Lies, Damn lies, and Lot by lot variance statistics
How the FDA and CDC are ignoring obvious warning signals about COVID-19 vaccines and covering up a crime against humanity in plain sight
This is my first published piece. I hope to write more in time if I’m able on a multitude of subjects, but for today let’s start with COVID vaccine safety and some statistics- what an easy topic for anyone. Background:
I’m a layman with very little “experience in the field” of vaccine safety or statistics or anything beyond taking up space, really. This is just an opinion piece. It’s not medical advice, it’s not public health advice and it’s not legal advice. Consider it my recap of the situation as best I understand it.
Foreword: It’s now 2022 which means we have now more than one full year of the “Project Warp speed” Pfizer, Moderna and Johnson&Johnson EUA-conditioned COVID-19 pre-exposure prophylaxis treatments (identified as “COVID vaccines” through this piece) being on “the market”, and “in arms”.
The COVID vaccines have either been the biggest public health success in a century or the biggest biological disaster in human history, depending who you ask, their biological makeup, how they experienced the pandemic, where they got their information from, and even their political assignations, in a multitude of directions. Truly, heterogeneity.
This piece doesn’t cover vaccine “breakthrough” infections resulting in death or serious illness. I’d like to cover that in an upcoming piece. I’ll also be trying to write something regarding how America’s vaccine first/anti-treatment response compares to other industrialized nations, focusing on early case detection and treatment and cost/benefit ratio against the vaccines, which should be a fun one.
Well, let’s get into it. Enough foreword. All data cited in this piece and cited videos below are coming from the EMA, and CDC 2021 VAERS reporting database. You’re able to download that data for yourself or view it at any time by visiting WONDER.CDC.gov and choosing the option for vaccines.
What is “Lot-by-lot variance”? What’s an adverse event? I thought these vaccines were all basically the same thing and totally safe?
Yeah, that’s how they sold it to us all. Safe and effective, more modern than a flu shot and safer than drinking tap water. We’d be protected for years to come without all that messy unexplained EBV or autoimmune nonsense from attenuated virus vaccines like, say, MMR!
We all heard the “100% efficacy for all 3 vaccines” claim come out of Anthony Fauci’s mouth just over a year ago now and we’re on dose 3 making our way to dose 4 with the European Medicines Agency ( https://www.bloomberg.com/news/articles/2022-01-11/repeat-booster-shots-risk-overloading-immune-system-ema-says ) warning that shots given so close together for such poor duration and durability invokes questions of not just diminishing returns but long term damage to immune system core functions, like B and T cell function.
So what is lot to lot variance? Simply put, it is non-uniformity across a given therapeutic. Let’s use aspirin for example. Think of Generic Aspirin Company and their product “325mg aspirin” tablets. Let’s say they make batches labeled A-1, B-1, and C-1. In the standardized process the process changes: perhaps the ingredients are added imprecisely, so a batch can be weaker or stronger than others, or have manufacturing defects due to process issues or contaminants.
Statistically, some of these batches will have higher toxicity (rates of injury and death) compared to other batches, which will not have the defects or manufacturing impurities, or contaminants. This is non-uniformity and is dangerous in pharmacology and medicine. We expect a 325mg aspirin to function the same no matter where we get it from, and especially when comparing two batches from the same manufacturer, same plant, same exact product.
And now you also know what an adverse event is. You take an aspirin expecting to get rid of a sore knee and you end up having a medical emergency that isn’t expected, like a heart attack, or stroke, among many others.
So you’re saying this is happening.. with the COVID vaccines?
I hate to be an alarmist but it really seems to be that way, with the Pfizer and Moderna vaccines especially, but to some degree the Janssen vaccine as well. All ages, all genders, all geographic locations in the US, and very likely happening around the world with these theraputics.
Curiously, your risk seems to vary greatly on the lot number on the vaccine vial itself. The below video, using the 2021 VAERS reporting set, explains in great detail about the Pfizer vaccine specifically.
https://www.bitchute.com/video/CB49QokMgGV5/
After viewing that, do you see the pattern that I can see? Anyone who had Pfizer lot EL and EN were at outsized risk compared to ER and F series lot codes. That’s highly varied and dangerously inconsistent.
Let’s move on to all 3 vaccines at once, and try to take a better look specifically at moderna, where the lot variance seems to be between ****20A and ****21A, 20A being the lot/batch signifier with the most apparent amount of adverse events compared to 21A.
https://www.bitchute.com/video/4HlIyBmOEJeY/
The variations between Pfizer batches are something to note, but pay attention to Moderna as it takes the prize for most obvious problem child, with lot ****20A. The variance between 20A batches is also quite remarkable. This is not good. To quote Ricky Ricardo, Moderna and Pfizer have some serious splaining to do.
J&J also had their own problem lots but it appeared to be far fewer than Moderna or Pfizer, as demonstrated by that video. Score one for the OG one shot clot shot.
So what does this mean? You’re talking about hundreds of thousands of cases, millions of doses between these lot numbers. What does this even look like in real life?
In short? A lot of unnecessary and tragic medical emergencies, many of them resulting in dead people. There’s no polite way to put it.
For example, looking at some Pfizer specific data regarding instances of adverse events in “men” vs “women”, women appear to be 2-4x more likely to experience severe life threatening adverse events compared to men, as addressed in Pfizer’s own documents:
https://www.bitchute.com/video/xbtNAMlczhDM/
I/someone I love had a dose from one of these “toxic” lots, am I gonna be okay? Should I do anything?
