๐https://twitter.com/puddingviz/status/1239619132368265216
The Pudding's Twitter thread of existing data projects
Infographics
Collections of Infographics
Websites that present collections of multiple types of Coronavirus infographics.
17 (or so) responsible live visualizations about the Coronavirus, for you to use
๐๐https://blog.datawrapper.de/coronaviruscharts/
Datawrapper charting software's selection of about 17 "responsible" Coronavirus infographics, emphasizing rolling averages.
Coronavirus: the disease COVID-19 explained
Story of the epidemics in China with infographics- Rich infographics from South China Morning Post about many aspects of the disease and the epidemics
COVID-19 Maps & visuals
๐๐http://www.cidrap.umn.edu/covid-19/maps-visuals
COVID-19 dashboards
๐๐https://covid19dashboards.com/
A collection of dashboards and other infographics that are updated hourly with latest available data. Supported by a virtual team of open source collaborators.
Coronavirus Pandemic (COVID-19)
๐๐https://ourworldindata.org/coronavirus
Graphs and clear explanations from Our World in Data. Well referenced. You can use their graphs without permission, only attribution necessary.
de zeen SiousieSIEW collection
๐๐https://www.dezeen.com/2020/03/22/coronavirus-animations-toby-morris-siouxsie-wiles-design-graphics/
Coronavirus: Why You Must Act Now
๐๐[email protected]
Influential collection of infographics by Silicon Valley growth hacker Tomas Pueyo organized to construct an argument for a strong response to the pandemic. Includes graphic for The Hammer and the Dance. Translated into multiple languages.
Learning from Corona
๐๐https://hccd.hypotheses.org
Science blog from Switzerland, which analyses information design, campaigns and other design aspects of the Corona pandemic (weekly updated). In German and English.
Animated simulations
Infographics that use animation to show simulations of disease spread and policy measures.
Why outbreaks like Coronavirus spread exponentially, and how to โflatten the curveโ
Interactive data visualization from Washington Post simulating spread and countermeasures.
An Epidemic Graphing Calculator
๐๐https://kottke.org/20/03/an-epidemic-graphing-calculator
Adjust parameters like incubation time or hospitalizations to generate a time trend graph of an epidemic.
COVID-19: Stay-at-home takes time to kick in #CovidChat
๐๐https://www.youtube.com/watch?v=87tISKuPdi4
๐https://t.co/rV7Ys2qV5K?amp=1
๐https://twitter.com/amyhoy/status/1245185656105472001
Github repository for waterfall animation showing effects of stay-at-home over time. Twitter thread discusses various alternatives considered in development of this infographic.
Simulating an epidemic
๐๐https://www.youtube.com/watch?v=gxAaO2rsdIs
Explanation of a mathematical simulation of an epidemic from 3 Blue 1 Brown, a math YouTube channel that focuses on higher mathematics with a distinct visual perspective.
Trump Wants to โReopen America.โ Hereโs What Happens if We Do.
๐บ๐ธ๐https://www.nytimes.com/interactive/2020/03/25/opinion/coronavirus-trump-reopen-america.html?
Interactive pandemic curve map to show the impact of social distancing measures in the US.
A deadly trajectory: Confirmed covid-19 deaths
๐๐https://www.economist.com/news/2020/03/11/the-economists-coverage-of-the-coronavirus
Time trend graph from The Economist hub for its Coronavirus coverage.
Flatten the Curve
Infographics showing the relationship of case counts to hospital capacity have been influential in shaping public and policy response. This section collects some of the most influential examples.
Flatten the Curve / Slow the Spread
๐๐http://ctbergstrom.com/covid19.html
Infographic demonstrating the importance of interventions in reducing strain on the healthcare system CC BY 2.0.
File:COVID-19-curves-graphic-social-v3.gif
๐๐https://commons.wikimedia.org/wiki/File:Covid-19-curves-graphic-social-v3.gif
Wikimedia collection of animated Flatten the Curve graphic in multiple languages.
Illustrations and Memes
Illustrations, visual explanations, and humorous images based on photos and drawings. Images emphasize realism over symbolism.
What COVID-19 Does to Your Body
๐๐https://www.visualcapitalist.com/visualizing-what-covid-19-does-to-your-body/
Illustration on how covid-19 affect our lungs, from moderate to severe cases.
SARS-CoV-2 Spike Protein Structure
๐๐https://falconierivisuals.com/?p=916
Falconieri Visuals created this visual explainer of the SARS-CoV-2 spike protein for medical illustrators.
Coronavirus at a Glance: Infographic
Infographic emphasizing illustrations of medical and health promotion aspects of Coronavirus.
Types of Coronavirus Testing
San Diego Union-Tribune infographic illustrating features of 3 types of coronavirus testing.
COVID-19 Social Media Graphics
๐๐https://drive.google.com/drive/folders/1wRshkuQoO1CfUQKoaTUy33GKlGrkYuXf
Multilingual, formatted graphics for different social media layouts, explaining how to flatten the curve
Understanding Coronavirus
๐๐understandingcoronavirus.org
๐https://github.com/goinvo/COVID19
Open source comic for learning about COVID-19 (written and drawn for teenagers and adults). Graphic medicine booklets + posters available on github.
Just For Kids: A Comic Exploring The New Coronavirus
Comic designed for kids with input from experts. Downloadable as a zine. Also in Spanish and Chinese.
COVID_19
๐๐https://github.com/eleanormurray/COVID_19
5 Coronavirus Safety Tips and other Graphics. Lovely Graphic with 5 Tips for Coronavirus Safety translated into multiple languages. C
๐๐https://www.facebook.com/COVID2019Infographics
Series of infographics about COVID-19 that have been translated into 20+ languages to get the right information, in an easy to understand format designed for sharing on Facebook.
