\/ourworldindata.org\/organization#legal-disclaimer)\n- [Grapher license](https:\/\/github.com\/owid\/owid-grapher\/blob\/master\/LICENSE.md)\n- [Send feedback](https:\/\/ourworldindata.org\/feedback)\n\nSubscribe\n\nFeedback\n\n## Cookies help us build a better website\nWe are a **non-profit** that relies on reader [donations](https:\/\/ourworldindata.org\/donate). We never use ads on our website or sell user data.\n\nReject optional cookies\n\nAccept optional cookies\n\nWe use a small number of **cookies** and similar technologies to **make our website work**. Some of these are essential and can't be switched off. Other **optional cookies** help us better understand **how our website is used** — by accepting these, you can help us improve our publication for everyone. Read more in our [Privacy Policy](https:\/\/ourworldindata.org\/privacy-policy) or [manage your cookie settings](https:\/\/ourworldindata.org\/cookie-notice#cookie-preferences).","attrs_readable_markdown":"- [Introduction](https:\/\/ourworldindata.org\/coronavirus#introduction)\n- [Data Explorer](https:\/\/ourworldindata.org\/coronavirus#explore-our-data-on-covid-19)\n- [Research & Writing](https:\/\/ourworldindata.org\/coronavirus#research-writing)\n- [Charts](https:\/\/ourworldindata.org\/coronavirus#all-charts)\n\nThe COVID-19 pandemic has had a profound impact on the world, causing [tens of millions of deaths](https:\/\/ourworldindata.org\/grapher\/excess-deaths-cumulative-economist-single-entity), overwhelming healthcare systems, and disrupting societies and economies.\n\nThe rapid spread of the coronavirus led to many scientific developments and policies — from rapid [testing](https:\/\/ourworldindata.org\/coronavirus-testing) and [vaccines](https:\/\/ourworldindata.org\/covid-vaccinations) to [social distancing](https:\/\/ourworldindata.org\/grapher\/countries-with-restrictions-on-public-gatherings) and financial support — but an uneven global response, with significant disparities in healthcare access, economic responses, and outcomes.\n\n[Reliable data](https:\/\/ourworldindata.org\/key-lessons-from-our-work-on-the-covid-19-pandemic-are-now-published-in-lancet-public-health) has been crucial to effectively track and respond to the pandemic and guide public health efforts, research, and policies.\n\nFor several years during the pandemic, our team at Our World in Data published daily updates on a range of crucial indicators and developed two global datasets on [testing](https:\/\/ourworldindata.org\/our-world-in-data-covid-19-testing-dataset-published-by-nature) and [vaccination](https:\/\/ourworldindata.org\/covid-vaccinations-nature). Our COVID-19 Data Explorer became a go-to source for people to understand the extent and spread of the disease.\n\nOn this page, you will find our wide-ranging catalog of data and research on the COVID-19 pandemic.\n\n## Explore our data on COVID-19\nSort by\n\nClear selection\n\nTable\n\nMap\n\nLine\n\nBar\n\nNo data 0 100 200 300 400 500 600 700 800\n\n## Research & Writing\n## Key data on the COVID-19 pandemic\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/7241320e-cce1-4a0f-cb36-5010ef57f000\/w=1200)May 2, 2020Coronavirus (COVID-19) CasesEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-cases)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/1d81e44e-16a9-4bb2-999c-5512fe2f5a00\/w=1200)November 1, 2020Coronavirus (COVID-19) HospitalizationsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-hospitalizations)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/488d6615-bcfe-46e7-0cac-e7832acbc400\/w=1200)May 1, 2020Coronavirus (COVID-19) DeathsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-deaths)\n\n[![Featured image](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/5d7d5d62-54d3-473b-bf64-9a79fd28cb00\/w=1200)May 5, 2020Mortality Risk of COVID-19Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/mortality-risk-covid)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/b2f27266-c206-492a-0aba-b65212dbb300\/w=1200)December 16, 2020Coronavirus (COVID-19) VaccinationsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-vaccinations)\n\n[![](https:\/\/ourworldindata.org\/archived-thumbnail.jpg)May 7, 2020Coronavirus (COVID-19) TestingEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/coronavirus-testing)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/8a009ec0-6a8b-4e17-d492-3d1403358200\/w=1200)May 22, 2020Excess mortality during the Coronavirus pandemic (COVID-19)Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/excess-mortality-covid)\n\n## More articles on the COVID-19 pandemic\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/fa151b88-edbd-4348-845c-d6be4af96e00\/w=1200)November 23, 2021How do death rates from COVID-19 differ between people who are vaccinated and those who are not?Edouard Mathieu and Max Roser](https:\/\/ourworldindata.org\/covid-deaths-by-vaccination)\n\n[![Thumbnail for article battle against microbes](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/d02b11e0-53cb-4c3d-95c0-0898df985c00\/w=1200)July 20, 2020Our history is a battle against the microbes: we lost terribly before science, public health, and vaccines allowed us to protect ourselvesMax Roser](https:\/\/ourworldindata.org\/microbes-battle-science-vaccines)\n\n[![Thumbnail image for article on historical pandemics](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/393b0c62-2c91-49bb-9464-35edf31ecc00\/w=5505)December 7, 2023What were the death tolls from pandemics in history?Saloni Dattani](https:\/\/ourworldindata.org\/historical-pandemics)\n\n[![Featured image for the article advertising our article in Lancet Public Health. A stylized image of a checklist and a pen.](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/63d1061d-0b3f-4457-b14a-660a709f6b00\/w=1200)May 1, 2024Key lessons from our work on the COVID-19 pandemic are now published in Lancet Public HealthBastian Herre, Lucas Rodés-Guirao, Edouard Mathieu, Hannah Ritchie, Charlie Giattino, Joe Hasell, Saloni Dattani, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/key-lessons-from-our-work-on-the-covid-19-pandemic-are-now-published-in-lancet-public-health)\n\n[![Thumbnail for article countries economies](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/69729df8-93d2-44e5-2f0b-4f0fbb4aa000\/w=5609)September 1, 2020Which countries have protected both health and the economy in the pandemic?Joe Hasell](https:\/\/ourworldindata.org\/covid-health-economy)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/105245ad-7c39-417f-d14c-38f960d80d00\/w=680)March 23, 2020We teamed up with Kurzgesagt to make a video about the COVID-19 pandemicMax Roser and Hannah Ritchie](https:\/\/ourworldindata.org\/kurzgesagt-coronavirus-video)\n\n## Explainers on COVID-19 data\n[![](https:\/\/ourworldindata.org\/archived-thumbnail.jpg)August 24, 2020How epidemiological models of COVID-19 help us estimate the true number of infectionsCharlie Giattino](https:\/\/ourworldindata.org\/covid-models)\n\n[![Thumbnail for article pandemic primer](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/cb7b9286-f4a7-47ca-90f5-8e81ae7a1000\/w=5609)June 29, 2020A pandemic primer on excess mortality statistics and their comparability across countriesJanine Aron, John Muellbauer, Charlie Giattino, and Hannah Ritchie](https:\/\/ourworldindata.org\/covid-excess-mortality)\n\n[![Thumbnail for article on government data sharing](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/1ddd9063-db44-4446-53a9-e03d1fe50d00\/w=5609)June 3, 2020Best practices for governments reporting COVID-19 testing dataJoe Hasell, Edouard Mathieu, Esteban Ortiz-Ospina, and Max Roser](https:\/\/ourworldindata.org\/covid-testing-data-guidelines)\n\n[![Featured image for article on Sweden's death reporting, showing two diverging lines](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/de15d708-2a99-4025-0f4d-ab9451e75e00\/w=5000)November 13, 2020Why do COVID-19 deaths in Sweden's official data always appear to decrease?Edouard Mathieu](https:\/\/ourworldindata.org\/covid-sweden-death-reporting)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/0f687920-3325-4edf-7c27-fa4d08cf6b00\/w=1280)May 14, 2020How to read the famous coronavirus trajectory chart — video explainerHannah Ritchie](https:\/\/ourworldindata.org\/how-to-read-the-famous-coronavirus-trajectory-chart-video-explainer)\n\n## Our World in Data’s COVID-19 data updates\n[![Thumbnail for article on future covid data updates](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/d6f26de4-c3ef-43bb-af5a-29f7f4b0db00\/w=5505)November 15, 2024Future updates of our data on COVID-19Saloni Dattani and Lucas Rodés-Guirao](https:\/\/ourworldindata.org\/future-updates-data-covid)\n\n[![Thumbnail for article on updating data source](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/9d063b0a-68ac-4ab3-fe49-7a2146c55c00\/w=5609)February 28, 2023Our World in Data will rely on data from the WHO to track confirmed COVID-19 cases and deathsEdouard Mathieu and Lucas Rodés-Guirao](https:\/\/ourworldindata.org\/covid-jhu-who)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/c5c4a11a-789c-46c9-1bb2-6d0a128eb100\/w=1200)May 10, 2021The Our World in Data COVID-19 vaccination dataset has been published in the academic journal, Nature Human BehaviourHannah Ritchie](https:\/\/ourworldindata.org\/covid-vaccinations-nature)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/3d907886-5156-4791-0b92-c048d78cf900\/w=868)October 9, 2020The Our World in Data COVID-19 Testing dataset has been published in the academic journal, Nature Scientific DataJoe Hasell](https:\/\/ourworldindata.org\/our-world-in-data-covid-19-testing-dataset-published-by-nature)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/5b67d0d8-c685-4c1d-392c-87f904119500\/w=1200)January 8, 2021Our World in Data is now tracking Coronavirus (COVID-19) vaccinations across the worldEdouard Mathieu, Hannah Ritchie, and Max Roser](https:\/\/ourworldindata.org\/covid-vaccination-dataset)\n\n[![](https:\/\/ourworldindata.org\/cdn-cgi\/imagedelivery\/qLq-8BTgXU8yG0N6HnOy8g\/6653854a-5e18-4837-efeb-c09d94543900\/w=1200)May 31, 2022Ending our COVID-19 testing data updatesEdouard Mathieu, Cameron Appel, and Lucas Rodés-Guirao](https:\/\/ourworldindata.org\/covid-testing-data-archived)\n\n## Featured Data on COVID-19\n[See all 228 charts on this topic](https:\/\/ourworldindata.org\/search?topics=COVID-19)\n\n### Cite this work\nOur articles and data visualizations rely on work from many different people and organizations. When citing this topic page, please also cite the underlying data sources. This topic page can be cited as:\n```\nEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser (2020) - “COVID-19 Pandemic” Published online at OurWorldinData.org. Retrieved from: 'https:\/\/ourworldindata.org\/coronavirus' [Online Resource]\n```\nBibTeX citation\n```\n@article{owid-coronavirus,\n    author = {Edouard Mathieu and Hannah Ritchie and Lucas Rodés-Guirao and Cameron Appel and Daniel Gavrilov and Charlie Giattino and Joe Hasell and Bobbie Macdonald and Saloni Dattani and Diana Beltekian and Esteban Ortiz-Ospina and Max Roser},\n    title = {COVID-19 Pandemic},\n    journal = {Our World in Data},\n    year = {2020},\n    note = {https:\/\/ourworldindata.org\/coronavirus}\n}\n```\n\n![Our World in Data logo](https:\/\/ourworldindata.org\/owid-logo.svg)\n\n### Reuse this work freely\nAll visualizations, data, and code produced by Our World in Data are completely open access under the [Creative Commons BY license](https:\/\/creativecommons.org\/licenses\/by\/4.0\/). You have the permission to use, distribute, and reproduce these in any medium, provided the source and authors are credited.\n\nThe data produced by third parties and made available by Our World in Data is subject to the license terms from the original third-party authors. We will always indicate the original source of the data in our documentation, so you should always check the license of any such third-party data before use and redistribution.\n\nAll of [our charts can be embedded](https:\/\/ourworldindata.org\/faqs#how-can-i-embed-one-of-your-interactive-charts-in-my-website) in any site.","meta_canonical":null}

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Property	Value
URL	https://ourworldindata.org/coronavirus
Last Crawled	2026-04-10 14:46:01 (1 day ago)
First Indexed	2020-03-05 19:54:55 (6 years ago)
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Meta Title	COVID-19 Pandemic - Our World in Data
Meta Description	The COVID-19 pandemic has had a profound impact on the world. Explore global data and research to understand its impact, spread, and global response.
