Announcement: We made our last daily update on March 7, 2021 (blog post). To learn more about Youyang’s current work on Covid inequality, click here.
We present a new, simple nowcasting model that estimates true infections in the US. We have estimates for all US states and all 3,000+ US counties. For vaccination projections in early 2021, see our Path to Normality page. Visit our About page to learn more about the different models.
For our historical maps, including county-level views, visit the Maps page.
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Recent Updates
For regular updates and insights, follow Youyang Gu on Twitter: @youyanggu
- October 1, 2021: See Youyang’s latest blog post on the role of inequality in Covid outcomes.
- October, 2021: We believe the current vaccine efficacy is currently around 50-60% against symptomatic infection. See our calculations based on LA County data.
- July 1, 2021: See the accuracy of our vaccinations projections 4 months later.
- June 24, 2021: See our new COVID-19 Population Immunity Calculator. This calculator estimates the true proportion of a population that have immunity against COVID-19, factoring both immunity from vaccination and natural infection.
- June 22, 2021: See our thread on the single best predictor of total COVID-19 deaths by state: income inequality.
- May 25, 2021: Is containing COVID-19 a requirement for preserving the economy? Our latest analysis suggests: probably not.
- May 13, 2021: See our analysis on estimating current excess deaths in the US.
- May 11, 2021: See our analysis comparing states that kept vs dropped mask mandates.
- May is Asian American and Pacific Islander (AAPI) Heritage Month. Read Youyang’s Tweet about COVID-19 and the model minority myth. See how systemic racism is driving high COVID-19 death rates in the Asian American community. Also learn about rising Asian hate in America and how you can help combat it.
- April 26, 2021: Click here to see a comparison of our final vaccination/infection projections from March 5 to what actually happened.
- March 24, 2021: We’ve been working on indexing our work from the past year. Click here to see a sitemap of all of the pages on this site. We also compiled a list of all of our COVID-19-related Tweets here. Over the past year, we have posted quite a bit of original research on Twitter, so feel feel to take a look and give them a read.
- March 8, 2021: We made our last daily update on March 7 (containing infections estimates through February 21, 2021). Read Youyang Gu’s One Year Later blog post for a detailed explanation and for a list of alternate resources. Follow @youyanggu on Twitter for continued COVID-19 insights. Thank you for your support over the past year. See our downloadable data on GitHub.
See all of our past updates here.
US Infections Estimates
More details | Detailed methodology
Last Updated: Monday, March 8, 2021 (1am ET)
Newly Vaccinated (as of Mar 7): 1,309,000 / day
(651 / 100k)
Total Vaccinated (as of Mar 7): 17.9%
(1 in 6 | 59.4 million)
Newly Infected (as of Feb 21): 152,000 / day
(50 / 100k)
Currently Infected (as of Feb 21): 1 in 140
(0.7% | 2.4 million)
Total Infected (as of Feb 21): 28.6%
(1 in 3 | 95.1 million)
Rt (as of Feb 21): 0.94
Adjusted Positivity Rate (as of Mar 7): 4.0%
Infection-to-Case Ratio (as of Mar 7): 2.6 (38% detection rate)
Our infections estimates include all infected individuals of the SARS-CoV-2 virus, not just those that took a COVID-19 test and tested positive. As of early 2021, we estimate the true number of infected individuals in the US to be roughly 2-4x higher than the reported cases (25-50% detection rate). See our writeup, Estimating True Infections, for a more detailed look into this subject. Because not all currently infected individuals are infectious, we recommend dividing the “currently infected” estimate by 2-4 to get a sense of the number of currently infectious individuals.
View US Infections Estimates
Note: We ended our infections estimates project on March 7, 2021. See our blog post here.
Below, we have infection and vaccination estimates for the US, all 50 states, DC, and 4 US territories. For county-level estimates, see the next section.
US Counties Infections Estimates
We have infections estimates for all 3,000+ US counties (and county equivalents). Click on a state to view the counties in that state. You can then select the county to view detailed infection estimates. Or you can use our county-level summary page for fast lookup of specific counties.
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The below sections are from our old COVID-19 projections model, and are no longer being updated. But we will leave them here for your reference.
COVID-19 Projections (Not Actively Updated)
Note: We ended our death forecasting project on October 5, 2020. See our blog post here. You can find the old project below.
We present an intuitive COVID-19 model that adds machine learning techniques on top of a classic infectious disease model to make projections for infections and deaths for the US and 70 other countries. The countries our projections cover encompass 6.4 billion people and account for more than 95% of all global reported COVID-19 deaths.
Old Updates
See our old updates here.
View Projections
Below you can find our projections for every US state and 70 countries (including all 27 European Union countries). For reproduction number estimates, you can see also visit our Infections Tracker page.
US
US Counties
Global Projections
| Canada | |
|---|---|
| Alberta | Ontario |
| British Columbia | Quebec |