The good news for you, anyways, is that it appears the vast majority of adverse events from any lot or product appear to happen within 7 days of injection. The majority of that happen in the first 3 days, and the majority of that happen in the first 24 hours. If you’ve made it this far, congrats. Your risk of death is comparatively low. We’ll get to all cause mortality another day.
https://www.bitchute.com/video/fY0X98tTeHl3/
The best thing we can do now is draw attention to this, stand by the Hippocratic oath of “First, do NO harm” and demand these therapeutics be given a full review and paused immediately, all age groups, all demographics, the danger is clear and present and exposing more people to it every day is not acceptable any longer.
So what do we do? How do we fix this very obvious problem? More people could be hurt or killed, right?
Well that’s the $75,000 question now isn’t it? We can barely get regulators to pay attention when people die and it’s registered as their cause of death, let alone when it’s not resulting in death.
We do know that lot to lot consistency in therapeutics is legally required for any sort of authorization. Variance is considered adulteration and is criminal.
That said, I did recently watch as one American politician brought attention to the issue: Alabama US Senator Tommy Tuberville, who asked CDC Walensky and NIAID Fauci about vaccine adverse events and VAERS at a recent hearing on Capitol Hill.
So I did what I usually do: I started to write. I started to collect data and I started to think.
And then I ended up at Tommy Tuberville’s Senate office webpage. And I clicked “contact us”.. and, well..
I usually find reaching out to government suits and ghouls to be useless, but..
Alabama Senator Tommy Tuberville spoke at the 1/11/22 US Senate committee on healthcare re COVID response and preparedness. He asked CDC director Rochelle Walensky if there are cases of the vaccine killing or harming Americans and she immediately gave him a bullshit answer on how things like car accident victims and unrelated causes end up on VAERS all the time.
To put it bluntly, that’s an irresponsible framing of the VAERS early reporting trend system. It’s also entirely dismissive of the concept of vaccine adverse events, which are real, can be life threatening and dangerously sudden, and can impact groups like “men” and “women”. We need that early warning data to detect trends in the general public so we can determine if we need further investigation of the novel therapeutic (and it very clearly seems it does).
So I wrote to Tommy Tuberville
Full disclosure: I’m a gay cis man, left leaning and well versed in theory with deep respect to lots of intellectual and political figureheads. I’m not a conservative, I have never voted GOP in my life and with any luck I’ll continue doing that, but I know after 2021 I’ll never vote Democrat in my life ever again.
The letter, in entirety:
“Dear Senator Tuberville, thank you for reading this and taking the time to speak out about the growing data surrounding vaccine adverse events resulting in disability, serious injury or death at the recent public hearing. I wanted to first again want to thank you for speaking out, I am a 31 year old man and regiatered nonpartisan voter who did his patriotic duty, took two doses of Moderna in 2021 and thankfully didn’t experience any adverse events but did watch as friends, associates and others in the public did - some no longer here and able to speak for themselves.
My largest point I wanted to make beyond sending my gratitude as someone keeping acutely aware of this pandemic and our national response to it, was that CDC director Walensky lied to your face, sir, and so did Dr Anthony Fauci. Adverse events resulting in injury and death are reported to VAERS only when no other plausible or accepted cause has been given. The CDC currently seems content to ignore the pleas of parents of men like Joseph Keating, who did the “right thing”, took his booster dose, suffered tachycardia and cardiac arrest, and is now dead. His VAERS report is 1936333-1. His mother is now left heartbroken and ignored by her government, her governor and the media. Sir, please help this family if you effect more other changes at all. Please. They need it.
https://childrenshealthdefense.org/defender/joseph-keating-autopsy-death-myocarditis-pfizer-covid-vaccine/
Please Coach Tuberville, I’m not your base, I’m not a conservative but I’m compelled to speak and I think you may be the only man in government left willing to stick your neck out so clearly. I’m not anti vaccine, I have the card to prove it - 2 Moderna doses 021C21A. I and VAERS are only sounding alarm because of the reported data. Lot to lot variance (Pfizer lot codes starting “EN” and Moderna lot codes ending “20A”) need investigation immediately.
Thank you, and I appreciate you taking the time to care about people that the CDC and our president Joe Biden don’t seem to want to. One last thing: Canada and Australia both have vaccine injury compensation and disability healthcare programs, why can’t we as Americans do even better? Why are our vaccines injuring and killing, and with such variance lot to lot?
Rich S
Portland Oregon”
Now I’m not expecting anything to come of this, but I couldn’t help saying something. It’s as clear as a clarion bell.
So that’s it? Write to politicians and sound the alarm?
I’m not sure what else to do. This is a crime against humanity in plain sight, clinicians and professionals not calling attention to this problem or ignoring it for fear of reprisal: You will be written in history as the people who lead your neighbors to the slaughter and even put the needle into them. It will not be kind to you.
As a final point to those still reading and wondering what to do? Speak for those who can’t anymore, be willing to fight for someone you don’t know and never ever let talking points get in the way of statistics.
Thank you for reading.
Ed note: An earlier version of this piece incorrectly identified the CDC director as Rachel, her first name is Rochelle. I regret the error.
In a year the only thing I would change about this piece is, after a year, I have changed my opinion. I don't think the program should be paused, but should be stopped entirely and withdrawn akin to the 1976 "Swine flu" vaccine program. It should then be investigated fully on the public and private halves of the partnership. An obvious fraud has occurred and the actuary data can't lie, the life insurers sure know where the bodies are buried and why.