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Boilerpipe Text	Introduction Data Explorer Research & Writing Charts The COVID-19 pandemic has had a profound impact on the world, causing tens of millions of deaths , overwhelming healthcare systems, and disrupting societies and economies. The rapid spread of the coronavirus led to many scientific developments and policies — from rapid testing and vaccines to social distancing and financial support — but an uneven global response, with significant disparities in healthcare access, economic responses, and outcomes. Reliable data has been crucial to effectively track and respond to the pandemic and guide public health efforts, research, and policies. For several years during the pandemic, our team at Our World in Data published daily updates on a range of crucial indicators and developed two global datasets on testing and vaccination . Our COVID-19 Data Explorer became a go-to source for people to understand the extent and spread of the disease. On this page, you will find our wide-ranging catalog of data and research on the COVID-19 pandemic. Explore our data on COVID-19 Relative to population Sort by Clear selection Table Map Line Bar No data 0 100 200 300 400 500 600 700 800 Research & Writing Key data on the COVID-19 pandemic May 2, 2020 Coronavirus (COVID-19) Cases Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser November 1, 2020 Coronavirus (COVID-19) Hospitalizations Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser May 1, 2020 Coronavirus (COVID-19) Deaths Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser May 5, 2020 Mortality Risk of COVID-19 Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser December 16, 2020 Coronavirus (COVID-19) Vaccinations Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser May 7, 2020 Coronavirus (COVID-19) Testing Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser May 22, 2020 Excess mortality during the Coronavirus pandemic (COVID-19) Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser More articles on the COVID-19 pandemic November 23, 2021 How do death rates from COVID-19 differ between people who are vaccinated and those who are not? Edouard Mathieu and Max Roser July 20, 2020 Our history is a battle against the microbes: we lost terribly before science, public health, and vaccines allowed us to protect ourselves Max Roser December 7, 2023 What were the death tolls from pandemics in history? Saloni Dattani May 1, 2024 Key lessons from our work on the COVID-19 pandemic are now published in Lancet Public Health Bastian Herre, Lucas Rodés-Guirao, Edouard Mathieu, Hannah Ritchie, Charlie Giattino, Joe Hasell, Saloni Dattani, Esteban Ortiz-Ospina, and Max Roser September 1, 2020 Which countries have protected both health and the economy in the pandemic? Joe Hasell March 23, 2020 We teamed up with Kurzgesagt to make a video about the COVID-19 pandemic Max Roser and Hannah Ritchie Explainers on COVID-19 data August 24, 2020 How epidemiological models of COVID-19 help us estimate the true number of infections Charlie Giattino June 29, 2020 A pandemic primer on excess mortality statistics and their comparability across countries Janine Aron, John Muellbauer, Charlie Giattino, and Hannah Ritchie June 3, 2020 Best practices for governments reporting COVID-19 testing data Joe Hasell, Edouard Mathieu, Esteban Ortiz-Ospina, and Max Roser November 13, 2020 Why do COVID-19 deaths in Sweden's official data always appear to decrease? Edouard Mathieu May 14, 2020 How to read the famous coronavirus trajectory chart — video explainer Hannah Ritchie Our World in Data’s COVID-19 data updates November 15, 2024 Future updates of our data on COVID-19 Saloni Dattani and Lucas Rodés-Guirao February 28, 2023 Our World in Data will rely on data from the WHO to track confirmed COVID-19 cases and deaths Edouard Mathieu and Lucas Rodés-Guirao May 10, 2021 The Our World in Data COVID-19 vaccination dataset has been published in the academic journal, Nature Human Behaviour Hannah Ritchie October 9, 2020 The Our World in Data COVID-19 Testing dataset has been published in the academic journal, Nature Scientific Data Joe Hasell January 8, 2021 Our World in Data is now tracking Coronavirus (COVID-19) vaccinations across the world Edouard Mathieu, Hannah Ritchie, and Max Roser May 31, 2022 Ending our COVID-19 testing data updates Edouard Mathieu, Cameron Appel, and Lucas Rodés-Guirao Featured Data on COVID-19 See all 228 charts on this topic Cite this work Our articles and data visualizations rely on work from many different people and organizations. When citing this topic page, please also cite the underlying data sources. This topic page can be cited as: Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser (2020) - “COVID-19 Pandemic” Published online at OurWorldinData.org. Retrieved from: 'https://ourworldindata.org/coronavirus' [Online Resource] BibTeX citation @article{owid-coronavirus, author = {Edouard Mathieu and Hannah Ritchie and Lucas Rodés-Guirao and Cameron Appel and Daniel Gavrilov and Charlie Giattino and Joe Hasell and Bobbie Macdonald and Saloni Dattani and Diana Beltekian and Esteban Ortiz-Ospina and Max Roser}, title = {COVID-19 Pandemic}, journal = {Our World in Data}, year = {2020}, note = {https://ourworldindata.org/coronavirus} } Reuse this work freely All visualizations, data, and code produced by Our World in Data are completely open access under the Creative Commons BY license . You have the permission to use, distribute, and reproduce these in any medium, provided the source and authors are credited. The data produced by third parties and made available by Our World in Data is subject to the license terms from the original third-party authors. We will always indicate the original source of the data in our documentation, so you should always check the license of any such third-party data before use and redistribution. All of our charts can be embedded in any site.