'Wear Your Mask: The Urine Testโ Analogy Meme
๐๐https://www.truthorfiction.com/wear-your-mask-the-urine-test-analogy-meme/
Fact checking website Truth or Fiction discussion of the Urine Test meme, whose creator is unknown.
Coronavirus Dank Meme Stash
๐๐ https://www.facebook.com/groups/coronavirus.memes
Doctor's note: laughter is NOT the best medicine.
CoronavirusMemes
๐๐https://www.reddit.com/r/CoronavirusMemes/
Coronavirus memes on Reddit
Network Diagrams
Infographics representing connections with network diagrams.
Singapore Connected Cases
Connected graph of Singapore cases - updated by local broadcaster CNA.
How are Singaporeโs COVID-19 cases related?
๐ธ๐ฌ๐https://kontinentalist.com/stories/singapore-coronavirus-cases-spread-connections
Disjoint force-directed graph of the confirmed cases of COVID-19 in Singapore by Kontinentalist. Updated every 2 days.
The Risks - Know Them - Avoid Them
๐จ๐ณ๐ฐ๐ท๐https://www.erinbromage.com/post/the-risks-know-them-avoid-them
Professor of Biology explains what we know about spread, includes links to influential early diagrams of indoor spread (restaurant, call center).
Genomic epidemiology of novel coronavirus - Global subsampling
๐๐https://nextstrain.org/ncov/global
๐ฃhttps://twitter.com/nextstrain
Phylogeny showing evolutionary relationships of viruses from COVID-19 pandemic.
Big Tech's Contributions in the Fight Against COVID-19
๐บ๐ธ๐https://www.visualcapitalist.com/big-tech-covid-19/
Graphic representation of financial flows from big tech to sectors of the economy fighting COVID-19.
The Anatomy of the $2 Trillion COVID-19 Stimulus Bill
๐บ๐ธ๐https://www.visualcapitalist.com/the-anatomy-of-the-2-trillion-covid-19-stimulus-bill/
Diagram linking categories of recipients of Coronavirus relief funds.
Scatterplots
Graphs showing correlations and relationships between variables by plotting points or bubbles.
The Front Line: Visualizing the Occupations with the Highest COVID-19 Risk
Bubble chart showing occupations with the highest risks based on physical job attributes by salary. Data from U.S. Department of Labor O*NET database.
Analysis of Percentage growth in total Deaths from Coronavirus by Country
๐๐https://paulyoudellcom.wordpress.com/blog-2/
Analysis on the Coronavirus outbreak in each country by an economist. Plots the % change in deaths against deaths.
Time Trend Infographics
Infographics emphasising change over time, such as timelines and time series.
COVID-19 Worldwide Growth Rates
๐๐http://nrg.cs.ucl.ac.uk/mjh/covid19/#covid-eu-norm4
University College London Professor of Networked Systems Mark Handley provides graphs of COVID-19 global growth rate and commentary. Graphs have CC0 "No rights reserved" license.
COVID-stats
๐๐https://covid-stats.theo.io/dashboard_draggable.php
๐ฃ https://twitter.com/theosanderson
Graph where country case-curves can be offset and overlaid on one another with growth projections.
Tracking COVID-19 excess deaths across countries
๐๐https://www.economist.com/graphic-detail/2020/04/16/tracking-covid-19-excess-deaths-across-countries
The Economist graphs total deaths over time to show that official COVID-19 death tolls under-count the true number of fatalities. The database The Economist uses is also available via Github ๐https://github.com/TheEconomist/covid-19-excess-deaths-tracker
The Financial Times data visualisations covering various global aspects
๐๐https://www.ft.com/content/a26fbf7e-48f8-11ea-aeb3-955839e06441
The FT graphs totals, trends and excess morbidity, by country and by urban area.
Current situation of countries relative to their peak. COVID-19 deaths per day
Small multiples time trend graph for 63 countries.
Euromono data from the EU also tracking excess morbidity by age group
๐ช๐บ ๐https://euromomo.eu/graphs-and-maps
Collated European data from partner countries (incl EU, UK and Schenigan group, excludes Turkey), colated by age group and z-scores.
COVID-19 charts
๐๐https://valis.pub/
Make your own chart of the covid-19 pandemic, comparing timeseries for any countries, states, and US counties.
'Should I...': The top 10 Google suggestions in March/April 2020
๐https://public.flourish.studio/visualisation/1512938/
๐ฃ [email protected]
The top 10 Google autocomplete suggestions from seed โshould iโฆโ (i.e. top safety concerns of the British public each day) and (i.e. topics where the public is seeking advice) from 02/03/2020
Virus Progression
๐https://takwimu.africa/profiles/covid-19
Trends in case counts by country in Africa.
COVID-19 contagion spread in Italy
๐ฎ๐น๐https://public.flourish.studio/visualisation/1514619/
COVID-19 contagion spread in Italy (updated daily)- Barchart race of the italian areas with the highest number of contagion. Updated daily with official data from italian government (Protezione Civile).
How has Singapore responded to COVID-19?
๐ธ๐ฌ๐https://kontinentalist.com/stories/singapore-response-wuhan-coronavirus-timeline
A timeline viz of Singaporeโs government/community response as the situation develops both locally and internationally. Updated every 2 days.
An Incalculable Loss
๐บ๐ธ๐https://www.nytimes.com/interactive/2020/05/24/us/us-coronavirus-deaths-100000.html
Interactive timeline version of New York Times front page remembrance of 100,000 COVID-19 deaths.
TOP-10 Average Daily Cause of Death in US from CDC 2018
Bar chart race animation showing how COVID-19 compares to other causes of death from March 1.
