A quick side trip into local #COVID19 data, because it is going to come up this afternoon at a @NiagaraRegion public health committee. Specifically, a local anti-vaxer is attempting to use data I present on this account regularly to falsely claim there is no crisis. (thread)
This afternoon, one time PPC candidate and local anti-vaxer Rebecca Hahn is presenting to the committee, claiming masks are ineffective, vaccines are bad, and there is no crisis in hospitals. Part of her presentation will include this chart:
Those of who follow my data breaksdowns may recognize that chart. It is a look at the total number of #COVID19 patients at @niagarahealth broken down by age and vaccine status since Aug 7 when the data became available.

public.flourish.studio/visualisation/…
As you can see, the data shows that the majority of #COVID19 patients at Niagara hospitals are unvaccinated patients.
Hahn is doing some pretty sketchy math to try and show there is no issue with #COVID19 patients in hospitals, and of unvaccinated patients in particular. But the math is wildly inaccurate. So let's break it down, shall we?
The first thing she does is round down the total number of patients by Nov. 25 to 70. Then she divides that number by 5 - the number of @NRPublicHealth sites, to produce the figure of 14. What does this number show you?
Nothing.
The calculation assumes an even distribution of patients across all five sites, which is wildly inaccurate. Two sites aren't even full-service hospitals. It also assumes this is how you calculate a hospitalization rate, which it is not how you do it, but we'll get there.
She then takes the 14 - a number that signifies nothing - and divides it by the number of weeks in chart, 15. That figure, 0.9, she is purporting is the weekly hospitalization rate. Therefore, "where is the crisis?" if there is less than one patient a week with COVID in hospital?
This is not how you calculate a hospitalization rate at all, ignores what is actually happening in the community and presents a false impression of what is going on with the virus, vaccination status and hospitalizations.
To do a basic hospitalization rate you take the residents of a defined area who are hospitalized with #COVID19 and divided by the total population within that defined area. To do comparative rate, you then want to do additional math to make it per 10k or 100k.
You would use the rate to determine, in part, how Niagara fares compared to other regions. Which would be a useful bit of math to do. But that is not what she has done because she has not calculated anything useful.
Again, you cannot just divide the total number of patients by the number of hospital sites to get a rate. That is an entirely meaningless number.
Patients have also been arriving in waves. As viral activity increases, we see more patients. As it falls less. And as we see more, we see the majority of those are unvaccinated:

Niagara COVID-19 hospitalizations vs. vaccinations public.flourish.studio/visualisation/…
As you can see, there are now 19 #COVID19 patients at @niagarahealth, 14 of which are unvaccinated. Most of which are new patients in the last week.
What also gets ignored in this voodoo math is the impact a growing number of #COVID19 patients has on the hospital overall. This claim of "where is the crisis" almost presumes there are no other patients in need of care.
The more #COVID19 patients are in the hospital - and if they are there, they are very sick - the more space and resources they consume. That is bed space and resources not going to other patients.
This is why officials are always hand wringing over ICU numbers and bed occupancy. Because those numbers were under strain before the pandemic. COVID-19 has pushed hospitals to their limits.
A thought experiment: If a hospital has 100 patient beds, and 20 of them are for #COVID19 patients, what do you do with people with other serious illnesses in need of treatment if the other 80 beds are also full?
This has been a core problem with #COVID19. It can hospitalize enough people to put an already strained hospital system under more and more stress. And where is that stress coming from now? Unvaccinated patients. The data is very clear.
Calculating rates - infection rates, hospitalizations etc - can produce useful information to help better understand the pandemic. That is why I and my colleagues have published this kind of data since the pandemic started. So you are informed.
But if your base calculations are entirely wrong, as they are here, you present a funhouse mirror version of what is actually happening, and at best the data is useless. At worse, it leads to bad decisions by the public and policymakers.
And this is just one, very basic, bit of math this presentation gets very, very wrong. That is why we call it disinformation.
I will be back later this week, but the usual data breakdown of local #COVID19 metrics.

@bill_standard is covering the region today. Follow him for updates.

-30-

Be safe, be smart and be kind. Get your vacations. Stand together, and we'll get through this.
**that should be @niagarahealth sites, not @NRPublicHealth! The curse of autofill strikes again.
Postscript: The health committee voted not to allow Hahn to speak after receiving a letter from public health that itemized some of the disinformation in her presentation.