Markdown	[Our World in Data](https://ourworldindata.org/) [![Oxford Martin School logo](https://ourworldindata.org/oms-logo.svg)](https://www.oxfordmartin.ox.ac.uk/global-development)[![University of Oxford logo](https://ourworldindata.org/oxford-logo.svg)](https://www.ox.ac.uk/)[![Global Change Data Lab logo](https://ourworldindata.org/gcdl-logo.svg)](https://global-change-data-lab.org/) - Browse by topic - [Data](https://ourworldindata.org/search) - [Insights](https://ourworldindata.org/data-insights) - Resources - About Search for a topic, chart or article... Subscribe [Donate](https://ourworldindata.org/donate) # COVID-19 Pandemic The COVID-19 pandemic has had a profound impact on the world. Explore global data and research to understand its impact, spread, and global response. By [Edouard Mathieu](https://ourworldindata.org/team/edouard-mathieu), [Hannah Ritchie](https://ourworldindata.org/team/hannah-ritchie), [Lucas Rodés-Guirao](https://ourworldindata.org/team/lucas-rodes-guirao), [Cameron Appel](https://ourworldindata.org/team/), [Daniel Gavrilov](https://ourworldindata.org/team/), [Charlie Giattino](https://ourworldindata.org/team/charlie-giattino), [Joe Hasell](https://ourworldindata.org/team/joe-hasell), [Bobbie Macdonald](https://ourworldindata.org/team/), [Saloni Dattani](https://ourworldindata.org/team/saloni-dattani), [Diana Beltekian](https://ourworldindata.org/team/), [Esteban Ortiz-Ospina](https://ourworldindata.org/team/esteban-ortiz-ospina), and [Max Roser](https://ourworldindata.org/team/max-roser) [Cite this work](https://ourworldindata.org/coronavirus#article-citation) [Reuse this work](https://ourworldindata.org/coronavirus#article-licence) - [Introduction](https://ourworldindata.org/coronavirus#introduction) - [Data Explorer](https://ourworldindata.org/coronavirus#explore-our-data-on-covid-19) - [Research & Writing](https://ourworldindata.org/coronavirus#research-writing) - [Charts](https://ourworldindata.org/coronavirus#all-charts) The COVID-19 pandemic has had a profound impact on the world, causing [tens of millions of deaths](https://ourworldindata.org/grapher/excess-deaths-cumulative-economist-single-entity), overwhelming healthcare systems, and disrupting societies and economies. The rapid spread of the coronavirus led to many scientific developments and policies — from rapid [testing](https://ourworldindata.org/coronavirus-testing) and [vaccines](https://ourworldindata.org/covid-vaccinations) to [social distancing](https://ourworldindata.org/grapher/countries-with-restrictions-on-public-gatherings) and financial support — but an uneven global response, with significant disparities in healthcare access, economic responses, and outcomes. [Reliable data](https://ourworldindata.org/key-lessons-from-our-work-on-the-covid-19-pandemic-are-now-published-in-lancet-public-health) has been crucial to effectively track and respond to the pandemic and guide public health efforts, research, and policies. For several years during the pandemic, our team at Our World in Data published daily updates on a range of crucial indicators and developed two global datasets on [testing](https://ourworldindata.org/our-world-in-data-covid-19-testing-dataset-published-by-nature) and [vaccination](https://ourworldindata.org/covid-vaccinations-nature). Our COVID-19 Data Explorer became a go-to source for people to understand the extent and spread of the disease. On this page, you will find our wide-ranging catalog of data and research on the COVID-19 pandemic. #### Related topics - [Pandemics](https://ourworldindata.org/pandemics) - [Global Health](https://ourworldindata.org/health-meta) - [Vaccination](https://ourworldindata.org/vaccination) - [Influenza](https://ourworldindata.org/influenza) # Explore our data on COVID-19 COVID-19 Data Explorer Explore global data on COVID-19. [Download this dataset](https://docs.owid.io/projects/etl/api/covid/) Sort by Relevance United States High-income countries North America Afghanistan Africa Albania Algeria Andorra Angola Antigua and Barbuda Argentina Armenia Asia Australia Austria Azerbaijan Bahamas Bahrain Bangladesh Barbados Belarus Belgium Belize Benin Bhutan Bolivia Bosnia and Herzegovina Botswana Brazil Brunei Bulgaria Burkina Faso Burundi Cambodia Cameroon Canada Cape Verde Central African Republic Chad Chile China Colombia Comoros Congo Costa Rica Cote d'Ivoire Croatia Cuba Cyprus Czechia Democratic Republic of Congo Denmark Djibouti Dominica Dominican Republic East Timor Ecuador Egypt El Salvador Equatorial Guinea Eritrea Estonia Eswatini Ethiopia Europe European Union (27) Fiji Finland France French Guiana French Southern Territories Gabon Gambia Georgia Germany Ghana Greece Greenland Grenada Guatemala Guinea Guinea-Bissau Guyana Haiti Honduras Hungary Iceland India Indonesia Iran Iraq Ireland Israel Italy Jamaica Japan Jordan Kazakhstan Kenya Kiribati Kosovo Kuwait Kyrgyzstan Laos Latvia Lebanon Lesotho Liberia Libya Liechtenstein Lithuania Low-income countries Lower-middle-income countries Luxembourg Madagascar Malawi Malaysia Maldives Mali Malta Marshall Islands Mauritania Mauritius Mexico Micronesia (country) Moldova Monaco Mongolia Montenegro Morocco Mozambique Myanmar Namibia Nauru Nepal Netherlands New Caledonia New Zealand Nicaragua Niger Nigeria North Korea North Macedonia Norway Oceania Oman Pakistan Palau Palestine Panama Papua New Guinea Paraguay Peru Philippines Poland Portugal Puerto Rico Qatar Romania Russia Rwanda Saint Kitts and Nevis Saint Lucia Saint Vincent and the Grenadines Samoa San Marino Sao Tome and Principe Saudi Arabia Senegal Serbia Seychelles Sierra Leone Singapore Slovakia Slovenia Solomon Islands Somalia South Africa South America South Korea South Sudan Spain Sri Lanka Sudan Suriname Sweden Switzerland Syria Taiwan Tajikistan Tanzania Thailand Togo Tonga Trinidad and Tobago Tunisia Turkey Turkmenistan Tuvalu Uganda Ukraine United Arab Emirates United Kingdom Upper-middle-income countries Uruguay Uzbekistan Vanuatu Venezuela Vietnam Western Sahara Yemen Zambia Zimbabwe Clear selection [Estimated cumulative excess deaths per 100,000 people during COVID-19, Jun 17, 2024](https://ourworldindata.org/explorers/covid?Metric=Excess+mortality+%28estimates%29&Interval=Cumulative&Relative+to+population=true&country=USA~BRA~JPN~DEU) For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval.If reported data is available, that value only is shown. On the map, only the central estimate is shown. Table Map Line Bar No data 0 100 200 300 400 500 600 700 800 Jan 1, 2020 Jun 17, 2024 Data source: The Economist (2024); World Health Organization (2026); Population based on various sources (2024) – [Learn more about this data]() Note: For some countries, all-cause deaths and COVID-19 deaths use different date schemes, in which one refers to when the death occurred and theother to when it was reported. This difference could produce an artificial lag between the two time series. [CC BY](https://creativecommons.org/licenses/by/4.0/) # Research & Writing [![Thumbnail for article '17 key charts to understand the COVID-19 pandemic'](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/fb81bdaf-70c8-4a8a-7140-05c61ebe7d00/w=1817)November 18, 202417 key charts to understand the COVID-19 pandemicThe pandemic has resulted in over twenty million deaths. In this article, we review the key insights from global data on COVID-19.Saloni Dattani and Lucas Rodés-Guirao](https://ourworldindata.org/key-charts-understand-covid-pandemic) [![Thumbnail for article How our team at Our World in Data became a global data source on COVID-19](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/d22609d0-d3ac-445e-6b38-f6016d38a400/w=10521)November 18, 2024How our team at Our World in Data became a global data source on COVID-19Our small team made COVID-19 data clear, reliable, and accessible to a global audience. This is how it happened.Saloni Dattani, Edouard Mathieu, and Lucas Rodés-Guirao](https://ourworldindata.org/owid-covid-history) ## Key data on the COVID-19 pandemic [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/7241320e-cce1-4a0f-cb36-5010ef57f000/w=1200)May 2, 2020Coronavirus (COVID-19) CasesEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-cases) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/1d81e44e-16a9-4bb2-999c-5512fe2f5a00/w=1200)November 1, 2020Coronavirus (COVID-19) HospitalizationsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-hospitalizations) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/488d6615-bcfe-46e7-0cac-e7832acbc400/w=1200)May 1, 2020Coronavirus (COVID-19) DeathsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-deaths) [![Featured image](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/5d7d5d62-54d3-473b-bf64-9a79fd28cb00/w=1200)May 5, 2020Mortality Risk of COVID-19Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/mortality-risk-covid) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/b2f27266-c206-492a-0aba-b65212dbb300/w=1200)December 16, 2020Coronavirus (COVID-19) VaccinationsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-vaccinations) [![](https://ourworldindata.org/archived-thumbnail.jpg)May 7, 2020Coronavirus (COVID-19) TestingEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/coronavirus-testing) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/8a009ec0-6a8b-4e17-d492-3d1403358200/w=1200)May 22, 2020Excess mortality during the Coronavirus pandemic (COVID-19)Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/excess-mortality-covid) ## More articles on the COVID-19 pandemic [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/fa151b88-edbd-4348-845c-d6be4af96e00/w=1200)November 23, 2021How do death rates from COVID-19 differ between people who are vaccinated and those who are not?Edouard Mathieu and Max Roser](https://ourworldindata.org/covid-deaths-by-vaccination) [![Thumbnail for article battle against microbes](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/d02b11e0-53cb-4c3d-95c0-0898df985c00/w=1200)July 20, 2020Our history is a battle against the microbes: we lost terribly before science, public health, and vaccines allowed us to protect ourselvesMax Roser](https://ourworldindata.org/microbes-battle-science-vaccines) [![Thumbnail image for article on historical pandemics](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/393b0c62-2c91-49bb-9464-35edf31ecc00/w=5505)December 7, 2023What were the death tolls from pandemics in history?Saloni Dattani](https://ourworldindata.org/historical-pandemics) [![Featured image for the article advertising our article in Lancet Public Health. A stylized image of a checklist and a pen.](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/63d1061d-0b3f-4457-b14a-660a709f6b00/w=1200)May 