It was always about profits
A new study is out that used data from Ontario to conclude the following.
This analysis exposes the profound methodological flaws in vaccinated vs. unvaccinated comparisons, from critical biases like misclassification and age-standardization to catastrophic flaws like selection bias and cumulative methodology, rendering such data inadequate for justifying Canada’s 2021–2022 vaccine mandates.
That is science speak for “the government was using intentionally corrupted databases to justify their criminal actions”. There were multiple ways the government skewed the statistics in favor of COVID vaccines. The first two I have written about before.
- Using old population estimates to underestimate the unvaccinated population.
- Classifying partially vaccinated as unvaccinated for up to 14 days after the second shot deceptively keeping vaccinated people in the unvaccinated column for up to 10 weeks.
But the third one I never considered before.
- The province ramped up testing during vaccination programs to pump up the number of infections that could be attributed to unvaccinated.
Ontario’s testing fluctuations, as shown in Figure 8, aligned with vaccine rollout phases: elevated testing during the green-shaded early rollout (60% first-dose uptake) coincided with second-third waves, heightening misclassification bias as those infected within 14 days of their first dose were grouped with the unvaccinated.
None of this is really news to me. I have written multiple times about how the government manipulated COVID data to produce statistics supporting vaccination. I did not use the detailed analysis found in this paper. For me it was just a matter of common sense. When the government tells you things that can’t be true, they are not true.
I came to my conclusion that the database was corrupted long ago without ever seeing the database. My conclusion was based on things that I saw that made no sense or were simply impossible.
While I don’t find anything in this paper surprising, I am disappointed in myself for not thinking about the third technique before now because that one is the smoking gun. COVID was a fake pandemic the government produced by dragging people off the street for testing. They knew that they could find more cases by simply doing more testing. The conscious decision to ramp up testing during vaccination programs tells me that they knew the vaccines were neither safe nor effective.
They knew people would get sick after vaccination and they understood that people would not take the jabs without a nudge. The increased testing identified false positives in the vaccinated still fraudulent grouped with the unvaccinated. This was done intentionally to show the vaccine was effective, but the efficacy was a mirage.
They knew. I have made that statement before, but it bears repeating. They knew they were lying. Everyone involved knew before the vaccine programs started that the vaccines did not work. That is why they were prepared to ramp up testing to obfuscate the vaccine failure. The vaccines were never about public health because the public health officials knew they would not work. It was about profits. Impacts on your health were never a concern.
COVID was a crime. Thousands of criminals participated and most of them are in government. If this goes unpunished, they will do it again. And so far, no one has been punished.