COVID-19 Consumer Impact Tracker
๐๐https://meetglimpse.com/covid19
Glimpse tracks every topic across the internet. Here are non-obvious trends impacted by Coronavirus.
The Fedโs Balance Sheet: The Other Exponential Curve
๐บ๐ธ๐https://www.visualcapitalist.com/the-feds-balance-sheet-the-other-exponential-curve/
Time trend graph showing US Federal Reserve macroeconomic pandemic response.
Three graphs that show a global slowdown in COVID-19 deaths
๐https://theconversation.com/three-graphs-that-show-a-global-slowdown-in-covid-19-deaths-135756
Criticized for complexity, tornado plot with time trends over scatterplot of average and change in deaths.
Georgia Department of Health slammed for misleading coronavirus data
๐บ๐ธ๐https://nypost.com/2020/05/19/georgia-agency-bashed-for-using-erroneous-coronavirus-data/
Cautionary tale: This time trend graph from the state of Georgia's Department of Health was widely criticized, although some criticism may have taken the graph out of context.
The Trump administrationโs โcubic modelโ of coronavirus deaths, explained
๐บ๐ธ๐https://www.vox.com/2020/5/8/21250641/kevin-hassett-cubic-model-smoothing
Cautionary tale: This time trend graph naively applied a cubic projection, resulting in a projection that daily US COVID-19 deaths would reach zero in mid-May.
Topical Infographics
Infographics that combine text, symbolic images, and numbers to give multiple perspectives on a topic. Unlike a dashboard, this classic infographic format is typically not updated over time.
Every Vaccine and Treatment in Development for COVID-19, So Far (April 1, 2020)
๐๐https://www.visualcapitalist.com/every-vaccine-treatment-covid-19-so-far/
Infographic summarizing current status of diagnostics, treatments, and vaccines.
Decoding COVID-19
Multimedia infographic from South China Morning Post explaining biological aspects of Coronavirus.
Maps
Infographics that emphasise geography. Many dashboards also include maps.
The Countries Best and Worst Prepared for an Epidemic
๐๐https://www.statista.com/chart/20629/ability-to-respond-to-an-epidemic-or-pandemic/
This infographic, which placed the US among the countries best prepared to respond, did not age well.
Maps of Cases
COVID-19 (Coronavirus) Update: Chronology of a Pandemic
๐๐https://world-mapper.org/covid-19-coronavirus/
Visual chronology emphasising proportional world maps.
Tracking the spread of the novel Coronavirus
๐https://graphics.reuters.com/CHINA-HEALTH-MAP/0100B59S39E/index.html
Map of Coronavirus spread from Reuters.
Mapping the novel Coronavirus pandemic
๐จ๐ณ๐https://storymaps.arcgis.com/stories/4fdc0d03d3a34aa485de1fb0d2650ee0From Esri's StoryMaps team. Detailed maps of early spread of virus in and around Wuhan, China.
๐https://graphics.reuters.com/CHINA-HEALTH-MAP/0100B59S39E/index.html
Animated map from Reuters showing the spread over time.
COVID-19 in derivatives
๐๐Link: https://pernaletec.shinyapps.io/covid_derivative_db/
๐ Data source: https://github.com/pernaletec/covid19_derivatives
Map of cases, change in number of cases, and change in rate of change (cases, 1st & 2nd derivatives).
Effective transmission across the globe: the role of climate in COVID-19 mitigation strategies
๐๐https://cmmid.github.io/topics/covid19/role-of-climate.html0
Map of transmission status for COVID-19 and comparison of transmission status with average population adjusted temperature and relative humidity shows little effect of climate.
Novel Coronavirus (COVID-19) Infection Map
๐๐https://hgis.uw.edu/virus/
Coronavirus infection map. Data sourced from WHO, New York Times, NBC News, CDC, Baidu, etc.
Novel Coronavirus Map
๐๐ https://infographics.channelnewsasia.com/covid-19/map.html
๐ฃ https://twitter.com/Channelnewsasia
Map of worldwide cases and deaths, per country from Channel News Asia. Simple to read and well laid out. Topographic map clearly shows natural features.
Interactive Coronavirus province level maps in multiple languages
๐๐https://www.endcoronavirus.org/map/english
Created by endcoronavirus.org (ECV), an international volunteer coalition of scientists, community organisers, caring citizens, business owners, and individuals with a mission to develop effective, community-based solutions. ECV began at the New England Complex Systems Institute (NECSI).
HealthMap
๐๐https://www.healthmap.org/covid-19/
Nice animation showing the spread of Coronavirus from the beginning of the outbreak from Open COVID-19 Data Curation Group.
US Health Weather Map
๐บ๐ธ๐https://www.healthweather.us/?mode=Atypical
Map from internet-connected thermometer company Kinsa showing total and atypical illness levels.
MAP: The Danish regions most affected by Coronavirus
๐ฉ๐ฐ๐ https://www.datawrapper.de/_/PE9re/
Visualization of Coronavirus cases by Danish region using DataWrapper. Data: Statums Serum Institut.
COVID-19 US Map
Interactive map with COVID-19 cases by county. Data source: John Hopkins University
Interactive Map: Coronavirus Cases In NYC By Zip Code
๐บ๐ธ๐https://gothamist.com/news/interactive-map-coronavirus-cases-nyc-zip-code
Raw data source:
๐ https://github.com/nychealth/coronavirus-data/blob/master/tests-by-zcta.csv
Interactive map of New York City cases by zip code
Maps about Travel
Where America Didnโt Stay Home Even as the Virus Spread
๐บ๐ธ๐https://twitter.com/Joseph_GL_Lee/status/1245695311747649536
New York Times map of US reductions in travel. Influential map and accompanying article drew attention to geographic disparities within US.