1, 2024Key lessons from our work on the COVID-19 pandemic are now published in Lancet Public HealthBastian Herre, Lucas Rodés-Guirao, Edouard Mathieu, Hannah Ritchie, Charlie Giattino, Joe Hasell, Saloni Dattani, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/key-lessons-from-our-work-on-the-covid-19-pandemic-are-now-published-in-lancet-public-health) [![Thumbnail for article countries economies](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/69729df8-93d2-44e5-2f0b-4f0fbb4aa000/w=5609)September 1, 2020Which countries have protected both health and the economy in the pandemic?Joe Hasell](https://ourworldindata.org/covid-health-economy) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/105245ad-7c39-417f-d14c-38f960d80d00/w=680)March 23, 2020We teamed up with Kurzgesagt to make a video about the COVID-19 pandemicMax Roser and Hannah Ritchie](https://ourworldindata.org/kurzgesagt-coronavirus-video) ## Explainers on COVID-19 data [![](https://ourworldindata.org/archived-thumbnail.jpg)August 24, 2020How epidemiological models of COVID-19 help us estimate the true number of infectionsCharlie Giattino](https://ourworldindata.org/covid-models) [![Thumbnail for article pandemic primer](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/cb7b9286-f4a7-47ca-90f5-8e81ae7a1000/w=5609)June 29, 2020A pandemic primer on excess mortality statistics and their comparability across countriesJanine Aron, John Muellbauer, Charlie Giattino, and Hannah Ritchie](https://ourworldindata.org/covid-excess-mortality) [![Thumbnail for article on government data sharing](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/1ddd9063-db44-4446-53a9-e03d1fe50d00/w=5609)June 3, 2020Best practices for governments reporting COVID-19 testing dataJoe Hasell, Edouard Mathieu, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-testing-data-guidelines) [![Featured image for article on Sweden's death reporting, showing two diverging lines](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/de15d708-2a99-4025-0f4d-ab9451e75e00/w=5000)November 13, 2020Why do COVID-19 deaths in Sweden's official data always appear to decrease?Edouard Mathieu](https://ourworldindata.org/covid-sweden-death-reporting) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/0f687920-3325-4edf-7c27-fa4d08cf6b00/w=1280)May 14, 2020How to read the famous coronavirus trajectory chart — video explainerHannah Ritchie](https://ourworldindata.org/how-to-read-the-famous-coronavirus-trajectory-chart-video-explainer) ## Our World in Data’s COVID-19 data updates [![Thumbnail for article on future covid data updates](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/d6f26de4-c3ef-43bb-af5a-29f7f4b0db00/w=5505)November 15, 2024Future updates of our data on COVID-19Saloni Dattani and Lucas Rodés-Guirao](https://ourworldindata.org/future-updates-data-covid) [![Thumbnail for article on updating data source](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/9d063b0a-68ac-4ab3-fe49-7a2146c55c00/w=5609)February 28, 2023Our World in Data will rely on data from the WHO to track confirmed COVID-19 cases and deathsEdouard Mathieu and Lucas Rodés-Guirao](https://ourworldindata.org/covid-jhu-who) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/c5c4a11a-789c-46c9-1bb2-6d0a128eb100/w=1200)May 10, 2021The Our World in Data COVID-19 vaccination dataset has been published in the academic journal, Nature Human BehaviourHannah Ritchie](https://ourworldindata.org/covid-vaccinations-nature) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/3d907886-5156-4791-0b92-c048d78cf900/w=868)October 9, 2020The Our World in Data COVID-19 Testing dataset has been published in the academic journal, Nature Scientific DataJoe Hasell](https://ourworldindata.org/our-world-in-data-covid-19-testing-dataset-published-by-nature) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/5b67d0d8-c685-4c1d-392c-87f904119500/w=1200)January 8, 2021Our World in Data is now tracking Coronavirus (COVID-19) vaccinations across the worldEdouard Mathieu, Hannah Ritchie, and Max Roser](https://ourworldindata.org/covid-vaccination-dataset) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/6653854a-5e18-4837-efeb-c09d94543900/w=1200)May 31, 2022Ending our COVID-19 testing data updatesEdouard Mathieu, Cameron Appel, and Lucas Rodés-Guirao](https://ourworldindata.org/covid-testing-data-archived) # Key Charts on COVID-19 [See all charts on this topic](https://ourworldindata.org/data?topics=COVID-19) - [![A thumbnail of the "Excess mortality: Raw number of deaths from all causes compared to projection based on previous years" chart](https://ourworldindata.org/grapher/excess-mortality-raw-death-count-single-series.png)Excess mortality: Raw number of deaths from all causes compared to projection based on previous years](https://ourworldindata.org/grapher/excess-mortality-raw-death-count-single-series) Raw death counts, extended series - [![A thumbnail of the "Excess mortality: Deaths from all causes compared to projection based on previous years, by age" chart](https://ourworldindata.org/grapher/excess-mortality-p-scores-projected-baseline-by-age.png)Excess mortality: Deaths from all causes compared to projection based on previous years, by age](https://ourworldindata.org/grapher/excess-mortality-p-scores-projected-baseline-by-age) P-scores, projected baseline - [![A thumbnail of the "Estimated cumulative excess deaths during COVID-19" chart](https://ourworldindata.org/grapher/excess-deaths-cumulative-economist-single-entity.png)Estimated cumulative excess deaths during COVID-19](https://ourworldindata.org/grapher/excess-deaths-cumulative-economist-single-entity) Non-Explorer, single-entity version - [![A thumbnail of the "SARS-CoV-2 variants in analyzed sequences" chart](https://ourworldindata.org/grapher/covid-variants-area.png)SARS-CoV-2 variants in analyzed sequences](https://ourworldindata.org/grapher/covid-variants-area) - [![A thumbnail of the "Share of people who completed the initial COVID-19 vaccination protocol" chart](https://ourworldindata.org/grapher/share-people-fully-vaccinated-covid.png)Share of people who completed the initial COVID-19 vaccination protocol](https://ourworldindata.org/grapher/share-people-fully-vaccinated-covid) - [![A thumbnail of the "Daily share of the population receiving a COVID-19 vaccine dose" chart](https://ourworldindata.org/grapher/daily-covid-vaccination-doses-per-capita.png)Daily share of the population receiving a COVID-19 vaccine dose](https://ourworldindata.org/grapher/daily-covid-vaccination-doses-per-capita) - [![A thumbnail of the "Daily confirmed COVID-19 cases by world region" chart](https://ourworldindata.org/grapher/daily-cases-covid-region.png)Daily confirmed COVID-19 cases by world region](https://ourworldindata.org/grapher/daily-cases-covid-region) Stacked area chart – by world region - [![A thumbnail of the "Daily new estimated infections of COVID-19" chart](https://ourworldindata.org/grapher/daily-new-estimated-infections-of-covid-19.png)Daily new estimated infections of COVID-19](https://ourworldindata.org/grapher/daily-new-estimated-infections-of-covid-19) - [![A thumbnail of the "Weekly new hospital admissions for COVID-19 per million" chart](https://ourworldindata.org/grapher/weekly-hospital-admissions-covid-per-million.png)Weekly new hospital admissions for COVID-19 per million](https://ourworldindata.org/grapher/weekly-hospital-admissions-covid-per-million) - [![A thumbnail of the "Daily confirmed COVID-19 deaths by world region" chart](https://ourworldindata.org/grapher/daily-covid-deaths-region.png)Daily confirmed COVID-19 deaths by world region](https://ourworldindata.org/grapher/daily-covid-deaths-region) - [![A thumbnail of the "Are children eligible for COVID-19 vaccination?" chart](https://ourworldindata.org/grapher/covid-vaccine-age.png)Are children eligible for COVID-19 vaccination?](https://ourworldindata.org/grapher/covid-vaccine-age) - [![A thumbnail of the "Biweekly change in confirmed COVID-19 cases" chart](https://ourworldindata.org/grapher/biweekly-growth-covid-cases.png)Biweekly change in confirmed COVID-19 cases](https://ourworldindata.org/grapher/biweekly-growth-covid-cases) - [![A thumbnail of the "Biweekly change in confirmed COVID-19 deaths" chart](https://ourworldindata.org/grapher/biweekly-change-covid-deaths.png)Biweekly change in confirmed COVID-19 deaths](https://ourworldindata.org/grapher/biweekly-change-covid-deaths) - [![A thumbnail of the "Biweekly confirmed COVID-19 cases" chart](https://ourworldindata.org/grapher/biweekly-confirmed-covid-19-cases.png)Biweekly confirmed COVID-19 cases](https://ourworldindata.org/grapher/biweekly-confirmed-covid-19-cases) - [![A thumbnail of the "Biweekly confirmed COVID-19 cases per million people" chart](https://ourworldindata.org/grapher/biweekly-covid-cases-per-million-people.png)Biweekly confirmed COVID-19 cases per million people](https://ourworldindata.org/grapher/biweekly-covid-cases-per-million-people) - [![A thumbnail of the "Biweekly confirmed COVID-19 deaths" chart](https://ourworldindata.org/grapher/biweekly-covid-deaths.png)Biweekly confirmed COVID-19 deaths](https://ourworldindata.org/grapher/biweekly-covid-deaths) - [![A thumbnail of the "Biweekly confirmed COVID-19 deaths per million people" chart](https://ourworldindata.org/grapher/biweekly-covid-deaths-per-million-people.png)Biweekly confirmed COVID-19 deaths per million people](https://ourworldindata.org/grapher/biweekly-covid-deaths-per-million-people) - [![A thumbnail of the "COVID-19 Containment and Health Index" chart](https://ourworldindata.org/grapher/covid-containment-and-health-index.png)COVID-19 Containment and Health Index](https://ourworldindata.org/grapher/covid-containment-and-health-index) - [![A thumbnail of the "COVID-19 testing policies" chart](https://ourworldindata.org/grapher/covid-19-testing-policy.png)COVID-19 testing policies](https://ourworldindata.org/grapher/covid-19-testing-policy) - [![A thumbnail of the "COVID-19 vaccination policy" chart](https://ourworldindata.org/grapher/covid-vaccination-policy.png)COVID-19 vaccination policy](https://ourworldindata.org/grapher/covid-vaccination-policy) - [![A thumbnail of the "COVID-19 vaccine boosters administered" chart](https://ourworldindata.org/grapher/cumulative-covid-vaccine-booster-doses.png)COVID-19 vaccine boosters administered](https://ourworldindata.org/grapher/cumulative-covid-vaccine-booster-doses) - [![A thumbnail of the "COVID-19 vaccine boosters administered per 100 people" chart](https://ourworldindata.org/grapher/covid-vaccine-booster-doses-per-capita.png)COVID-19 vaccine boosters administered per 100 