Let's ignore the vaccinations for a moment and see how many people died over time.
Here we see two spikes in the death curve.
Why would that be?
It is not a good match for covid deaths in USA at the time.
I have tried to reverese engineer the calculation of the rates. We have the deaths and we have the starting and final population sizes for each group.
The rest is estimated.
There is only a small range of possibilities for the population size of each group each week.
This is what the cumulative incidence chart looks more like in reality:
But cumulative charts can hide a lot of interesting information so I also plotted it as the actual number of deaths ocurring in each period.
e.g. Subtracting the penultimate column from the last column shows deaths in last 49 days of the study gives
32
9
27
12 deaths.
Plotting the deaths that occured in each period as a mortality rate gives this.
The high yellow point was only 2 deaths in a small population - it can be ignored.
What we see is that in the early period the deaths were seen in the unvaccinated population but as time went on deaths started in the vaccinated population.
By the end the death rate was the same in all groups.
This is evidence of what is called a "healthy vaccinee effect."
It is the phenomenon of the dying rejecting a vaccine. They then die unvaccinated while the apparent death rate of the vaccinated population seems low for a while.
2024 and 2025 has seen total mortality at about the same level as ONS predicted back in 2018 (already taking into account ageing and growing population).
Let's look in more detail
🧵
Over 85 year old rate (based on ONS pop estimates) have returned to their 2016-2019 trendline.
Despite massive excess there was never the expected deficit.
The ONS predicted far too many deaths in 2024 and undercorrected for 2025 (green line).
The picture is similar for 75-84 year olds with far too many ONS predicted deaths in 2024 and an small correction for 2025.
I have taken a deep dive to understand exactly what's happening with deaths of under 1 year olds.
Who wants to look at baby deaths?
I get it.
But DO NOT LOOK AWAY.
It is....
First of all I did this because of frustration with people arguing over what "expected" deaths should look like.
You can make up reasons for picking particular years and come up with a totally different story.
'99-'19 excess deaths from '21
'11-'16 deficit in deaths from '21
What can we do to see if the rise is meaningful?
First we can look monthly ('24 and '25 data is incomplete)
Here are the monthly deaths for females which rises from March 2021 (having been below expected before) and stays high except for deficit in winter 2021-2022.