World Travel Restrictions - UN World Food Programme - Emergency Division
๐๐http://arcg.is/uHyuO
Global travel restrictions from the World Food Programme. Mobile version available.
EpiRisk
๐๐http://epirisk.net/
EpiRisk is a computational platform to estimate of the probability of exporting infected individuals from sites affected by a disease outbreak to other areas in the world through the airline transportation network and the daily commuting patterns and model the effects of travel restrictions.
Dashboards
A dashboard combines multiple types of indicators, such as maps, trends, counts, and shares. The dashboards in this section include global data and may allow it to be displayed separately by country. This section will be useful for people who want to understand various aspects of the pandemic. It is also useful for people who create infographics, to compare different ways of displaying data on a dashboard.
Collections of Global Dashboards
This section is for collections that contain multiple global dashboards.
The Best and the Worst of the Coronavirus Dashboards
๐๐https://www.technologyreview.com/2020/03/06/905436/best-worst-coronavirus-dashboards/
MIT Technology Review's ranking of Coronavirus dashboards (also used to provide some of the descriptions of dashboards mentioned here).
Tableau's COVID-19 Data Hub
๐๐https://www.tableau.com/covid-19-coronavirus-data-resources
Tableau data analysis software provides a curated collection of COVID-19 dashboards. Includes Daily Dashboard, Community Visualizations, and Global COVID-19 Starter Workbook.
List of Novel Coronavirus Dashboards: Interactive Map Dashboards
๐๐ https://storymaps.arcgis.com/stories/a1746ada9bff48c09ef76e5a788b5910
Collection of sites using the mapping platform ESRI / Arcgis to create COVID-19 dashboards.
How I track the Coronavirus
๐๐https://bryanalexander.org/digital-literacy/how-i-track-the-coronavirus/
Blog by futurist and Georgetown Professor Bryan Alexander linking to dashboards and commenting on their usefulness.
COVID-19 Coronavirus Pandemic
๐๐https://www.worldometers.info/coronavirus/
Worldometer, a small, independent US-based media company voted one of the best free reference websites by the the American Library Association (ALA), provides Coronavirus statistics, graphs, countries, death rate, symptoms, incubation, transmission, and news.
World COVID-19 tracker
๐๐ https://georank.org/covid
GeoRank visualizations of JHU, WHO, and CDC data emphasizing rankings and comparisons.
GermInfo: Site for Coronavirus / COVID-19 Info
๐๐https://www.germinfo.org/
A library of dashboards summarising the latest numbers around COVID-19 from GermInfo. Site solicits donations and markets telehealth services and medical supplies.
Individual Global Dashboards
COVID-19 Dashboard by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University (JHU)
๐๐https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6
Comprehensive and extremely popular, but the colour scheme has been known to induce anxiety.
Coronavirus (COVID-19)
๐บ๐ณ๐ https://covid19.who.int/
Dashboard from World Health Organization
COVID-19 Coronavirus Tracker
๐๐https://www.kff.org/global-health-policy/fact-sheet/coronavirus-tracker/
Global Coronavirus tracker from Kaiser Family Foundation (KFF) Global Health Policy group.
COVID-19 pandemic cases
๐๐https://en.wikipedia.org/wiki/COVID-19_pandemic_cases
The Wikipedia page for cases functions as a global dashboard.
Global COVID-19 Tracker & Interactive Charts
๐๐บ๐ธ๐จ๐ฆ๐https://coronavirus.1point3acres.com/en
Global dashboard with focus on US and Canada from 1point3acres. Ad supported.
COVID-19 surveillance dashboard
๐๐https://nssac.bii.virginia.edu/covid-19/dashboard/
Dashboard with map and case counts from University of Virginia Biocomplexity Institute.
Information is Beautiful Data Pack
๐๐https://informationisbeautiful.net/visualizations/covid-19-coronavirus-infographic-datapack/
Widely shared infographic with seriousness of symptoms, worldwide recovery, demographic-related death rates, flattening the curve, mentions in the media. Updates appear to be daily.
COVID-19 Outbreaks
๐๐ https://covid.sdelmont.com/
Dashboard emphasizing trends over tine. Uses John Hopkins data, and intra-day updates from Worldometers, to visualize outbreaks each country (and regional when available), in terms of deaths per day. Includes links to news and wikipedia pages for each country. Mobile-friendly.
nCoV2019.live
๐๐https://ncov2019.live/data
๐ฃ@AviSchiffmann
Coronavirus dashboard with wiki and newsletter created by a high school student in Washington state.
Coronavirus Country Comparator
๐๐ https://boogheta.github.io/coronavirus-countries/
๐ฃ https://twitter.com/boogheta
Uses John Hopkins data to visualize, superimpose, stack, fit or compare cases by country.
Covy
๐บ๐ธ๐https://covy.app/?lat=40.29399&lng=-104.81659&dlat=-20.90077&dlng=-28.95996&z=4&c=7206
Live visualisation of COVID-19 cases from the Covy App (US based but mapped globally).
COVID-19 Coronavirus Map
๐๐https://covid19.health/
Dashboard includes map, time trends, bubble chart.
COVID-19 Global Pandemic Real Time Report
https://ncov.dxy.cn/ncovh5/view/en_pneumonia?from=dxy&link=&share=&source=
Hosted by DXY DX Doctor, a Chinese online community for physicians.
COVID-19 Cases
Maps of Coronavirus cases from membership website NomadList, a community of international travelers working remotely around the world.
Tracking Coronavirus: Map, data and timeline
๐๐https://bnonews.com/index.php/2020/04/the-latest-coronavirus-cases/
From Netherlands-based news agency BNO News. Published April 1 and not updated.