people](https://ourworldindata.org/grapher/covid-vaccine-booster-doses-per-capita) - [![A thumbnail of the "COVID-19 vaccine doses administered by manufacturer" chart](https://ourworldindata.org/grapher/covid-vaccine-doses-by-manufacturer.png)COVID-19 vaccine doses administered by manufacturer](https://ourworldindata.org/grapher/covid-vaccine-doses-by-manufacturer) - [![A thumbnail of the "COVID-19: Countries restricting gatherings of a given number of people" chart](https://ourworldindata.org/grapher/countries-with-restrictions-on-public-gatherings.png)COVID-19: Countries restricting gatherings of a given number of people](https://ourworldindata.org/grapher/countries-with-restrictions-on-public-gatherings) - [![A thumbnail of the "COVID-19: Countries with requirements for face coverings" chart](https://ourworldindata.org/grapher/countries-with-requirements-for-face-coverings.png)COVID-19: Countries with requirements for face coverings](https://ourworldindata.org/grapher/countries-with-requirements-for-face-coverings) - [![A thumbnail of the "COVID-19: Countries with restrictions on international travels" chart](https://ourworldindata.org/grapher/countries-with-restrictions-on-international-travels.png)COVID-19: Countries with restrictions on international travels](https://ourworldindata.org/grapher/countries-with-restrictions-on-international-travels) - [![A thumbnail of the "COVID-19: Daily tests vs. daily new confirmed cases" chart](https://ourworldindata.org/grapher/covid-19-daily-tests-vs-daily-new-confirmed-cases.png)COVID-19: Daily tests vs. daily new confirmed cases](https://ourworldindata.org/grapher/covid-19-daily-tests-vs-daily-new-confirmed-cases) - [![A thumbnail of the "COVID-19: Daily tests vs. daily new confirmed cases per million" chart](https://ourworldindata.org/grapher/covid-19-daily-tests-vs-daily-new-confirmed-cases-per-million.png)COVID-19: Daily tests vs. daily new confirmed cases per million](https://ourworldindata.org/grapher/covid-19-daily-tests-vs-daily-new-confirmed-cases-per-million) - [![A thumbnail of the "Cancellation of public events during COVID-19 pandemic" chart](https://ourworldindata.org/grapher/public-events-covid.png)Cancellation of public events during COVID-19 pandemic](https://ourworldindata.org/grapher/public-events-covid) - [![A thumbnail of the "Chile: COVID-19 weekly death rate by vaccination status" chart](https://ourworldindata.org/grapher/chile-covid-19-mortality-rate-by-vaccination-status.png)Chile: COVID-19 weekly death rate by vaccination status](https://ourworldindata.org/grapher/chile-covid-19-mortality-rate-by-vaccination-status) - [![A thumbnail of the "Cumulative confirmed COVID-19 cases and deaths" chart](https://ourworldindata.org/grapher/cumulative-deaths-and-cases-covid-19.png)Cumulative confirmed COVID-19 cases and deaths](https://ourworldindata.org/grapher/cumulative-deaths-and-cases-covid-19) - [![A thumbnail of the "Cumulative confirmed COVID-19 cases by world region" chart](https://ourworldindata.org/grapher/cumulative-covid-cases-region.png)Cumulative confirmed COVID-19 cases by world region](https://ourworldindata.org/grapher/cumulative-covid-cases-region) By Region - [![A thumbnail of the "Cumulative confirmed COVID-19 deaths by world region" chart](https://ourworldindata.org/grapher/cumulative-covid-deaths-region.png)Cumulative confirmed COVID-19 deaths by world region](https://ourworldindata.org/grapher/cumulative-covid-deaths-region) - [![A thumbnail of the "Cumulative confirmed COVID-19 deaths vs. cases" chart](https://ourworldindata.org/grapher/covid-19-cumulative-confirmed-cases-vs-confirmed-deaths.png)Cumulative confirmed COVID-19 deaths vs. cases](https://ourworldindata.org/grapher/covid-19-cumulative-confirmed-cases-vs-confirmed-deaths) - [![A thumbnail of the "Daily COVID-19 tests" chart](https://ourworldindata.org/grapher/daily-covid-19-tests-smoothed-7-day.png)Daily COVID-19 tests](https://ourworldindata.org/grapher/daily-covid-19-tests-smoothed-7-day) - [![A thumbnail of the "Daily COVID-19 tests per 1,000 people" chart](https://ourworldindata.org/grapher/daily-tests-per-thousand-people-smoothed-7-day.png)Daily COVID-19 tests per 1,000 people](https://ourworldindata.org/grapher/daily-tests-per-thousand-people-smoothed-7-day) Rolling 7-day average - [![A thumbnail of the "Daily COVID-19 vaccine doses administered" chart](https://ourworldindata.org/grapher/daily-covid-19-vaccination-doses.png)Daily COVID-19 vaccine doses administered](https://ourworldindata.org/grapher/daily-covid-19-vaccination-doses) - [![A thumbnail of the "Daily and total confirmed COVID-19 deaths" chart](https://ourworldindata.org/grapher/total-daily-covid-deaths.png)Daily and total confirmed COVID-19 deaths](https://ourworldindata.org/grapher/total-daily-covid-deaths) - [![A thumbnail of the "Daily new confirmed COVID-19 cases and deaths" chart](https://ourworldindata.org/grapher/daily-covid-cases-deaths-7-day-ra.png)Daily new confirmed COVID-19 cases and deaths](https://ourworldindata.org/grapher/daily-covid-cases-deaths-7-day-ra) - [![A thumbnail of the "Daily new estimated COVID-19 infections from the ICL model" chart](https://ourworldindata.org/grapher/daily-new-estimated-covid-19-infections-icl-model.png)Daily new estimated COVID-19 infections from the ICL model](https://ourworldindata.org/grapher/daily-new-estimated-covid-19-infections-icl-model) - [![A thumbnail of the "Daily new estimated COVID-19 infections from the IHME model" chart](https://ourworldindata.org/grapher/daily-new-estimated-covid-19-infections-ihme-model.png)Daily new estimated COVID-19 infections from the IHME model](https://ourworldindata.org/grapher/daily-new-estimated-covid-19-infections-ihme-model) - [![A thumbnail of the "Daily new estimated COVID-19 infections from the LSHTM model" chart](https://ourworldindata.org/grapher/daily-new-estimated-covid-19-infections-lshtm-model.png)Daily new estimated COVID-19 infections from the LSHTM model](https://ourworldindata.org/grapher/daily-new-estimated-covid-19-infections-lshtm-model) - [![A thumbnail of the "Daily new estimated COVID-19 infections from the YYG model" chart](https://ourworldindata.org/grapher/daily-new-estimated-covid-19-infections-yyg-model.png)Daily new estimated COVID-19 infections from the YYG model](https://ourworldindata.org/grapher/daily-new-estimated-covid-19-infections-yyg-model) - [![A thumbnail of the "Daily vs. total confirmed COVID-19 cases per million people" chart](https://ourworldindata.org/grapher/covid-daily-vs-total-cases-per-million.png)Daily vs. total confirmed COVID-19 cases per million people](https://ourworldindata.org/grapher/covid-daily-vs-total-cases-per-million) - [![A thumbnail of the "Debt or contract relief during the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/debt-relief-covid.png)Debt or contract relief during the COVID-19 pandemic](https://ourworldindata.org/grapher/debt-relief-covid) - [![A thumbnail of the "Estimated cumulative excess deaths during COVID" chart](https://ourworldindata.org/grapher/excess-deaths-cumulative-economist.png)Estimated cumulative excess deaths during COVID](https://ourworldindata.org/grapher/excess-deaths-cumulative-economist) Faceted Explorer version - [![A thumbnail of the "Estimated cumulative excess deaths per 100,000 people during COVID, from The Economist" chart](https://ourworldindata.org/grapher/excess-deaths-cumulative-per-100k-economist.png)Estimated cumulative excess deaths per 100,000 people during COVID, from The Economist](https://ourworldindata.org/grapher/excess-deaths-cumulative-per-100k-economist) - [![A thumbnail of the "Estimated daily excess deaths during COVID" chart](https://ourworldindata.org/grapher/excess-deaths-daily-economist.png)Estimated daily excess deaths during COVID](https://ourworldindata.org/grapher/excess-deaths-daily-economist) Faceted Explorer version - [![A thumbnail of the "Estimated daily excess deaths per 100,000 people during COVID, from The Economist" chart](https://ourworldindata.org/grapher/excess-deaths-daily-per-100k-economist.png)Estimated daily excess deaths per 100,000 people during COVID, from The Economist](https://ourworldindata.org/grapher/excess-deaths-daily-per-100k-economist) - [![A thumbnail of the "Excess mortality: Cumulative deaths from all causes compared to projection based on previous years" chart](https://ourworldindata.org/grapher/cumulative-excess-deaths-covid.png)Excess mortality: Cumulative deaths from all causes compared to projection based on previous years](https://ourworldindata.org/grapher/cumulative-excess-deaths-covid) Absolute deaths - [![A thumbnail of the "Excess mortality: Cumulative deaths from all causes compared to projection based on previous years" chart](https://ourworldindata.org/grapher/cumulative-excess-mortality-p-scores-projected-baseline.png)Excess mortality: Cumulative deaths from all causes compared to projection based on previous years](https://ourworldindata.org/grapher/cumulative-excess-mortality-p-scores-projected-baseline) Percentage - [![A thumbnail of the "Excess mortality: Cumulative deaths from all causes compared to projection based on previous years, per million people" chart](https://ourworldindata.org/grapher/cumulative-excess-deaths-per-million-covid.png)Excess mortality: Cumulative deaths from all causes compared to projection based on previous years, per million people](https://ourworldindata.org/grapher/cumulative-excess-deaths-per-million-covid) - [![A thumbnail of the "Excess mortality: Deaths from all causes compared to average over previous years" chart](https://ourworldindata.org/grapher/excess-mortality-p-scores-average-baseline.png)Excess mortality: Deaths from all causes compared to average over previous years](https://ourworldindata.org/grapher/excess-mortality-p-scores-average-baseline) P-scores, average baseline - [![A thumbnail of the "Excess mortality: Deaths from all causes compared to average over previous years, by age" chart](https://ourworldindata.org/grapher/excess-mortality-p-scores-average-baseline-by-age.png)Excess mortality: Deaths from all causes compared to average over previous years, by age](https://ourworldindata.org/grapher/excess-mortality-p-scores-average-baseline-by-age) P-scores, average baseline - [![A thumbnail of the "Excess mortality: Deaths from all causes compared to projection" chart](https://ourworldindata.org/grapher/excess-mortality-p-scores-projected-baseline.png)Excess mortality: Deaths from all causes compared to projection](https://ourworldindata.org/grapher/excess-mortality-p-scores-projected-baseline) P-scores, projected baseline - [![A thumbnail of the "Excess mortality: Raw number of deaths from all causes compared to projection based on previous