Coronavirus Resources
Coronavirus (COVID19): Dashboards, data links, growth charts, epidemiologic modeling, hackathons
Global Dashboards
- Johns Hopkins dashboard
- nCov 2019 (Avi Schiffman)
- University of Virginia
- WHO Dashboard
- World o meters
- Healthmap (animated spread)
- Our World in Data Research & Statistics
- Johns Hopkins, WeChat, DingXiangYuan (DXY)
- Stat News: COVID-19 Tracker
- Information is Beautiful (great visualizations)
Growth Rates
- Financial Times graphs **very nice graphs!
- Graphs of Growth by Pratap Vardhan fastpages
- Visualize by countries
- COVID Trends by Aatish Bhatia
Policy
Clinical Trials / Studies
- NIH study: Blood Samples from Healthy Volunteers Needed to Inform Public Health Decision Making
- US: National Covid-19 Convalescent Plasma Project
- American Red Cross: Plasma Donations from Recovered COVID-19 Patients
Accessible COVID-19 statistics tracker
- Accessible COVID-19 statistics tracker
- Alternate Formats
For many people with disabilities, much of the data available regarding the COVID19 (coronavirus) outbreak is in a graphical format, which is impossible to access. It is my hope that this site can serve to solve the lack of information by making critical statistics available in a text format that is easy to read and understand.
- Alternate Formats
- National Federation for the Blind
Persons with disabilities often use adaptive/assistive technology that require an alternate/accessible format so the technology can access the information in a specific manner for the user.
- Internet Accessibility Guide
Data
- JH GitHub repository: COVID-19
- AWS: A public data lake for analysis of COVID-19 data
Hosted on the AWS cloud, we have seeded our curated data lake with COVID-19 case tracking data from Johns Hopkins and The New York Times, hospital bed availability from Definitive Healthcare, and over 45,000 research articles about COVID-19 and related coronaviruses from the Allen Institute for AI.
- Data API
- CORD 19
- Chan Zuckerberg Open research dataset COVID-19 Open Research Dataset (CORD), a collection of 29,000 articles (13,000 full text) covering coronaviruses, related viruses, and research on our very own novel SARS-CoV-2.
- Panacea Lab: COVID19 Tweets (millions) Georgia State University
dataset of tweets acquired from the Twitter Stream related to COVID-19 chatter. The first 9 weeks of data (from January 1st, 2020 to March 11th, 2020) contain very low tweet counts as we filtered other data we were collecting for other research purposes, however, one can see the dramatic increase as the awareness for the virus spread. Dedicated data gathering started from March 11th yielding over 4 million tweets a day.
- NY Times US county level data
- Molecular Dynamics trajectories
- Google Cloud hosted COVID19 data
To aid researchers, data scientists, and analysts in the effort to combat COVID-19, we are making a hosted repository of public datasets, like Johns Hopkins Center for Systems Science and Engineering (JHU CSSE), the Global Health Data from the World Bank, and OpenStreetMap data, free to access and query through our COVID-19 Public Dataset Program. Researchers can also use BigQuery ML to train advanced machine learning models with this data right inside BigQuery at no additional cost.
- Genetic sequence data: GISAID
- Google: Community Mobility Reports
- European COVID19 Data Portal
- US Census Bureau Data for COVID19
- Resources for COVID19: China Data Lab
- Twitter COVID-19 repo
United States
- United States CDC
- US: NY Times Map
- US: IHME
- U of Maryland: Impact Analysis Platform
New York State
- NY State data on GitHub
- NY State COVID19 Dashboard
- New York (state)
- Vetted Solutions to Combat COVID-19 A vetted list of actionable solutions for COVID-19 impact that you can engage with right now.
Researchers
- COVID-19 Open-Source Helpdesk
- Open Ventilator Registry
The Open Ventilator Registry is calling on software engineers to help build a platform for hospitals to report on their stock of ventilators and if they have a surplus or deficit. Hospitals with a surplus can then send their supply to hospitals in greatest need. We aim to create a nimble and decentralized supply chain and distribution network of these life saving devices.
Resources Compiled for R (rstats)
- covid19-r
repo links to a collection of analyses on and representations of COVID19 data in R.
- RStudio and COVID-19
- R packages on GitHub
- R stats Community: How can #rstats and data scientists help?