COVID-19 data dashboard on Telegram
๐https://t.me/covid_dashboard?fbclid=IwAR2yzUuffJQBe8Kt4sWAclFAhMYEKM9e569BctuJHzJ9Q2xlSZk-OoNesLI
Appears to require installation of Telegram app.
COVID-19info.live
๐๐https://covid19info.live/
Global dashboard with statistics and news. Support for multiple European languages and Vietnamese.
COVID-19 Global cases- open source version.
๐๐https://chschoenenberger.shinyapps.io/covid19_dashboard/
Created to show that open-source technologies, such as R Shiny, can be used to create a decent dashboard in few hours. Features a neutral color scheme.
COVID-19 Status Reports
๐๐http://covid-19-status-reports.herokuapp.com/
Global comparative dashboard including countries + regional groupings like EU, Asia, etc. Uses Johns Hopkins, New York Times, and Robert Koch Institute data.
Oxford: COVID-19 Government Response Tracker (OxCGRT)
๐๐https://www.bsg.ox.ac.uk/research/research-projects/oxford-covid-19-government-response-tracker
Oxford University dashboard displaying government responses tracked rigorously and consistently.
Coronavirus pandemic: Tracking the global outbreak
๐๐https://www.bbc.co.uk/news/world-51235105
Tracking the global outbreak by BBC News Visual and Data Journalism Team.
Coronavirus Map: Tracking the Global Outbreak
๐https://www.nytimes.com/interactive/2020/world/coronavirus-maps.html
Coronavirus map: Tracking the global outbreak by the New York Times. Global dashboard that also includes detail for US states and major cities.
Global Forecasting Dashboards
Coronavirus 10-day forecast
๐๐https://benflips.shinyapps.io//
10-day forecasts based on current cases from the University of Melbourne.
COVID-19 forecasting
๐๐ http://epidemicforecasting.org
1-year forecasts, country-by-country, based on a global model of travel patterns running on high-performance computers. Model includes technological advances and mitigation measures based on a database tracking 100+ global measures. From University of Oxford.
Updated COVID-19 (Coronavirus) statistics and analysis
๐https://nucleuswealth.com/articles/updated-coronavirus-statistics-cases-deaths-mortality-rate/
COVID-19 (Coronavirus) FAQs with statistics and analysis by Nucleus Wealth. Has evolved through 3 phases: spread, extent and lethality of outbreaks, and predicting peaks and shutdown durations.
Global Media Dashboards
OneSub Coronavirus News & โPolitical-Illnessโ Feed
๐๐https://onesub.io/covid/
๐ฃOneSub ๐ Better News (@onesub_)
Global statistics and recently published articles. Tracking politicians: onesub.io/covid#gov
Please suggest sources weโd do well to include. UK tabloids excluded at the moment.
RavenPack Coronavirus News Monitor
๐https://coronavirus.ravenpack.com/
Tracks information and media analytics in real-time sourced from +19,000 media sources worldwide and measures the level of panic, social distancing, among other key topics in the news.
Coronavirus Search Trends
๐๐https://trends.google.com/trends/story/US_cu_4Rjdh3ABAABMHM_en
Google's dashboard of trends in search terms related to the Coronavirus.
Geographical Region and Country Dashboards
Dashboards with data for a specific region, country, or subnational unit. Like all dashboards, these graphics combine multiple forms of data to inform decisions and monitor progress. Regions are defined and organized based on the United Nations Statistical Methodology.
Dashboards by Continent: Africa
๐ฟ๐ฆSouth Africa
Corona Stats
๐ฟ๐ฆ๐http://corona-stats.co.za/
Country: South Africa
Verified/vetted data added. Explicitly no projections or conclusions included. Also available for Democratic Republic of Congo.
COVID-19 ZA Dashboard
๐ฟ๐ฆ๐https://datastudio.google.com/u/0/reporting/1b60bdc7-bec7-44c9-ba29-be0e043d8534/page/hrUIB
South Africa Dashboard. University of Pretoria Data Science for Social Impact Research Group Dashboard
Coronavirus in South Africa
๐ฟ๐ฆ๐https://mediahack.co.za/datastories/coronavirus/dashboard/
MediaHack COVID-19 Dashboard
๐บ๐ฌUganda
MoH Uganda: COVID-19 Information Portal
๐บ๐ฌ๐https://covid19.gou.go.ug/
The ministry of health COVID-19 Dasboard
KCCA COVID - 19 Response Hub
๐บ๐ฌ๐https://coronavirus-response-19-ctf-kcca-gisservices.hub.arcgis.com/
Kampala Capital City Authority Esri Dasboard
Dashboards by Continent: Americas
Where Is the Coronavirus in Latin America?
๐๐ https://www.as-coa.org/articles/where-coronavirus-latin-america
Latin America current cases by American Society Council of the Americas.
The Caribbean
CARICOM COVID-19 Dashboard
๐https://infogram.com/1p3mqdeyw3kzpjb0gv052y96d3sdm9p9zyd
Confirmed cases, deaths and recoveries for the 20 member and associate member states in the Caribbean.
๐จ๐ฆCanada
COVID-19 (Coronavirus) Updates: Canada
๐จ๐ฆ๐https://www.covid-19canada.com/
Canada info and maps. Ad supported. Includes link to national and provincial self-assessment tools.
COVID-19 in Canada
๐จ๐ฆ๐ https://covid19incanada.ca/
Visual timeline and map of COVID-19 in Canada, updated frequently. Data from official federal and provincial sources, and CBC.
๐บ๐ธUnited States: National-level
Coronavirus Disease 2019 (COVID-19)
Cases in the US by Centers for Disease Control (CDC).
