Deaths per day worldwide vs Coronavirus death
Testing per million inhabitants per country
Modeling app that ASU students worked on and it has kept us sane
How to add indicators to your Maps
Australia New South Wales (NSW) COVID-19 statistics, with heat map, Confirmed COVID-19 cases in NSW by postcode
Tableau's curated collection of COVID-19 dashboards.
A library of dashboards summarising the latest numbers around COVID-19.
Blog commenting on how best to stay informed about Coronavirus.
🌏🔗The best, and the worst, of the Coronavirus dashboards
MIT Technology Review's ranking of Coronavirus dashboards (also used to provide some of the descriptions of dashboards mentioned here).
COVID-19 dashboards. These dashboards are updated hourly with latest available data. Please get in touch if you would like to contribute!
Datawrapper's selection of about 17 "responsible" templates about Coronavirus, for re-use.
Collection of sites using the mapping platform ESRI / Arcgis to create COVID-19 dashboards.
Small list of dashboards curated by Center for Infectious Disease Research and Policy at University of Minnesota.
COVID-19 global growth rate
By looking at air travel passenger numbers, we can estimate how likely it is that the virus spreads to other areas. The busier a flight route, the more probable it is that an infected passenger travels this route. Using these probabilistic concepts, we calculate the relative import risk to other airports. When calculating the import risk, we also take into account connecting flights and travel routes that involve multiple destinations.
10 day forecasts based on current cases
Worldometers Coronavirus Update (Live)- Figures and graphs for infections, recoveries and, deaths for each country- Cases - Deaths - Countries - Death Rate - Incubation - Age - Symptoms - Opinions - New
Nomadlist global chart
COVID Outbreaks- 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.
COVID-19 forecasting project, University of Oxford- 1-year forecasts, country-by-country, based on a global model of travel patterns running on high-performance computers, that also tries to incorporate mitigation measures (based on a database tracking 100 up0+ global measures) and technological development in contract tracing and vaccines.
Coronavirus Country Comparator - Uses John Hopkins data, to visualize, superpose, stack, fit or compare cases by country, possibly linear or logarithmic, absolute or per capita, and cumulative or per day.
COVID-stats- Graph where country case-curves can be offset and overlaid on one another. Also per-country projections of exponential growth with explanation.
🗣 [email protected]
Data Dashboard : INDIA
Coronavirus COVID-19 Global Cases by Johns Hopkins CSSE. Comprehensive and extremely popular, but the colour scheme has been known to induce anxiety.
🔗 Data source: https://github.com/pernaletec/covid19_derivatives
COVID-19 in derivatives to focus in prevention where the growing velocity is specially high or with an increasing trend.
WHO’s COVID-19 situation
🗣 Arik ⚡️ (@arikaleph)
COVID-19 Progression- Graph of aggregate and daily increases of infections, recoveries, and deaths aggregatable by country, and map of infection progression since January 22nd.
Cases - Deaths - Countries - Map
Data Source: github.com/CSSEGISandData123-reg
Our World In Data- Graphs and clear explanations. Well referenced. You can use their graphs without permission, only attribution necessary.
Global Map from TheBaseLab- Loads fast and looks pretty, the info dump looks messier the further you go down the page unfortunately.
Coronavirus infection map
COVID-19 surveillance dashboard
Map of US reductions in travel (red is less reduction in average travel distance).
an update/expansion thread on this complex data display issue: https://twitter.com/oliviacpaschal/status/1245711609890320386
🗣 [email protected]
The top 10 Google autocomplete suggestions from seeds; ‘is it safe..’ (i.e. top safety concerns of the British public each day) and ‘should i…’ (i.e. topics where the public is seeking advice) from 02/03/2020 - updated daily.
A knowledge base sourced for public health authorities for New Yorkers.
Social distancing score card
German site using 'simple language' - for those with cognitive disability, and their caretakers
🌏🔗 Novel Coronavirus COVID-19 Map: TRACKING COVID-19 outbreak in real-time
ChannelNewsAsia- Map of worldwide cases and deaths, per country. Simple to read and well laid out.