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More from @GrantRants

5 Dec
Good afternoon Niagara, it has been a while, but here is your local #COVID19 data snapshot. And there isn't a lot of good news locally of late as most metrics trend ⬆️⬆️⬆️ (thread)
Starting with the new cases per day, you can see the tilt upward is becoming increasingly pronounced. Still nothing like past waves, but you can see the wave intensity increasing.

COVID-19 Niagara: New cases per day public.flourish.studio/visualisation/… Visualised with @f_l_o_u_r_i_s_h
If you look at the local infection curve chart you can see ⬆️ outbreaks, ⬆️ hospitalizations ⬆️ active cases and sadly, ⬆️ deaths (again uncommented on social media busy local politicians.)

Niagara COVID-19 Infection curve public.flourish.studio/visualisation/…
Read 16 tweets
17 Sep
Good afternoon. We took a deep dive into the social media universe of @peoplespca candidate social media accounts to see how they interact with the ongoing anti-vax protests targeting hospitals and Trudeau:

thestar.com/politics/feder…
We found at least 20% of PPC candidates are participants, and sometimes organizers of these protests, legitimatizing the conspiracy theories on display and providing a lift to the party.

thestar.com/politics/feder… via @torontostar
This story follows our look at how these protests have been organized:

Who’s behind the Justin Trudeau protests? This Newmarket mom is among the influencers urging people to show up and speak out against the ‘segregation of humanity’ thestar.com/politics/feder… via @torontostar
Read 6 tweets
21 Apr
Ok, Niagara, here is your local, weekly #COVID19 data deep dive. And, well, it is not looking good. The very preventable🌊3 is still growing. So let's break it down and look at where the region is at. (thread)
Active cases are now at a new record high of 2,020. With yesterday's two new deaths, the total loss in our community is at least 389 people (12 since April 1)

Niagara COVID-19 Infection curve public.flourish.studio/visualisation/… Visualised with @f_l_o_u_r_i_s_h
The infection rate shows no signs of slowing down (something that is reflected in a number of charts here.) with 199 cases confirmed today. There is no doubt that🌊 3 is, in terms of the infection rate, objectively worse than 🌊 2. (And again, this wave was preventable.)
Read 19 tweets
21 Apr
NEW: #COVID19 has claimed two more lives in Niagara.

That is 12 people, members of this community, who have died with the virus since April 1. As with 🌊2, Niagara politicians are silent as the death toll grows.

COVID-19 in Niagara: deaths over time public.flourish.studio/visualisation/…
I am not saying things like the George Floyd verdict are unimportant. They are very important. But this is 12 lives lost in this community in another pandemic that was entirely preventable had politicians at the provincial and local levels listened to the experts.
As I have said before, these are not just stats. They were people who contributed to this community and whose friends and family are grieving. The loss at least deserves some acknowledgement.
Read 5 tweets
20 Apr
Good afternoon, Niagara. Here is your quick Tuesday #COVID19 data snapshot. Remember, tomorrow is Wednesday, which is when we do our weekly data deep dive. (thread(

COVID-19 Niagara: New cases per day public.flourish.studio/visualisation/… Visualised with @f_l_o_u_r_i_s_h
So that's 144 new cases confirmed today, which as you can see above, shows the 3rd is shaping up to have a greater overall volume of infections than its predecessor wave. There is also no sign the trend is waning yet.
Looking at the basic indicators, active infections is now nearly at the 2nd wave peak (1854) with 1849 cases, and more on the way.

Niagara COVID-19 Infection curve public.flourish.studio/visualisation/… Visualised with @f_l_o_u_r_i_s_h
Read 18 tweets
13 Feb
The political #COVID19 debate has heated up in Niagara, on social media at least, with people attacking @mustafahirji and at least one regional councillor caught between questioning the MoH, pushing back against those who threaten to vote her out and pushing misinformation.
In a local hospitality Facebook page that has a lot of cross over with an anti-masker group, people are calling @mustafahirji names, calling for him to be fired and representing the data. Welland reg. coun, Leanna Villella is in the thick of it.
A couple of things to note about what the councillor says here.
The first is that the MoH does not "override" the province. The authority of an MoH is CREATED by provincial law. When an MoH issues a sec. 22 order, it is under his/her authority as granted by the province.
Read 18 tweets

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