Sunday, March 1, 2020

Coronavirus in the bay area

Context : At the time of writing March 1(Sunday) , there were 3 cases in Bay Area and 5-7 in Washington.

Prediction by March 8(next Sunday), we will have
  1. 100 cases in california
  2. Clusters of infected areas evolve 
  3. Some town in the west coast gets quarantined
Outcome(Edited on March 7, Saturday)

This is what we can do to flatten the curve

Disclaimer : I am no bio expert. These are learnings I accumulated from reading blogs. Please use your own judgement. Not everything you read on the internet is true. I am just posting the summary of my learnings here and some predictions drawn from that. 


Why am I posting this ?

Lots of friends are asking me whether to work from home and whether they should get supplies stocked up or not. I see a bunch of people clueless about the situation and lot of panic. Also people are not sure whether they should use bart/caltrain/public transport. Wanted to share some of the research that I did over the weekend.

Summary of my learnings and some numbers

Disease -> Spread -> Metrics -> Virality -> Infrastructure hotspots
  1. Coronavirus may have spread in the seattle area for weeks as gene sequencing results suggest
  2. The virus has a 14 day incubation period
  3. The test in the hospital takes 2-3 days 
  4. This results in a delay in detection of around ~15 days
  5. Thus there are way more people around affected than we know
  6. Detection of peak will be delayed after the actual peak
  7. As we see from italy, the government will have no way other than quarantine a whole city by the time they detect a cluster where the virus is spreading
  8. The disease has a CFR(Case Fatality Rate) of ~2.3%, that means that 23 out of 1000 people affected will die
  9. The disease has a R0 of ~2.5, that means that 10 affected people will spread it to 25 people. R0 is a measure of how infectious a disease is and is heavily used for planning strategies to mitigate the spread(R0 calculation is an ongoing task here and it lies between 2 and 3.5). This is what makes it an exponential rate of increase
  10. A very good read to learn more about R0 and CFR and to put things into perspective, and how different diseases(measles, flu, rabies) compare against each other on these two dimensions
  11. Inspite of the low CFR, this disease is a strain on the medical infrastructure due to clustering around particular locations. 
  12. California has 1.8 hospital beds per 1000 people
  13. As you can see, that given the CFR, if the disease spreads, we will only be able to care for the critically ill patients only. This is also something that has been observed in the past in other countries. Non-critical patients have been asked to stay home
  14. Couple of factors that could test USA: lack of paid sick leave and some people not having healthcare. The high population density in the bay area may expedite things too
  15. This will effectively create a Denial of Service(DOS) attack on our healthcare system
  16. This could very well put the world into a global recession where rate cuts may not really help
  17. Summer is still 1 month away. 

What steps can we take as individuals to prevent/protect themselves

  1. Please watch the government video : https://www.youtube.com/watch?v=nnz95Ssgt3k

References

  1. At Mar 2, 2.30pm PST 16 people are affected across the state of california - 6 people die in Washington
  2. Mar 2, 5.20pm PST - 100 cases of coronavirus in the US
  3. Mar 3, 10.30am PST, 24 people are affected in california
  4. Mar 3, 11.45am, Seattle times has taken down their paywall https://www.seattletimes.com/seattle-news/health/coronavirus-kirkland-seattle-updates-tuesday/
  5. Mar 3, 11.45 am New cases in washington looks like doubling every 6 days
  6. Mar 3, 2.20pm - 45 cases in california
  7. March 4, 11.28am 58 cases in california, 1 person sadly dies
  8. Mar 5, 10.45pm update : Coronavirus - Black Swan of 2020
  9. Leaked presentation in hospitals show that they are prepared for millions of hospitalizations
  10. March 7, 3.09pm, 104 cases in California. The predictions came out true. 
  11. If you have read till here, this twitter thread breaks down what exponential growth looks like
  12. Please stay healthy and stay safe for yourself, your family and your community. 

  1. Must watch video from NYC ER doctor - author of superbugs, race to stop an epidemic




16 comments:

  1. CNN finally reports on R0 and how a virus spreads : https://www.cnn.com/videos/health/2020/03/03/how-viruses-spread-lon-md-orig.cnn

    ReplyDelete
  2. interesting video amount the community spread in the bay area https://www.youtube.com/watch?v=ClBvaenREss

    ReplyDelete
  3. Have you seen the articles on re-infection - patients who had gotten better and then subsequently "re-infected". Possibly related to the virus having mutated into another strain

    https://www.newscientist.com/article/2236544-coronavirus-are-there-two-strains-and-is-one-more-deadly/

    ReplyDelete
  4. Check out the Epidemic curve of confirmed cases (Figure 2) on page 5 in the WHO's March 4th SitRep

    https://www.who.int/docs/default-source/coronaviruse/situation-reports/20200304-sitrep-44-covid-19.pdf

    ReplyDelete
  5. For further reading into how this is turning out like a black swan event : https://siliconvalleystories.blogspot.com/2020/03/coronavirus-black-swan-of-2020.html

    ReplyDelete
  6. Biggest question of the hour : how many Americans have been tested ?

    https://www.theatlantic.com/health/archive/2020/03/how-many-americans-have-been-tested-coronavirus/607597/

    ReplyDelete
  7. Seeing this, I am pretty sure "Some town in the west coast gets quarantined" would be the one with max number of cases. Santa Clara folks prepare yourself.

    ReplyDelete
  8. Cluster declared in news : https://sanfrancisco.cbslocal.com/2020/03/06/coronavirus-grand-princess-disease-cluster-confirmed-cases-grows/ - likely bad news coming from all the people who took the cruise

    ReplyDelete
  9. Meanwhile, NYC Coronavirus cases quadruple to 44 in 48 hours : https://www.cnbc.com/2020/03/06/new-york-state-coronavirus-cases-triple-over-48-hours-to-33.html

    ReplyDelete
  10. Leaked presentation in US hospitals show that they are prepared for millions of hospitalizations : https://www.businessinsider.com/presentation-us-hospitals-preparing-for-millions-of-hospitalizations-2020-3

    ReplyDelete
  11. Liz Specht has a nice back-of-the-envelope set of estimation that really highlight the infection doubling rate, health-care capacity, supply-chain issues, and network/knock-on effect + exponential growth...

    https://threadreaderapp.com/thread/1236095180459003909.html

    ReplyDelete
    Replies
    1. Thank you sharing !! That really writes down step by step.

      Delete
  12. Here's a link with a ton of numerical analysis performed using the Johns Hopkins dataset

    https://medium.com/@ashhadazam1/analyzing-coronavirus-covid-19-data-using-pandas-and-plotly-2e34fe2c4edc

    ReplyDelete
    Replies
    1. At this point, keep spreading the message. As more and more people are aware, it can help reduce the R0 and the community spread, giving healthcare professionals more time to react.

      Delete
  13. 15 days after this publication bay area officials issue stay at home order to prevent rapid spread of coronavirus : https://www.nbcbayarea.com/news/coronavirus/region-wide-coronavirus-order-to-impact-bay-area-residents/2255386/

    ReplyDelete
  14. Lockdown results start showing after 2 weeks : https://www.politico.com/states/california/story/2020/03/30/bend-it-like-the-bay-area-doctors-see-flatter-curve-after-2-weeks-of-social-isolation-1269663

    ReplyDelete

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