Novel Coronavirus Infection Map
Daily state of the world infographics.
Latin America current cases - AS/COA Online
HealthMap-Nice animation showing the spread of coronavirus from the beginning of the outbreak.
KFF Global coronavirus tracker
🗣OneSub 🗞 Better News (@onesub_)
OneSub Coronavirus News & “Political-Illness” Feed- Global statistics and recently published articles. Updated: Added & tracking politicians: onesub.io/covid#gov
Please suggest sources we’d do well to include @onesub_. UK tabloids excluded atm.
RavenPack Coronavirus News Monitor: tracks information and 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.
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 https://odileeds.org/projects/hexmaps/covid-19/
Mathematics of life and death: How disease models shape national shutdowns and other pandemic policies, lay article (GOV/EPIDEMIOLOGY)
Excellent visualisations of spread and the effects of countermeasures on spread.
OXFORD: COVID-19 Government Response Tracker (OxCGRT)- Aims to record these unfolding responses in a rigorous, consistent way across countries, globally, and across time.
Coronavirus (COVID-19) in Australia
🇦🇺🔗VIC CHO daily update - Coronavirus COVID-19 daily update
VIC State Dashboards
COVID-19 in Australia - Real-time report
Canada Info & Maps
Visual timeline and map of COVID-19 in Canada, updated frequently.
US dashboard. Data sources: crowdsourced from News sites
China Info & Maps. Daily update of cases from qq.com (owned by Tencent). In Chinese, needs translation.
Mapping the outbreak in Wuhan
Visualization of coronavirus cases by Danish region. Source: Source: Statums Serum Institut
Source: Helsingin Sanomat (media) JSON API
SUIVI DU CORONAVIRUS EN FRANCE - Dernière mise à jour : 31/03/2020
Coronavirus-Fälle in Deutschland
Robert Koch-Institut: COVID-19-Dashboard
Alle bestätigten Fälle auf einer Karte
Coronavirus SARS-CoV-2 in Greece. Source: Greek Organization for public health press releases and greek press plus Novel Coronavirus (COVID-19) Cases - Humanitarian Data Exchange (for lack of better data)
Hong Kong government dashboard. Data sources: data.gov.uk
Indonesia Dashboard- Data sources: Kementerian Kesehatan Republik Indonesia (Indonesian Ministry of Health)
West Java Covid-19 distribution map: confirmed, patients under supervision [PDP], and people under observation [ODP]). Data sources: West Java Health Agency
🗣 GIS Unit - Emergency Division United Nations World Food Programme
Italy Dashboard- Data sources: http://www.protezionecivile.gov.it/home
Lab24- Coronavirus in Italy, the data and the map
Comprehensive overview nationwide or by region
Malaysia Dashboard- created by Malaysiakini Newslab and MOH
🗣 Philippine Department of Health
Philippines Dashboard, Data sources: Epidemiology Bureau, Department of Health, Philippines
🗣 [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.
Singapore Connected Cases
🇸🇬🔗the COVID-19 cases in Singapore and the clusters and links
Connected graph of Singapore cases - updated by local broadcaster CNA:
🇸🇬🔗How are Singapore's COVID-19 cases related?
Disjoint force-directed graph of the confirmed cases of COVID-19 in Singapore by Kontinentalist. Updated every 2 days.
🇸🇬🔗How has Singapore responded to the COVID-19?
A timeline viz of Singapore’s government/community response as the situation develops both locally and internationally. Updated every 2 days.
South Africa Dashboard. University of Pretoria Data Science for Social Impact Research Group Dashboard
MediaHack Covid-19 Dashboard
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.
Dashboard of COVID-19 situation in Switzerland.
Dashboard showing reported cases of coronavirus in the UK, including new cases, cases by upper tier local authority in England and number of deaths.