- https://repidemicsconsortium.org
- https://github.com/reconhub/covid19hub (fix bugs, develop packages, make shiny app)
- community mgmt, connecting people
Volunteer
Tools
- pycovid python package for pulling data into pandas dataframe
- Neo4j COVID Knowledge Graph
fastai: Data Science
Effectiveness of Masks
- Masks4All
- video (English): Masks and the Critical Thinking - Why homemade masks really work against coronavirus Petr Ludwig
- video: case for masks Jeremy Howard
- #masksforall
- Research papers on masks
- Face Masks Against COVID-19: An Evidence Review
Modeling / Statistical / Epidemiologic
- Epidemic Simulation by Prajwal Dsouza
- Modeling COVID-19 Spread vs Healthcare Capacity
- Growth Simulations
- Estimating COVID-19’s R_0 in Real-Time
Aggregated Resources
- Academic Data Science Alliance: COVID-19 Data Science Resources
- Science Responds
- Amplifying people I trust on COVID-19
Hackathon
- covid-19-bh20
- #BuildforCOVID19 Global Online Hackathon Submissions open Mar 26 to 30, 2020
- Kaggle COVID Challenge
Educational Resources
- Free Educational Resources
- Resources (K-12) by All Digital School
Community Support
- COVID-19 Mental Health Resources for Families
- US Small Business Relief
- US Coronavirus (COVID-19): Small Business Guidance & Loan Resources
- NYC NYC Business Continuity Loan Fund
- Telehealth and Online Mental Health Resources During COVID-19 Pandemic
- Coronavirus Resources for Mesothelioma Patients
Africa
Country Data / Dashboards
- Canada data
- Czechia
- Ecuador
- India statistics
- India dashboard
- Nigeria dashboard
- South Africa
- United States CDC
- US: NY Times Map
- US: IHME
- United Kingdom Total UK cases COVID-19 Cases Update
- Ref: UK data
Country Data via Wikipedia
- Wikipedia: coronavirus pandemic
- Wikipedia: search of 2020 pandemic in (by country listing)
- India Dashboard
- India
- Iran
- Italy
- Japan
- South Korea
United States: Coronavirus Data by State
US data: Centers for Disease Control (CDC)
ncov dashboard: nCoV2019.live
PUI = person under investigation
- Alabama (cases, deaths, by county, date updated)
- Alaska
- Arizona (cases + # tested)
- Arkansas (pos, neg, tested, date updated)
- California
- Colorado case summary
- Connecticut (pos, by county, last updated)
- Delaware (pos, deaths, last updated)
- Florida (pos, tested, date updated)
- Georgia (pos, deaths, by county, date updated)
- Idaho data
- Illinois (pos, neg, by county, date updated)
- Hawaii daily updates
- Indiana (pos, deaths, tested, date updated)
- Iowa (current, recovered, by county)
- Kansas (positive, negative, date updated)
- Kentucky (tested, pos, date updated)
- Louisiana Dashboard (reported, tested, deaths)
- Maine (pos, neg, by county, age grp, gender, date updated)
- Maryland (cases)
- Massachusetts COVID
- Michigan (by county, date updated)
- Minnesota (# tested, positive, date updated)
- Mississippi (pos, tested, date updated)
- Missouri (negative, positive, deaths, tested, date updated)
- Montana
- Nebraska case numbers
- Nevada
- New Hampshire (pos, tested, monitored, date updated)
- New Jersey COVID-19 Dashboard
- New Mexico
- New York (state)
- North Carolina (cases, deaths, last updated)
- North Dakota
- Ohio (pos, PUI, hospitalizations, date updated)
- Oklahoma (positive, negative, pending, by country, by gender, by age group)
- Oregon (dashboard)
- Pennsylvania (pos, neg, by county, date updated)
- Rhode Island (pos, neg, tested, quarantined, last updated)
- South Carolina (NO DATA as of 17-Mar-2020)
- South Dakota (data by gender, age group, county)
- Tennessee (neg, pos, tested, date updated, county)
- Texas (cases by county, date updated)
- Utah
- Vermont (pos, neg, monitored, recovered, date updated)
- Virginia (tested, cases, by county, date updated)
- Washington DC (pos, neg, tested, date updated)
- Washington (state)
- West Virgina (pos, neg, deaths, pending, last updated)
- Wisconsin (neg, pos, date updated, by county)
- Wyoming
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