years" chart](https://ourworldindata.org/grapher/excess-mortality-raw-death-count.png)Excess mortality: Raw number of deaths from all causes compared to projection based on previous years](https://ourworldindata.org/grapher/excess-mortality-raw-death-count) Raw death counts, stacked years - [![A thumbnail of the "Face covering policies during the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/face-covering-policies-covid.png)Face covering policies during the COVID-19 pandemic](https://ourworldindata.org/grapher/face-covering-policies-covid) - [![A thumbnail of the "Grocery and pharmacy stores: How did the number of visitors change relative to before the pandemic?" chart](https://ourworldindata.org/grapher/change-visitors-grocery-stores.png)Grocery and pharmacy stores: How did the number of visitors change relative to before the pandemic?](https://ourworldindata.org/grapher/change-visitors-grocery-stores) - [![A thumbnail of the "How did the number of visitors change since the beginning of the pandemic?" chart](https://ourworldindata.org/grapher/changes-visitors-covid.png)How did the number of visitors change since the beginning of the pandemic?](https://ourworldindata.org/grapher/changes-visitors-covid) - [![A thumbnail of the "Income support during the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/income-support-covid.png)Income support during the COVID-19 pandemic](https://ourworldindata.org/grapher/income-support-covid) - [![A thumbnail of the "International travel controls during the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/international-travel-covid.png)International travel controls during the COVID-19 pandemic](https://ourworldindata.org/grapher/international-travel-covid) - [![A thumbnail of the "Number of COVID-19 patients in ICU per million" chart](https://ourworldindata.org/grapher/covid-icu-patients-per-million.png)Number of COVID-19 patients in ICU per million](https://ourworldindata.org/grapher/covid-icu-patients-per-million) - [![A thumbnail of the "Number of COVID-19 patients in hospital" chart](https://ourworldindata.org/grapher/current-covid-patients-hospital.png)Number of COVID-19 patients in hospital](https://ourworldindata.org/grapher/current-covid-patients-hospital) - [![A thumbnail of the "Number of COVID-19 patients in hospital per million" chart](https://ourworldindata.org/grapher/current-covid-hospitalizations-per-million.png)Number of COVID-19 patients in hospital per million](https://ourworldindata.org/grapher/current-covid-hospitalizations-per-million) - [![A thumbnail of the "Number of COVID-19 patients in intensive care (ICU)" chart](https://ourworldindata.org/grapher/current-covid-patients-icu.png)Number of COVID-19 patients in intensive care (ICU)](https://ourworldindata.org/grapher/current-covid-patients-icu) - [![A thumbnail of the "Number of people who completed the initial COVID-19 vaccination protocol" chart](https://ourworldindata.org/grapher/people-fully-vaccinated-covid.png)Number of people who completed the initial COVID-19 vaccination protocol](https://ourworldindata.org/grapher/people-fully-vaccinated-covid) - [![A thumbnail of the "Parks and outdoor spaces: How did the number of visitors change relative to before the pandemic?" chart](https://ourworldindata.org/grapher/change-visitors-parks-covid.png)Parks and outdoor spaces: How did the number of visitors change relative to before the pandemic?](https://ourworldindata.org/grapher/change-visitors-parks-covid) - [![A thumbnail of the "Public information campaigns on the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/public-campaigns-covid.png)Public information campaigns on the COVID-19 pandemic](https://ourworldindata.org/grapher/public-campaigns-covid) - [![A thumbnail of the "Public transport closures during the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/public-transport-covid.png)Public transport closures during the COVID-19 pandemic](https://ourworldindata.org/grapher/public-transport-covid) - [![A thumbnail of the "Residential areas: How did the time spent at home change relative to before the pandemic?" chart](https://ourworldindata.org/grapher/changes-residential-duration-covid.png)Residential areas: How did the time spent at home change relative to before the pandemic?](https://ourworldindata.org/grapher/changes-residential-duration-covid) - [![A thumbnail of the "Restrictions on internal movement during the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/internal-movement-covid.png)Restrictions on internal movement during the COVID-19 pandemic](https://ourworldindata.org/grapher/internal-movement-covid) - [![A thumbnail of the "Restrictions on public gatherings in the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/public-gathering-rules-covid.png)Restrictions on public gatherings in the COVID-19 pandemic](https://ourworldindata.org/grapher/public-gathering-rules-covid) - [![A thumbnail of the "Retail and recreation: How did the number of visitors change relative to before the pandemic?" chart](https://ourworldindata.org/grapher/change-visitors-retail-recreation.png)Retail and recreation: How did the number of visitors change relative to before the pandemic?](https://ourworldindata.org/grapher/change-visitors-retail-recreation) - [![A thumbnail of the "SARS-CoV-2 sequences by variant" chart](https://ourworldindata.org/grapher/covid-variants-bar.png)SARS-CoV-2 sequences by variant](https://ourworldindata.org/grapher/covid-variants-bar) - [![A thumbnail of the "School closures during the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/school-closures-covid.png)School closures during the COVID-19 pandemic](https://ourworldindata.org/grapher/school-closures-covid) - [![A thumbnail of the "Share of people who completed the initial COVID-19 vaccination protocol by age" chart](https://ourworldindata.org/grapher/covid-fully-vaccinated-by-age.png)Share of people who completed the initial COVID-19 vaccination protocol by age](https://ourworldindata.org/grapher/covid-fully-vaccinated-by-age) - [![A thumbnail of the "Share of people who received at least one dose of COVID-19 vaccine" chart](https://ourworldindata.org/grapher/share-people-vaccinated-covid.png)Share of people who received at least one dose of COVID-19 vaccine](https://ourworldindata.org/grapher/share-people-vaccinated-covid) - [![A thumbnail of the "Share of people with a COVID-19 booster dose by age" chart](https://ourworldindata.org/grapher/covid-booster-vaccinated-by-age.png)Share of people with a COVID-19 booster dose by age](https://ourworldindata.org/grapher/covid-booster-vaccinated-by-age) - [![A thumbnail of the "Share of people with at least one dose of COVID-19 vaccine by age" chart](https://ourworldindata.org/grapher/covid-vaccine-by-age.png)Share of people with at least one dose of COVID-19 vaccine by age](https://ourworldindata.org/grapher/covid-vaccine-by-age) - [![A thumbnail of the "Share of total COVID-19 tests that were positive" chart](https://ourworldindata.org/grapher/covid-19-positive-rate-bar.png)Share of total COVID-19 tests that were positive](https://ourworldindata.org/grapher/covid-19-positive-rate-bar) - [![A thumbnail of the "Stay-at-home requirements during the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/stay-at-home-covid.png)Stay-at-home requirements during the COVID-19 pandemic](https://ourworldindata.org/grapher/stay-at-home-covid) - [![A thumbnail of the "Switzerland: COVID-19 weekly death rate by vaccination status" chart](https://ourworldindata.org/grapher/switzerland-covid-19-weekly-death-rate-by-vaccination-status.png)Switzerland: COVID-19 weekly death rate by vaccination status](https://ourworldindata.org/grapher/switzerland-covid-19-weekly-death-rate-by-vaccination-status) - [![A thumbnail of the "Tests conducted per new confirmed case of COVID-19" chart](https://ourworldindata.org/grapher/tests-per-confirmed-case-daily-smoothed.png)Tests conducted per new confirmed case of COVID-19](https://ourworldindata.org/grapher/tests-per-confirmed-case-daily-smoothed) - [![A thumbnail of the "The share of COVID-19 tests that are positive" chart](https://ourworldindata.org/grapher/positive-rate-daily-smoothed.png)The share of COVID-19 tests that are positive](https://ourworldindata.org/grapher/positive-rate-daily-smoothed) - [![A thumbnail of the "Total COVID-19 tests" chart](https://ourworldindata.org/grapher/full-list-total-tests-for-covid-19.png)Total COVID-19 tests](https://ourworldindata.org/grapher/full-list-total-tests-for-covid-19) Line chart - [![A thumbnail of the "Total COVID-19 tests conducted vs. confirmed cases" chart](https://ourworldindata.org/grapher/covid-19-total-confirmed-cases-vs-total-tests-conducted.png)Total COVID-19 tests conducted vs. confirmed cases](https://ourworldindata.org/grapher/covid-19-total-confirmed-cases-vs-total-tests-conducted) - [![A thumbnail of the "Total COVID-19 tests conducted vs. confirmed cases per million" chart](https://ourworldindata.org/grapher/covid-19-tests-cases-scatter-with-comparisons.png)Total COVID-19 tests conducted vs. confirmed cases per million](https://ourworldindata.org/grapher/covid-19-tests-cases-scatter-with-comparisons) - [![A thumbnail of the "Total COVID-19 tests per 1,000 people" chart](https://ourworldindata.org/grapher/full-list-cumulative-total-tests-per-thousand.png)Total COVID-19 tests per 1,000 people](https://ourworldindata.org/grapher/full-list-cumulative-total-tests-per-thousand) Line chart - [![A thumbnail of the "Total COVID-19 tests per 1,000 vs. GDP per capita" chart](https://ourworldindata.org/grapher/tests-of-covid-19-per-thousand-people-vs-gdp-per-capita.png)Total COVID-19 tests per 1,000 vs. GDP per capita](https://ourworldindata.org/grapher/tests-of-covid-19-per-thousand-people-vs-gdp-per-capita) - [![A thumbnail of the "Total COVID-19 tests per confirmed case" chart](https://ourworldindata.org/grapher/number-of-covid-19-tests-per-confirmed-case-bar-chart.png)Total COVID-19 tests per confirmed case](https://ourworldindata.org/grapher/number-of-covid-19-tests-per-confirmed-case-bar-chart) - [![A thumbnail of the "Total COVID-19 vaccine doses administered" chart](https://ourworldindata.org/grapher/cumulative-covid-vaccinations.png)Total COVID-19 vaccine doses administered](https://ourworldindata.org/grapher/cumulative-covid-vaccinations) - [![A thumbnail of the "Total COVID-19 vaccine doses administered per 100 people" chart](https://ourworldindata.org/grapher/covid-vaccination-doses-per-capita.png)Total COVID-19 vaccine doses administered per 100 people](https://ourworldindata.org/grapher/covid-vaccination-doses-per-capita) - [![A thumbnail of the "Total confirmed COVID-19 cases vs. deaths per