COVIDcast, from Carnegie Mellon University
๐บ๐ธ๐https was://covidcast.cmu.edu/
Displays signals related to COVID-19 activity levels across the United States. All these signals taken together may suggest heightened or rising COVID-19 activity in specific locations
Is your community ready to reopen?
๐บ๐ธ๐https://covidactnow.org/
Real-time modeling and metrics. All 50 states. 2,100+ counties. Estimates risks of reopening based on cases, deaths, testing, and hospital capacity.
COVID-19 Mobility Data Network
๐ https://visualization.covid19mobility.org/
Dashboard of population mobility data and physical distancing efforts. A collaboration between Facebook Data for Good and COVID-19 Mobility Data Network. Designed and built by Stamen.
U.S. Consumer Activity During COVID-19 Pandemic
๐บ๐ธ๐ https://www.safegraph.com/dashboard/covid19-commerce-patterns
Consumer activity: Foot Traffic by Day, Year-over-year, from SafeGraph.
Understanding The Impact of COVID-19 With Foot Traffic Data
๐บ๐ธ๐https://enterprise.foursquare.com/intersections/article/understanding-the-impact-of-covid-19/
Infographics analyzing economic disparities in who is able to stay home / social distance
United States Coronavirus (COVID-19) Tracker
๐บ๐ธ๐ https://infection2020.com/
Data sources: CDC, WHO, JHU CSSE, and state agencies. Supported by ads and donations.
Social Distancing Scoreboard
๐บ๐ธ๐https://www.unacast.com/covid19/social-distancing-scoreboard
Data visualizations to empower organizations to measure and understand the efficacy of social distancing initiatives at the local level. By unacast, makers of the Retail Impact Scorecard.
Coronavirus Atlas
๐บ๐ธ๐https://3lj7l.glideapp.io/
Glide app - summary of state-level data on your phone. Daily updates from COVID Tracking Project API.
๐บ๐ธState-level
COVID-19 Public Dashboard
Interactive dashboard with county level data for California. Includes separate tab for hospital data.
California COVID-19 by the Numbers
๐บ๐ธ๐https://www.cdph.ca.gov/Programs/CID/DCDC/PublishingImages/COVID-19/May9_CA-COVID19_Numbers.png
One-page printable dashboard for state of California.
Florida's COVID-19 Data and Surveillance Dashboard
๐บ๐ธ๐https://experience.arcgis.com/experience/96dd742462124fa0b38ddedb9b25e429
From Florida Department of Health, Division of Disease Control and Health Protection.
Florida Ousts Top COVID-19 Data Scientist
National Public Radio (NPR) reports scientist said she's been fired for refusing to manipulate the data.
Florida's Community Coronavirus Dashboard
๐บ๐ธ๐https://floridacovidaction.com/
Alternative dashboard created by data scientist formerly in charge of Florida's dashboard.
New Jersey COVID-19 Dashboard
๐บ๐ธ๐https://www.nj.gov/health/cd/topics/covid2019_dashboard.shtmlDashboard of New Jersey cases.
COVID-19 North Carolina Dashboard
https://www.ncdhhs.gov/divisions/public-health/covid19/covid-19-nc-case-count
Data dashboard from NC Department of Health and Human Services.
๐บ๐ธLocal (Cities and Counties)
How Severe Are Coronavirus Outbreaks Across the U.S.? Look Up Any Metro Area
๐บ๐ธ๐https://twitter.com/sangerkatz/status/1246061372640825345
https://www.nytimes.com/interactive/2020/04/03/upshot/coronavirus-metro-area-tracker.html
Tracking Coronavirus in US urban areas, by the New York Times.
LA COVID-19 Neighborhood Maps
๐บ๐ธ๐http://la.myneighborhooddata.org/covid-19/
Los Angeles County dashboard from Neighborhood Data for Social Change project at University of Southern California, Sol Price School of Public Policy.
COVID-19: Data
๐บ๐ธ๐https://www1.nyc.gov/site/doh/covid/covid-19-data.page#download
NYC Health Dept releases chart of Coronavirus cases by zip code. Looks like those who have the farthest commutes by train also have highest instances.
COVID-19 by Continent: Asia
China
China Info & Maps
๐จ๐ณ๐https://news.qq.com/zt2020/page/feiyan.htm?ADTAG=area#/global
Daily update of cases from qq.nt). In Chinese.
Latest Situation of Coronavirus Disease (COVID-19) in Hong Kong
๐ญ๐ฐ๐https://chp-dashboard.geodata.gov.hk/covid-19/en.html
Hong Kong Dashboard. Update by government. In English.
Macau Dashboard
Macau Dashboard. In Chinese.
๐ฎ๐ณIndia
Defeat COVID
๐ฎ๐ณ๐ https://defeatcovid.org
๐ฃ [email protected]
Data Dashboard for India with opportunity to self-report symptoms.
COVID Visual
๐ฎ๐ณ๐ https://www.covidvisual.in
Dashboard for India and subnational units.
India - COVID-19 Dashboard
๐ฎ๐ณ๐https://popd๐ฎ๐ณ๐ash.org/
Dashboard for India with map and news sources.
Dashboard: Odisha
๐ฎ๐ณ๐https://statedashboard.odisha.gov.in/
Dashboard for Indian state of Odisha from Department of Electronics and Information Technology.
๐ฎ๐ฉIndonesia
COVID-19 INONESIA: Kota PER Sebaran ODP & PDP
๐ฎ๐ฉ๐ https://co.vid19.id/
Indonesia Dashboard- Data sources: Indonesian Ministry of Health.