Potential COVID-19 symptoms reported through NHS Pathways and 111 online
🇬🇧🔗 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.scot (visualisations for Scotland, and UK)
US dashboard. Data sources: crowdsourced from News sites
Cases in the US by CDC.
Data sources: CDC, WHO, JHU CSSE, and state agencies.
Interactive map of testing by state- Data source: information from the COVID tracking project.“run by data scientist Jeff Hammerbacher and two reporters for The Atlantic, Robinson Meyer and Alexis Madrigal.” .... RESOURCE IS INACTIVE
Interactive map with COVID-19 cases by county. Data source: John Hopkins University
Interactive pandemic curve map to show the impact of social distancing measures in the US.
Github repository: https://github.com/necsi/covid19/tree/master/src/julia
Doubling Time Calculator- Autogenerated infographic giving doubling times over the last n days in country X, using the Johns Hopkins data.
Raw data source: https://github.com/nychealth/coronavirus-data/blob/master/tests-by-zcta.csv
Interactive map of New York City cases by zip code
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.
It takes 2-5 weeks for even extreme measures against COVID-19 to start showing up in the data.
Estimates infected from daily deaths - Khan Academy
Explains a mathematical simulation of an epidemic
Flatten the Curve / Slow the Spread infographic- CC-by-2.0 infographic demonstrating the importance of interventions in reducing strain on the healthcare system
Flatten the Curve / Slow the Spread cartoon gif- CC-BY-SA-4.0
Flatten the curve (information and resources; dos and don’ts):
infographic on SARS-CoV-2's spike protein
Self isolation infographic
What Data Investors Should Look at: Affected Stocks, Recession Fears, and more... Check this page regularly for infographics based on RavenPack news and sentiment data, delivering insights for investment professionals.
Analysis on the coronavirus outbreak in each country. But I was not sure where to put it in this document. I think the key point is to plot the % change in deaths against deaths.
COVID-19 Consumer Impact Tracker- Glimpse tracks every topic across the internet.
Here are the non-obvious trends impacted by Coronavirus.
SimilarWeb Coronavirus Data & Insights Hub
How COVID-19 Is Influencing Real World Behaviors
Monitoring The Effects Of COVID-19 With Location Data
Understanding The Impact of COVID-19 With Foot Traffic Data
Infographics analyzing economic disparities in who is able to stay home / social distance
Location data, projected onto map, showing which zip codes in NYC are hardest hit (i.e. poorer neighbourhoods)
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 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).
WHO situation reports- What % of cases are critical/severe etc.
🌏🔗Information is Beautiful Coronavirus Data Pack
Information is beautiful Data Pack. 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. Lacks indication of exponential growth rates.
Coronavirus at a Glance: Infographic
Strains of Coronavirus. Open source github repository: https://github.com/nextstrain
Provides information about the genomics of the virus, very pretty but very technical.
Understanding Coronavirus- Open source comic for learning about COVID-19 (written and drawn for teenagers and adults). Graphic medicine booklets + posters available on github: https://github.com/goinvo/COVID19
Just For Kids: A Comic Exploring The New Coronavirus
5 Coronavirus Safety Tips Graphic- Lovely Graphic with 5 Tips for Coronavirus Safety translated into multiple languages
Epidemiological analysis- Estimates of infected population and mortality rates with speculative explanation of deviances
Why outbreaks like coronavirus spread exponentially, and how to “flatten the curve”- Simulations of The Washington Post that show why “social distancing” is a good practice
COVID-19 Social Media Graphics- Multilingual, formatted graphics for different social media layouts, explaining how to flatten the curve
New York Times
Latin America current cases - AS/COA Online
Coronavirus Dank Meme Stash- Doctor's note: laughter is NOT the best medicine.
Coronavirus memes on Reddit
How many days’ worth of toilet roll do I have left?
Hackers are using coronavirus maps to infect your computer. research from security firm Check Point noted that coronavirus related domains are 50 percent more likely to install malware in your system. By TNW.
Ten Considerations Before You Create Another Chart About COVID-19