million" chart](https://ourworldindata.org/grapher/rate-confirmed-cases-vs-rate-confirmed-deaths.png)Total confirmed COVID-19 cases vs. deaths per million](https://ourworldindata.org/grapher/rate-confirmed-cases-vs-rate-confirmed-deaths) - [![A thumbnail of the "Total confirmed COVID-19 deaths and cases per million people" chart](https://ourworldindata.org/grapher/total-covid-cases-deaths-per-million.png)Total confirmed COVID-19 deaths and cases per million people](https://ourworldindata.org/grapher/total-covid-cases-deaths-per-million) - [![A thumbnail of the "Total confirmed deaths due to COVID-19 vs. population" chart](https://ourworldindata.org/grapher/total-confirmed-deaths-due-to-covid-19-vs-population.png)Total confirmed deaths due to COVID-19 vs. population](https://ourworldindata.org/grapher/total-confirmed-deaths-due-to-covid-19-vs-population) - [![A thumbnail of the "Total number of people who received at least one dose of COVID-19 vaccine" chart](https://ourworldindata.org/grapher/people-vaccinated-covid.png)Total number of people who received at least one dose of COVID-19 vaccine](https://ourworldindata.org/grapher/people-vaccinated-covid) - [![A thumbnail of the "Transit stations: How did the number of visitors change relative to before the pandemic?" chart](https://ourworldindata.org/grapher/visitors-transit-covid.png)Transit stations: How did the number of visitors change relative to before the pandemic?](https://ourworldindata.org/grapher/visitors-transit-covid) - [![A thumbnail of the "United States: COVID-19 weekly death rate by vaccination status" chart](https://ourworldindata.org/grapher/united-states-rates-of-covid-19-deaths-by-vaccination-status.png)United States: COVID-19 weekly death rate by vaccination status](https://ourworldindata.org/grapher/united-states-rates-of-covid-19-deaths-by-vaccination-status) - [![A thumbnail of the "Week by week change in confirmed COVID-19 cases" chart](https://ourworldindata.org/grapher/weekly-growth-covid-cases.png)Week by week change in confirmed COVID-19 cases](https://ourworldindata.org/grapher/weekly-growth-covid-cases) - [![A thumbnail of the "Week by week change of confirmed COVID-19 deaths" chart](https://ourworldindata.org/grapher/weekly-growth-covid-deaths.png)Week by week change of confirmed COVID-19 deaths](https://ourworldindata.org/grapher/weekly-growth-covid-deaths) - [![A thumbnail of the "Weekly confirmed COVID-19 cases" chart](https://ourworldindata.org/grapher/weekly-covid-cases.png)Weekly confirmed COVID-19 cases](https://ourworldindata.org/grapher/weekly-covid-cases) - [![A thumbnail of the "Weekly confirmed COVID-19 cases per million people" chart](https://ourworldindata.org/grapher/weekly-covid-cases-per-million-people.png)Weekly confirmed COVID-19 cases per million people](https://ourworldindata.org/grapher/weekly-covid-cases-per-million-people) - [![A thumbnail of the "Weekly confirmed COVID-19 deaths" chart](https://ourworldindata.org/grapher/weekly-covid-deaths.png)Weekly confirmed COVID-19 deaths](https://ourworldindata.org/grapher/weekly-covid-deaths) - [![A thumbnail of the "Weekly confirmed COVID-19 deaths per million people" chart](https://ourworldindata.org/grapher/weekly-covid-deaths-per-million-people.png)Weekly confirmed COVID-19 deaths per million people](https://ourworldindata.org/grapher/weekly-covid-deaths-per-million-people) - [![A thumbnail of the "Weekly new ICU admissions for COVID-19" chart](https://ourworldindata.org/grapher/weekly-icu-admissions-covid.png)Weekly new ICU admissions for COVID-19](https://ourworldindata.org/grapher/weekly-icu-admissions-covid) - [![A thumbnail of the "Weekly new ICU admissions for COVID-19 per million" chart](https://ourworldindata.org/grapher/weekly-icu-admissions-covid-per-million.png)Weekly new ICU admissions for COVID-19 per million](https://ourworldindata.org/grapher/weekly-icu-admissions-covid-per-million) - [![A thumbnail of the "Weekly new hospital admissions for COVID-19" chart](https://ourworldindata.org/grapher/weekly-hospital-admissions-covid.png)Weekly new hospital admissions for COVID-19](https://ourworldindata.org/grapher/weekly-hospital-admissions-covid) - [![A thumbnail of the "Which countries do COVID-19 contact tracing?" chart](https://ourworldindata.org/grapher/covid-contact-tracing.png)Which countries do COVID-19 contact tracing?](https://ourworldindata.org/grapher/covid-contact-tracing) - [![A thumbnail of the "Willingness to get vaccinated against COVID-19" chart](https://ourworldindata.org/grapher/covid-vaccine-willingness-and-people-vaccinated-by-month.png)Willingness to get vaccinated against COVID-19](https://ourworldindata.org/grapher/covid-vaccine-willingness-and-people-vaccinated-by-month) by month - [![A thumbnail of the "Workplace closures during the COVID-19 pandemic" chart](https://ourworldindata.org/grapher/workplace-closures-covid.png)Workplace closures during the COVID-19 pandemic](https://ourworldindata.org/grapher/workplace-closures-covid) - [![A thumbnail of the "Workplaces: How did the number of visitors change relative to before the pandemic?" chart](https://ourworldindata.org/grapher/workplace-visitors-covid.png)Workplaces: How did the number of visitors change relative to before the pandemic?](https://ourworldindata.org/grapher/workplace-visitors-covid) [Excess mortality: Raw number of deaths from all causes compared to projection based on previous years, United States](https://ourworldindata.org/grapher/excess-mortality-raw-death-count-single-series) The reported number of weekly or monthly deaths in 2020–2023 and the projected number ofdeaths for the same period based on previous years. Table Line Bar Change country or region Jan 5, 2020 Dec 31, 2023 Sep 12, 2021 0 20,000 40,000 60,000 80,000 100,000 Reported deaths Baseline expected deaths Jan 5, 2020 Dec 31, 2023 Data source: Human Mortality Database (2023), World Mortality Dataset (2023) – [Learn more about this data]() Note: The reported number of deaths might not count all deaths that occurred dueto incomplete coverage and delays in reporting. [OurWorldinData.org/coronavirus](https://ourworldindata.org/coronavirus) \\| [CC BY](https://creativecommons.org/licenses/by/4.0/) Chart 1 of 111 # Featured Data on COVID-19 - [Estimated cumulative excess deaths during COVID-19 For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. For comparison, cumulative confirmed COVID-19 deaths are shown.](https://ourworldindata.org/grapher/excess-deaths-cumulative-economist-single-entity) [Download options](https://ourworldindata.org/grapher/excess-deaths-cumulative-economist-single-entity?overlay=download-data) - [Weekly confirmed COVID-19 cases Weekly confirmed cases refer to the cumulative number of cases over the previous week.](https://ourworldindata.org/grapher/weekly-covid-cases) [Download options](https://ourworldindata.org/grapher/weekly-covid-cases?overlay=download-data) - [COVID-19: Countries with restrictions on international travels Number of recorded countries with a given type of restriction on international travel arrivals.](https://ourworldindata.org/grapher/countries-with-restrictions-on-international-travels) [Download options](https://ourworldindata.org/grapher/countries-with-restrictions-on-international-travels?overlay=download-data) - [Positive test rate The daily number of confirmed cases divided by the daily number of tests, expressed as a percentage. Tests may refer to the number of tests performed or the number of people tested - depending on which is reported by the particular country.](https://ourworldindata.org/explorers/covid?Metric=Share+of+positive+tests&Interval=7-day+rolling+average&Relative+to+population=false) [Download options](https://ourworldindata.org/explorers/covid?Metric=Share+of+positive+tests&Interval=7-day+rolling+average&Relative+to+population=false&overlay=download-data) - [Share of people with a complete initial protocol Total number of people who received all doses prescribed by the initial vaccination protocol per 100 people in the total population.](https://ourworldindata.org/explorers/covid?Metric=People+fully+vaccinated&Interval=Cumulative&Relative+to+population=true) - [Annual research & development funding for infectious diseases Global annual funding reported for research and development to address neglected tropical diseases (in blue). These are compared to HIV/AIDS, tuberculosis, malaria, and COVID-19 (in orange). This data is expressed in US dollars, adjusted for inflation.](https://ourworldindata.org/grapher/annual-research-development-funding-for-neglected-tropical-diseases) - [Estimated cumulative excess deaths during COVID-19 For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown.](https://ourworldindata.org/explorers/covid?Metric=Excess+mortality+%28estimates%29&Interval=Cumulative&Relative+to+population=false) - [Estimated cumulative excess deaths per 100,000 people during COVID, from The Economist For countries that have not reported all-cause mortality data for a given week, an estimate is shown, with uncertainty interval. If reported data is available, that value only is shown. On the map, only the central estimate is shown.](https://ourworldindata.org/grapher/excess-deaths-cumulative-per-100k-economist) - [Number of COVID-19 patients in intensive care (ICU)](https://ourworldindata.org/grapher/current-covid-patients-icu) [See all 228 charts on this topic](https://ourworldindata.org/search?topics=COVID-19) ### Cite this work Our articles and data visualizations rely on work from many different people and organizations. When citing this topic page, please also cite the underlying data sources. This topic page can be cited as: ``` Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser (2020) - “COVID-19 Pandemic” Published online at OurWorldinData.org. Retrieved from: 'https://ourworldindata.org/coronavirus' [Online Resource] ``` BibTeX citation ``` @article{owid-coronavirus, author = {Edouard Mathieu and Hannah Ritchie and Lucas Rodés-Guirao and Cameron Appel and Daniel Gavrilov and Charlie Giattino and Joe Hasell and Bobbie Macdonald and Saloni Dattani and Diana Beltekian and Esteban Ortiz-Ospina and Max Roser}, title = {COVID-19 Pandemic}, journal = {Our World in Data}, year = {2020}, note = {https://ourworldindata.org/coronavirus} } ``` ![Our World in Data logo](https://ourworldindata.org/owid-logo.svg) ### Reuse this work freely All visualizations, data, and code produced by Our World in Data are completely open access under the [Creative Commons BY license](https://creativecommons.org/licenses/by/4.0/). You have the permission to use, distribute, and reproduce these in any medium, provided the source and authors are credited. 