Pusat Informasi & Koordinasi COVID-19: Provinsi Jawa Barat
๐ฎ๐ฉ๐ https://pikobar.jabarprov.go.id/#/
West Java COVID-19 distribution map: confirmed, patients under supervision [PDP], and people under observation [ODP]). Data sources: West Java Health Agency
๐ฏ๐ตJapan
Coronavirus Disease (COVID-19) Situation Report in Japan
๐ฏ๐ต๐ https://toyokeizai.net/sp/visual/tko/covid19/en.html
Japan Dashboard from Toyo Keizai Online.
Tokyo Dashboard Latest updates on COVID-19 in Tokyo
๐ฏ๐ต๐https://dev-covid19-tokyo.netlify.com/en
Dashboard for Tokyo with interesting visual representation of test counts.
Japan COVID-19 Coronavirus Tracker
๐ฏ๐ต๐https://covid19japan.com/
In Japanese, English, and Spanish.
๐ฒ๐พMalaysia
COVID-19 in Malaysia
Malaysia Dashboard- created by Malaysiakini Newslab and MOH
๐ฒ๐ฒMyanmar
CoronavirusDisease (COVID-19) Surveillance Dashboard (Myanmar)
๐ฒ๐ฒ๐http://mohs.gov.mm/Main/content/publication/2019-ncov
Myanmar Dashboard
๐ต๐ญPhilippines
COVID-19 Tracker
๐ต๐ญ๐ https://ncovtracker.doh.gov.ph/
๐ฃ Philippine Department of Health
Philippines Dashboard, Data sources: Epidemiology Bureau, Department of Health, Philippines
COVID-19 in the Philippines
๐ต๐ญ๐https://datastudio.google.com/u/0/reporting/1VgIKMvPGEJ6IW9TF9g4ZB-j-ZyZWyB-r/page/nGDIB?s=rnxK_bdo2z8
Philippines Dashboard
Coronavirus Disease (COVID-19) Situation
๐ต๐ญ๐https://www.inquirer.netdurha/novel-coronavirus-update
Philippine Dashboard, Data Sources: WHO, Department of Health, Philippines
๐ธ๐ฌSingapore
๐ธ๐ฌ๐ http://www.wuhanvirus.sg/ Firefox Warning: Potential Security Risk Ahead
๐ฃ [email protected]
Singapore Dashboard- Data sources: Singapore MOH. Uses official data from the Singapore Ministry of Health. As such, some of the data is extremely specific (including approximate residence of patients) and thus some privacy concerns have been raised.
Dashboards by Continent: Europe
๐ฆ๐น Austria
Official Government Dashboard plus Open Data CSV download
๐https://info.gesundheitsministerium.at
Open Data Portal COVID-19 Data
๐https://www.data.gv.at/covid-19/
๐ง๐ชBelgium
COVID-19 โ pidemiologisch Bulletin
๐ง๐ช๐https://epidemio.wiv-isp.be/ID/Documents/Covid19/Meest%20recente%20update.pdf
Dashboard of data visualizations for Belgium.
๐จ๐ฟCzech Republic
COVIDโ19: Pehled aktuรกlnรญ situace v ฤR
๐จ๐ฟ๐https://storymaps.ardc0alne.mzcr.cz/covid-19
Overview of the current situation in the Czech Republic.
๐ช๐ชEstonia
Koroonakaar
๐ช๐ช๐ http://koroonakaart.ee
Visualization of Coronavirus cases in Estonia. Source: Health Board of Estonia.
๐ซ๐ฎFinland
Suomen koronavirus-tartuntatilanne
๐ซ๐ฎ๐ https://korona.kans.io/
๐https://github.com/HS-Datadesk/koronavirus-avoindata#direct-interface-to-hs-data
Source: Helsingin Sanomat (media) JSON API
๐ซ๐ทFrance
Bilan en diect sur l'รฉvolution du Coronavirus en France et dans le monde
๐ซ๐ท๐https://www.bilancoronavirus.fr/?utm_source=datastudio&utm_medium=datastudio&utm_campaign=datastudio
Notre projet a pour vocation de permettre aux citoyens de mieux comprendre et analyser l'รฉvolution รฉpidรฉmiologique du coronavirus (covid-19 / SARS-CoV-2) en France et dans le monde.
๐ฉ๐ชGermany
Berliner-Mogenpost Coronavirus-Monitor
๐ฉ๐ช๐https://interaktiv.morgenpost.de/corona-virus-karte-infektionen-deutschland-weltweit/
Coronavirus-Fรคlle in Deutschland.
Robert Koch-Institut: COVID-19-Dashboard
๐ฉ๐ช๐https://experience.arcgis.com/experience/478220a4c454480e823b17327b2bf1d4
COVID-19 dashboard for Germany from national public health institute.
Coronavirus-Karte fรผr Deutschland
๐ฉ๐ช๐https://www.zeit.de/wissen/gesundheit/2020-03/coronavirus-deutschland-infektionen-faelle-verbreitung-epidemie-karte (Datenquelle)
Alle bestรคtigten Fรคlle auf einer Karte from news organization Zeit.
๐ฌ๐ทGreece
ฮฮผฮตฯฮฎฯฮนฮฑ ฮฯฯฮบฯฯฮทฯฮท
๐ฌ๐ท๐https://covid19.gov.gr/covid19-live-analytics/
Dashboard from government of Greece.
ฮฮฟฯฯฮฝฮฟฯฯฯ SARS-CoV-2 (COVID-19) ฯฯฮทฮฝ ฮฮปฮปฮฌฮดฮฑ (ฮบฮฑฮธฮทฮผฮตฯฮนฮฝฮฎ ฮตฮฝฮทฮผฮญฯฯฯฮท)
๐ฌ๐ท๐https://ageor.dipot.com/2020/03/Covid-19-in-Greece.html
Coronavirus dashboard for Greece from blog On anything & everything.
