Contact reduction (spending time in-person with fewer people) is an extremely smart method of avoiding infection. You'll see this in the next two tables. One focuses on schools/meetings. The other is more generic. Let's see which one gets shared more.
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This table shows how the risk of interacting with someone with COVID increases as the size of a classroom or meeting increases, as of Nov 20.
With 10 people, there's a 15% chance someone has COVID. With 50 people, there's a 55% chance someone has COVID.
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This table has the same data but a more generic title. It should help people think about the typical number of people they interact with in a day.
In interacting with 10 people, there's a 15% chance someone has COVID. 50 people = 55% chance. Plane, restaurant, or theater with 100 people = 80% chance someone there has COVID.
Again, same table as Tweet #5, just framed with a different title.
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Many families will gather for Thanksgiving in 3 days (Nov 23). Here's how COVID risk increases with the number of social interactions.
In a family gathering of 5, there's an 8% chance someone has COVID. A big gathering of 10 = 16% chance. Two family dinners each with 10 people (approx 20 people total) = 29% chance someone has COVID. Packed restaurant of 100 = 82% chance someone has COVID. Flight of 200 = 97% chance someone has COVID.
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Many families will gather for Christmas and other celebrations next month. Here's how COVID risk increases with the number of social interactions.
In a family gathering of 5, there's an 15% chance someone has COVID. A big gathering of 10 = 27% chance. Two family dinners each with 10 people (approx 20 people total) = 47% chance someone has COVID. Packed restaurant of 100 = 96% chance someone has COVID. Flight of 200 = 99.8% chance someone has COVID.
These numbers are speculative at 1-month out. The model will refine estimates as we get closer and closer. Stay tuned.
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Here's the full PMC Dashboard for Nov 20.
You can read the full report here:
Thanks everybody for sharing across platforms and your feedback on things like axis labels, making the percentages meaningful, etc. Much appreciated. The "C" in PMC is for collaborative.
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
🧵1/10
With CDC data operational again, the transmission map is back. The data are always a week old, so transmission is likely worse than depicted.
We estimate 1 in 116 people actively infectious and 422,000 new daily infections.
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
🧵2/10
State level estimates are back. Note, the CDC changed their data processing approach in August, which tends to downplay transmission.
Does 1 in 45 in Indiana seem "moderate"?
Levels in MI may be mod/high (poor reporting).
PMC COVlD Update, Week of Nov 24, 2025 (U.S.)
🧵3/10
State-level estimates (continued).
Current levels may be much higher than noted here. Note that CDC data are always at least a week old. The 2nd half of November is a time period historically of accelerating transmission.
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
1/6🧵
🔹301,000 new daily infections based on wastewater-derived models
🔹1 in 162 people (0.6%) actively infectious
🔹Levels the past 2 months corrected upward by Biobot
🔹"Lull point" estimated between Nov 5-21. Rising soon.
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
2/6🧵
The central estimate of the forecast suggests we will surpass 500,000 new daily infections on Nov 22.
There's a 25% chance of a prolonged lull like last year. More likely, we are in wave territory by the end of the month.
PMC COVID Update, Week of Nov 10, 2025 (U.S.)
3/6🧵
We are presently in a lull between the 11th and 12th wave. Now is the time to get boosted and stock up on N95 masks, tests, and air purifier filters.
The relative "lull" in SARS-CoV-2 transmission is unlikely to go much lower.
✨1 in 209 people are estimated actively infectious, likely the lowest levels of 2025 nationwide.
Get boosted. Stock up on masks, tests, & filters.
PMC COVlD Update, Nov 3, 2025 (U.S.)
2 of 9 🧵
No data presently suggest the rise of a winter wave any earlier than "usual."
If following historical trends, transmission will pick up Nov 15-29. Last year's rise was atypically late.
PMC COVlD Update, Nov 3, 2025 (U.S.)
3 of 9 🧵
Expect rising misinformation/disinformation as transmission heats up:
🔹Abuse of community notes, particularly surrounding wastewater methodology
🔹Paid bot army attacks, especially about boosters & masks
Transmission typically accelerates in mid-November.
We are currently in a relative 'lull.' We estimate about a quarter-million new daily infections with 1 in 185 people actively infectious. Still bad, likely to get worse.
1/9 🧵
PMC COVlD Update, Oct 27, 2025 (US)
Our forecast through November 8 calls for flat transmission.
Nothing yet indicates the onset of a winter wave, but it would also be atypical for the lull to last much longer than another 2-3 weeks.
2/9 🧵
PMC COVlD Update, Oct 27, 2025 (US)
We estimate 264,000 new daily infections during this 'lull' period.
Biobot data have returned. Our substitute data from WWS last week correlated r=.97 (near perfect) with that, but Biobot did retroactively increase recent estimates.
SARS-CoV-2 transmission has fallen.
🔹1 in 191 (0.5%) actively infectious
🔹"Lull" levels at 20% of the summer peak
🔹255,000 new daily infections (still concerning)
Many will knock out higher-risk activities the next 2-4 weeks.
🧵1/11
PMC COVlD Update, Oct 20, 2025 (U.S.)
"Lull" transmission remains dangerous:
🔹1.8 million estimated new weekly infections
🔹>90,000 estimated new #LongCOVID conditions from this week's infections
🔹>500 excess deaths to result from this week's infections
🧵2/11
PMC COVlD Update, Oct 20, 2025 (U.S.)
Exposure risk during "lull" transmission remains high when engaging in many social interactions.
Interacting with 25 people yields a 12% chance of exposure. 100 people? 41% chance of exposure, assuming no testing/isolation.