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Readable Markdown	- [Introduction](https://ourworldindata.org/coronavirus#introduction) - [Data Explorer](https://ourworldindata.org/coronavirus#explore-our-data-on-covid-19) - [Research & Writing](https://ourworldindata.org/coronavirus#research-writing) - [Charts](https://ourworldindata.org/coronavirus#all-charts) The COVID-19 pandemic has had a profound impact on the world, causing [tens of millions of deaths](https://ourworldindata.org/grapher/excess-deaths-cumulative-economist-single-entity), overwhelming healthcare systems, and disrupting societies and economies. The rapid spread of the coronavirus led to many scientific developments and policies — from rapid [testing](https://ourworldindata.org/coronavirus-testing) and [vaccines](https://ourworldindata.org/covid-vaccinations) to [social distancing](https://ourworldindata.org/grapher/countries-with-restrictions-on-public-gatherings) and financial support — but an uneven global response, with significant disparities in healthcare access, economic responses, and outcomes. [Reliable data](https://ourworldindata.org/key-lessons-from-our-work-on-the-covid-19-pandemic-are-now-published-in-lancet-public-health) has been crucial to effectively track and respond to the pandemic and guide public health efforts, research, and policies. For several years during the pandemic, our team at Our World in Data published daily updates on a range of crucial indicators and developed two global datasets on [testing](https://ourworldindata.org/our-world-in-data-covid-19-testing-dataset-published-by-nature) and [vaccination](https://ourworldindata.org/covid-vaccinations-nature). Our COVID-19 Data Explorer became a go-to source for people to understand the extent and spread of the disease. On this page, you will find our wide-ranging catalog of data and research on the COVID-19 pandemic. ## Explore our data on COVID-19 Sort by Clear selection Table Map Line Bar No data 0 100 200 300 400 500 600 700 800 ## Research & Writing ## Key data on the COVID-19 pandemic [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/7241320e-cce1-4a0f-cb36-5010ef57f000/w=1200)May 2, 2020Coronavirus (COVID-19) CasesEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-cases) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/1d81e44e-16a9-4bb2-999c-5512fe2f5a00/w=1200)November 1, 2020Coronavirus (COVID-19) HospitalizationsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-hospitalizations) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/488d6615-bcfe-46e7-0cac-e7832acbc400/w=1200)May 1, 2020Coronavirus (COVID-19) DeathsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-deaths) [![Featured image](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/5d7d5d62-54d3-473b-bf64-9a79fd28cb00/w=1200)May 5, 2020Mortality Risk of COVID-19Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/mortality-risk-covid) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/b2f27266-c206-492a-0aba-b65212dbb300/w=1200)December 16, 2020Coronavirus (COVID-19) VaccinationsEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-vaccinations) [![](https://ourworldindata.org/archived-thumbnail.jpg)May 7, 2020Coronavirus (COVID-19) TestingEdouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/coronavirus-testing) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/8a009ec0-6a8b-4e17-d492-3d1403358200/w=1200)May 22, 2020Excess mortality during the Coronavirus pandemic (COVID-19)Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/excess-mortality-covid) ## More articles on the COVID-19 pandemic [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/fa151b88-edbd-4348-845c-d6be4af96e00/w=1200)November 23, 2021How do death rates from COVID-19 differ between people who are vaccinated and those who are not?Edouard Mathieu and Max Roser](https://ourworldindata.org/covid-deaths-by-vaccination) [![Thumbnail for article battle against microbes](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/d02b11e0-53cb-4c3d-95c0-0898df985c00/w=1200)July 20, 2020Our history is a battle against the microbes: we lost terribly before science, public health, and vaccines allowed us to protect ourselvesMax Roser](https://ourworldindata.org/microbes-battle-science-vaccines) [![Thumbnail image for article on historical pandemics](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/393b0c62-2c91-49bb-9464-35edf31ecc00/w=5505)December 7, 2023What were the death tolls from pandemics in history?Saloni Dattani](https://ourworldindata.org/historical-pandemics) [![Featured image for the article advertising our article in Lancet Public Health. A stylized image of a checklist and a pen.](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/63d1061d-0b3f-4457-b14a-660a709f6b00/w=1200)May 1, 2024Key lessons from our work on the COVID-19 pandemic are now published in Lancet Public HealthBastian Herre, Lucas Rodés-Guirao, Edouard Mathieu, Hannah Ritchie, Charlie Giattino, Joe Hasell, Saloni Dattani, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/key-lessons-from-our-work-on-the-covid-19-pandemic-are-now-published-in-lancet-public-health) [![Thumbnail for article countries economies](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/69729df8-93d2-44e5-2f0b-4f0fbb4aa000/w=5609)September 1, 2020Which countries have protected both health and the economy in the pandemic?Joe Hasell](https://ourworldindata.org/covid-health-economy) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/105245ad-7c39-417f-d14c-38f960d80d00/w=680)March 23, 2020We teamed up with Kurzgesagt to make a video about the COVID-19 pandemicMax Roser and Hannah Ritchie](https://ourworldindata.org/kurzgesagt-coronavirus-video) ## Explainers on COVID-19 data [![](https://ourworldindata.org/archived-thumbnail.jpg)August 24, 2020How epidemiological models of COVID-19 help us estimate the true number of infectionsCharlie Giattino](https://ourworldindata.org/covid-models) [![Thumbnail for article pandemic primer](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/cb7b9286-f4a7-47ca-90f5-8e81ae7a1000/w=5609)June 29, 2020A pandemic primer on excess mortality statistics and their comparability across countriesJanine Aron, John Muellbauer, Charlie Giattino, and Hannah Ritchie](https://ourworldindata.org/covid-excess-mortality) [![Thumbnail for article on government data sharing](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/1ddd9063-db44-4446-53a9-e03d1fe50d00/w=5609)June 3, 2020Best practices for governments reporting COVID-19 testing dataJoe Hasell, Edouard Mathieu, Esteban Ortiz-Ospina, and Max Roser](https://ourworldindata.org/covid-testing-data-guidelines) [![Featured image for article on Sweden's death reporting, showing two diverging lines](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/de15d708-2a99-4025-0f4d-ab9451e75e00/w=5000)November 13, 2020Why do COVID-19 deaths in Sweden's official data always appear to decrease?Edouard Mathieu](https://ourworldindata.org/covid-sweden-death-reporting) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/0f687920-3325-4edf-7c27-fa4d08cf6b00/w=1280)May 14, 2020How to read the famous coronavirus trajectory chart — video explainerHannah Ritchie](https://ourworldindata.org/how-to-read-the-famous-coronavirus-trajectory-chart-video-explainer) ## Our World in Data’s COVID-19 data updates [![Thumbnail for article on future covid data updates](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/d6f26de4-c3ef-43bb-af5a-29f7f4b0db00/w=5505)November 15, 2024Future updates of our data on COVID-19Saloni Dattani and Lucas Rodés-Guirao](https://ourworldindata.org/future-updates-data-covid) [![Thumbnail for article on updating data source](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/9d063b0a-68ac-4ab3-fe49-7a2146c55c00/w=5609)February 28, 2023Our World in Data will rely on data from the WHO to track confirmed COVID-19 cases and deathsEdouard Mathieu and Lucas Rodés-Guirao](https://ourworldindata.org/covid-jhu-who) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/c5c4a11a-789c-46c9-1bb2-6d0a128eb100/w=1200)May 10, 2021The Our World in Data COVID-19 vaccination dataset has been published in the academic journal, Nature Human BehaviourHannah Ritchie](https://ourworldindata.org/covid-vaccinations-nature) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/3d907886-5156-4791-0b92-c048d78cf900/w=868)October 9, 2020The Our World in Data COVID-19 Testing dataset has been published in the academic journal, Nature Scientific DataJoe Hasell](https://ourworldindata.org/our-world-in-data-covid-19-testing-dataset-published-by-nature) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/5b67d0d8-c685-4c1d-392c-87f904119500/w=1200)January 8, 2021Our World in Data is now tracking Coronavirus (COVID-19) vaccinations across the worldEdouard Mathieu, Hannah Ritchie, and Max Roser](https://ourworldindata.org/covid-vaccination-dataset) [![](https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8yG0N6HnOy8g/6653854a-5e18-4837-efeb-c09d94543900/w=1200)May 31, 2022Ending our COVID-19 testing data updatesEdouard Mathieu, Cameron Appel, and Lucas Rodés-Guirao](https://ourworldindata.org/covid-testing-data-archived) ## Featured Data on COVID-19 [See all 228 charts on this topic](https://ourworldindata.org/search?topics=COVID-19) ### Cite this work Our articles and data visualizations rely on work from many different people and organizations. When citing this topic page, please also cite the underlying data sources. This topic page can be cited as: ``` Edouard Mathieu, Hannah Ritchie, Lucas Rodés-Guirao, Cameron Appel, Daniel Gavrilov, Charlie Giattino, Joe Hasell, Bobbie Macdonald, Saloni Dattani, Diana Beltekian, Esteban Ortiz-Ospina, and Max Roser (2020) - “COVID-19 Pandemic” Published online at OurWorldinData.org. Retrieved from: 'https://ourworldindata.org/coronavirus' [Online Resource] ``` BibTeX citation ``` @article{owid-coronavirus, author = {Edouard Mathieu and Hannah Ritchie and Lucas Rodés-Guirao and Cameron Appel and Daniel Gavrilov and Charlie Giattino and Joe Hasell and Bobbie Macdonald and Saloni Dattani and Diana Beltekian and Esteban Ortiz-Ospina and Max Roser}, title = {COVID-19 Pandemic}, journal = {Our World in Data}, year = {2020}, note = {https://ourworldindata.org/coronavirus} } ``` ![Our World in Data logo](https://ourworldindata.org/owid-logo.svg) ### Reuse this work freely All visualizations, data, and code produced by Our World in Data are completely open access under the [Creative Commons BY license](https://creativecommons.org/licenses/by/4.0/). You have the permission to use, distribute, and reproduce these in any medium, provided the source and authors are credited. 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