๐ฎ๐ธIceland
COVID-19 รก slandi - Tรถlfrรฆรฐi
๐ฎ๐ธ๐https://www.covid.is/tolulegar-upplysingar
Iceland Dashboard
๐ฎ๐นItaly
COVID-19 oubreak in Italy
๐ฎ๐น๐http://unwfp.maps.arcgis.com/apps/opsdashboard/index.html#/4f74fc222b7041cd9cc3c52e62af1b8c
Dashboard for Italy created by the United Nations World Food Programme - Emergency Division
Coronavirus in Italia, i dati e la mappa [Coronavirus in Italy, the data and the map]
๐ฎ๐น๐https://lab24.ilsole24ore.com/coronavirus/
From news organization Il Sole 24 Ore
Coronavirus, la situazione in Italia
๐ฎ๐น๐https://lab.gedidigital.it/gedi-visual/2020/coronavirus-i-contagi-in-italia/
Comprehensive overview nationwide or by region from multimedia division of Gruppo Editoriale GEDI.
๐ต๐ฑPoland
Porรณwnaj dae o epidemii koronawirusa (COVID-19) w wybranych krajach [Compare data on the Coronavirus (COVID-19) in selected countries]
๐ต๐ฑ๐https://bankdanych.io/pl/covid
Polish data dashboard- Porรณwnaj dane o epidemii koronawirusa (COVID-19) w wybranych krajach
๐ท๐ดRomania
CoronavirusCOVID-19 Romรขnia
๐ท๐ด๐https://covid19.geo-spatial.org/dashboard/main
Romania Map
๐ช๐ธSpain
COVID-19
๐ช๐ธ๐https://covid19.isciii.es/
Dashboard from Spain's Ministry of Science and Innovation (within the Health Ministry).
This is also the source for data from Spain in the worldometers dashboard.
๐จ๐ญSwitzerland
COVID-19 Information for Switzerland
๐จ๐ญ๐https://www.corona-data.ch/
Dashboard of COVID-19 situation in Switzerland.
๐ฌ๐งUnitedKingdom
Coronavirus (COVID-19) in the UK
๐ฌ๐ง๐ https://coronavirus.data.gov.uk/
UK Dashboard
NHS Pathways coronavirus triage dashboard
๐ฌ๐ง๐https://digital.nhs.uk/dashboards/nhs-pathways
Potential COVID-19 symptoms reported through NHS Pathways and 111 online
COVID-19 UK Update
๐ฌ๐ง๐https://covid19uk.live
UK dashboard. Open government license.
COVID-19 Now: Live Estimates for the UK
๐ฌ๐ง๐ http://whereisitin.london/COVID-19: track coronavirus cases
London dashboard- Data Source, here. Might not be uptodate.
Includes a Bret Victor-style interactive model to help Londoners understand how many cases there actually are. It uses a simple exponential growth model fit to real data. Users can change the key parameters using a UI built with Bret Victor's Tangle framework. Prioritizes intelligibility over accuracy.
Coronavirus Scotland
๐ด๓ ง๓ ข๓ ณ๓ ฃ๓ ด๓ ฟ๐https://coronavirus.scot/
Dashboards for Scotland, England, Wales, and Northern Ireland
Local Authority COVID-19 dashboard
๐ฌ๐ง๐https://odileeds.org/projects/hexmaps/covid-19/
๐https://github.com/odileeds/hexmaps/blob/gh-pages/maps/uk-local-authority-districts-2019.hexjson
This map shows reported COVID-19 cases per capita as a Local Authority hex cartogram - this gives each Local Authority the same visual weight on the map. Some Local Authorities in England are missing because of inconsistencies. Github repository available.
Dashboards by Continent: Oceania
๐ฆ๐บAustralia
Coronavirus(COVID-19) at a glance
๐ฆ๐บ๐https://www.health.gov.au/resources/publications/coronavirus-covid-19-at-a-glance
Australia's daily dashboard. Updated 3pm with data from states and territories. Downloadable as .pdf.
Coronavirus (COVID-19) in Australia
๐ฆ๐บ๐https://www.covid19data.com.au/
Created by volunteers and supported by donations. Data based on media reports and verified with updates from state and federal health departments. CC BY 4.0 license.
Coronavirus COVID-19- Victoria, Australia - Public Exposure Sites
๐ฆ๐บ๐Coronavirus COVID-19- Victoria, Australia - Public Exposure Sites
Lists specific locations and times of potential Coronavirus exposure. CC BY 3.0 Australia license.
COVID-19 in Australia - Real-time report
๐ฆ๐บ๐ https://covid-19-au.com/
Developed by a volunteer team, for non-commercial use only. Includes flights and cruise ships associated with Australian cases.
Find the facts about COVID-19
๐ฆ๐บ๐https://preview.nsw.gov.au/covid-19/find-facts-about-covid-19
Australia New South Wales (NSW) statistics, with heat map of confirmed cases in NSW by postcode.
๐ณ๐ฟNew Zealand
COVID-19 Caes in New Zealand
๐ณ๐ฟ ๐https://pinginsights.nz/covid-19-cases-in-new-zealand/
Dashboard for New Zealand. Mobile version available.
Miscellaneous Infographics
Infographics in this category may be outdated, contain unsourced data, or duplicate content presented more thoroughly elsewhere.
Detailed spreadsheet and graphs of Corona over time. No obvious data source or author.
๐๐https://covid2019.azurewebsites.net/
Stats and graphs for cases around the world. Data source and author unclear.
COVID-19 Progression
๐๐ https://coronavirus.arik.io
