Updated January 2, 2022


WorldOMeter (& US by State):

Harvard Global Health – Risk Level by State/County:

1Point3Acres US & Canada:

Johns Hopkins by Country:…

Our World in Data:
<> OWID Open Source Code:


NY State Dept of Health COVID-19 Tracker:…

COVID-19: Public Health Milestones:

Coronavirus in New York City:

Texas COVID19 Dashboard

Texas Medical Center ICU Capacity and Plans…/

COVID-19 Confirmed and Forecasted Case Data (LosAlamos):

IHME COVID19 Projections:

The University of Texas COVID-19 Modeling Consortium:

COVID-19 Projections Using Machine Learning:

Reich Lab COVID-19 Forecast Hub:

National and Subnational estimates for the United States of America:

COVID-19 Signs and Symptoms Tracker:…

Good Judgement forecasts:

COVID-10 Gleam Project:

Understand COVID growth rates between countries:

Source code and data for The Economist’s covid-19 excess deaths tracker: