I'm getting very tired of the tin-foil-hat crowd.

When this blog opened up originally in 2007 I inserted a term into the TOS that made clear that certain Reynolds items were going to lead to instant banhammering.  Specifically, from the TOS:

Any discussion of 9/11 "Troofer"-related nonsense on Tickerforum will result in an immediate, no-notice and permanent account (and possibly IP-level) ban. There are literally thousands of places on The Internet where you can run this sort of tripe. This is not one of them, and those who refuse to respect this constraint will have their access privileges removed.

I meant it then and it holds to this day.  Post that event I spent a decent amount of time given that the basic "graving" plans if you will for the towers were public on simulation and satisfied myself that such claims were bullshit.  There are plenty of others, including "we never went to the moon" that fall into the same category.

This virus has led to whole bunch of others that are similarly bullshit.  Some of the people running this garbage are simply crazy, but I suspect some are put up to it and do so in an attempt to brand anyone deviating from the "official story" as nuts.  Here are a few of the self-declarations of insanity, stupidity or both that that will get you tossed instantly around here with no apologies and no second chances -- along with a handful of facts that we now know really did happen because there is documentary proof of them -- and in many cases we know who's responsible too because those are the people who wrote the documents or were collecting and analyzing the data referred to in them.

• There is no virus; this is all from 5g signals (whether vaccine-related or not.)  Bullshit.  I've done a lot of work with C and Ku-band RF over my years in industry with former jobs including writing code to control that stuff, and a number of years ago decided to go get my Ham ticket.  I took the test literally cold without studying and passed at General (missed Extra by one question, I believe.)  The existence of such ticket is public record; anyone can look, so there's no secret there.  Any such nonsense is barking from ignorance and has no place in a serious discussion, which we damned well ought to be having when it comes to a viral pathogen.
  
  
• The jabs are designed to kill virtually everyone who gets them by (insert reason; "graphene", microchips, etc.)  BS.  Nothing is particularly ground-breaking about what has been put together.  The hubris is in believing it would work and was safe when we have decades of evidence that it is not.  That mRNA technology had failed on safety multiple times is fact.  That said failures also included the impossibility of controlling where the therapeutic went is also fact.  Moderna is not a new company and has been at this for roughly a decade with zero success.  So why now?  Simple: The research that led to the release had a warfighting element to it where safety is relative.  We allowed our government and medical crazies to take the calculations made about relatively safety that are appropriate in a war where someone has just released an intentional biological weapon and attempt to translate them into civilian use.  That was fucking stupid.
  
  
• Georgia Guidestones, depopulation, et.al. -- Bullshit.  The so-called "elites" are wildly more-dependent on the civil order of society and its supply infrastructure than you are.  Exactly zero of their nice aircraft and yachts, for example, will run without the entire supply chain for petroleum products being intact.  They have fewer ways around this problem than you do.  A 90% reduction in society probably kills you (obviously) but does kill all of them and their offspring.  Worse, they all whine they have "no reason to live" if they lose their cushy "stuff" where you never had a 200' yacht and $20m jet airplane to lose.  They know this.  Yes, they're delusional narcissistic or even psychopathic assholes (cough-Clot-cough-cough) but there are exactly zero of them prattling on over coffee on Youslob live podcasts that will survive even a couple of weeks if social order and the production of basic things like energy, water and sanitation breaks down and they all know it.
  
  
• Great Reset!  You can be both wild-eyed crazy and rich.  They are both, you're just crazy.  Socialism and communism in all their forms have been tried dozens of times, all of which are basically "Great Reset."  It has never worked.  Not once.  The reason is simple and obvious: You can dispossess people of everything but you can't make them work to their potential; that is not possible.  Without the motivation known as profit eventually your society stagnates, puked on itself and chokes on its own vomit.  This has happened every single time so who cares what rich, crazy assholes come up with as a means to repackage and regurgitate the six-times-chewed dogshit.  It's still dogshit and no, that's not the "motivating factor" for someone to engineer and release a virus.
  
  
• Chyna Virus!  Bullshit.  The facts are that this was a US, European and Chinese virus and that DARPA turned down the research grant request.  They cited potential dual-use, gain-of-function and societal risks that were unaddressed, and further cited specific language that implied Ecohealth had claimed "ownership" of the bat caves in which live deployment was to take place.  Unfortunately for everyone involved in the modern era where everyone sends documents around electronically there are records and it never goes away.   In other words this entire thing occurred because a bunch of arrogant assholes thought they should and could ignore the risks involved and hoodwink the population, all for profit. That all this happened is now known fact, it is out in the public and if you don't want to look or assign "credit" where it belongs that's on you and you're part of the problem and responsible for what happened.
  
  
• You should trust any of these assholes including Trump, the CDC, NIH and more.  Nope.  These are the same jackasses referenced above who created the fucking thing and knew immediately what it was and deliberately concealed both what it was and where it came from -- and still are refusing to come clean.  Exactly zero of said persons should be trusted with so much as a butter knife until every one of the responsible parties admits their part in it and those who knew about it and did nothing -- and worse, pushed and continue to push wartime countermeasures that are known dangerous on a civilian population after having unleashed a wartime mitigation attempt that blew up in their face are held equally accountable. In the United States alone roughly double the harm Nazi Germany and Japan did to us in WWII in terms of death have occurred and it was, to a large degree, institutions right here in the United States that were responsible.  If we ultimately get nuked for both those actions and our population-wide simpering refusal to rise up and remove those who did it and continue to lie about it we deserve that heat of a thousand suns.
  
  
• The CDC is corrupt or inept.  Nope.  They knew within weeks exactly where this virus came from because it was already in their databases.  They have lied every day since including both Trump's and Biden's CDC titular heads.  Every single action from that day forward was not taken from ignorance it was from malice in an attempt to shield the guilty parties from diligent inquiry, exposition before the public and appropriate sanction. 
  
  
• Trump was a savior!  Bullshit.  Trump either knew all of this in advance or intentionally did not read it.  He's been lying ever since.  His "China virus" nonsense and pushing of the jabs should earn him the front seat in the dock at Nuremberg II for his intentional and willful refusal to shut down a program DARPA killed and then was done by circumvention.  That's what's on the table at this point and all of it took place on his watch which makes him personally responsible as CiC.
  
  
• If you allow anyone to mandate anything medical in this environment you're too stupid to survive and deserve what you get. If you get fucked or die as a result of taking a military, wartime mitigation when that's not what is going on you deserve it if you get screwed. If you let anyone, whether your boss, a bunch of black-robed bastards or anyone else "mandate" such a thing your death or permanently disability, which is quite likely, is on you.  I laugh at every single person who is that fucking dumb, and yes, you are.  If you inject your children with this stuff you deserve Satan's cock up your ass for all eternity and you will get it too in the afterlife.  I'm sure of it.

Yeah, I can show you exactly how this goes together; what I posted the other day is enough for you to find it with a few minutes of effort.  The executive summary is enough, on the first page, standing alone to recognize what happened.  It will take longer to read the 75+ page grant proposal for the detail on that and about 2 minutes to read the DARPA rejection -- and why, which very-clearly documents how fucking stupid and arrogant what they were doing was.  It may take 30 seconds beyond that point for you to realize that basically the entire program was the responsibility of a European and multiple United States entities.  Yes, the Chinese were involved as well -- there's no absolution to be found there.

Within weeks there were pissed-off families of over 100,000 dead who had every reason to want and expect blood in exchange for their loved ones that were slaughtered as a direct result of this stupidity.  Today that number is much larger.  It takes nothing more than that to recognize that even if only one percent of said loved ones are willing to get that retribution and don't give a wild fuck how they get it that if it starts every single person involved (and plenty who are fingered but really weren't) are going to have very bad days.

That's all this is folks -- and all it ever was.

Wild-eyed corruption that blew up in their face and then of course those who take advantage of others to sell bullshit and snake oil even at the expense of even more lives, cough-pharma-cough-cough swoop in and enlist those who are branded in the media as "heroes" to sell their crap.

Exactly as has been done myriad times before, and until you stop the with the tinfoil bullshit and are willing to put a pitchfork up the ass of the responsible parties will happen again.

Oh darn, there goes Veritas again releasing well...... not just a smoking gun, but a rank indictment of both actors abroad (including China) and right here in the United States.

So the "work" (gain of function) was rejected by DARPA but NIH, including Fauci who personally signed off on it, did it anyway.

And he did not just do it in China the work included was in part done here.

We now have a plausible explanation, for example, why agreements related to the spike were executed by at least one US University prior to Covid-19 being "known."  What institutions were involved and how involved were they?  When was the first such agreement executed?

But... it gets better.

We knew the vaccines would not work and were harmful.  We didn't think so, we knew so, and further we knew that someone who had been infected was at least in part protected from said harm by the mechanism infection uses.

I pointed all this out without having what Veritas has now published merely by deduction.

We knew in September of 2020 there was a risk issue with the spike in the circulation that was not in most cases present from natural infection and we knew by December of 2020 it was singularly dangerous.  It is now confirmed that THE GOVERNMENT knew this and proceeded to purchase and deploy the shots anyway.

We also knew that there were other fingers in the pie including American ones before Covid-19 was announced to exist because the transfer agreement with a US University was known to exist more than a year ago and it was executed in 2019 before Covid-19 was claimed to have "emerged" in China.  How can you do something that requires a thing before the second thing happens?  You can't, ergo, the government and the private organizations knew damned well Covid existed before the agreement was signed.

So now have what I've maintained all along is in in official government-documented form:

• The virus was man-made.  Ecohealth tried to get funding through DARPA and was told to go to Hell because it violated the constraint on gain-of-function research.  Fauci didn't give a fuck and his part of the NIH funded it. BOTH THE UNITED STATES AND CHINA created the virus; it was a joint and intentional project, not rogue actors in Wuhan or Beijing who were responsible.
  
  
• There were people in both China and here in the US (along with presumably other nations) who were involved.  They all knew damn well what happened and all of them have lied for the last 2+ years about it.  That almost-certainly includes both Trump and Biden, incidentally.
  
  
• The governments involved all knew before the shots were released that they were dangerous and would become worthless.  They knew that natural infection did not, in most cases, carry the same risk because the virus never gets into the bloodstream in other than severe and fatal cases but there is no way to avoid that risk with an injection.  We now know this factually from clinical experience (and in fact knew in the early part of 2020) -- viremia does not happen in other than severe and fatal cases and yet you can't give someone an injection without the injected material winding up in the blood in some amount.
  
  
• The governments also knew that Covid-19 itself was not dangerous most of the time to healthy individuals and they knew why.  It was deliberately engineered that way in an attempt, this paper alleges, as an experiment to be inoculated intentionally into bats in an attempt to see whether doing so could cut off future zoonotic events.  Whether the experiment went wrong by accident or intent is not known, but that it was taking place and both our government and China knew about it, along with knowing that it should not be very dangerous to most people is now established as fact.

So why all the histrionics ginned up worldwide continuing to this day?

The experiment went bad and if the public knew why it went bad and who was involved in it the people might reasonably conclude there really is a valid reason to get rid of every single government agency and individual involved.  Unlike "conspiracy theories" that are flat-out crap its not crazy to contemplate doing that either, especially given the death toll.  It was evident within weeks that medically frail people were going to get buttraped by this thing and thus if the government told the truth the pitchforks might well come out since they actually created this fucking monster and it wasn't just China - it was also the United States Government that did it and several institutions within this nation were intimately involved as well.

Oh by the way the same documents also contain evidence that the Government knew both HCQ and Ivermectin were effective against the virus by April of 2020.  How many people died that were denied access to safe drugs that our government had every reason to believe worked?

Still sitting on your ass America?

May I point out that these assholes have killed roughly twice as many people in the United States over the last two years, by their claims, as did both Nazi Germany and Japan in all of WWII and that these are all people and businesses within the United States?

Gonna take another jab or allow the USSC and Biden administration to tell you that you should or indeed must, never mind private employers, when the government factually knows its dangerous and has known for well over a year both that it is the case and why?

Still want to consider Trump a "savior" eh, when he pushed and continues to push these known dangerous jabs?

How many people did they they intentionally let die again?  Twice the toll of WWII with every single death chargeable directly against not a foreign adversary but rather agencies of our own government and publicly-funded "educational" institutions?

Want to argue with all this?

Argue with the source material; its either real or it isn't, and if it is its the best argument I've seen in over 100 years for a national divorce with prejudice.

PS: There are people claiming that what Veritas released is a forgery.  If it is then O'Keefe needs to go to prison forever and break rocks until he dies.  This is the sort of information that can legitimately be the reason for a government to be discarded by its population.  To participate in a forgery is equally as bad as to undertake the actions in the first place.  If someone has evidence that this is indeed false -- let's see it.  While you're at it make sure you account for the verified by FOIA release of this email from Peter Daszak himself....

Of course the oral arguments yesterday were basically all anyone wanted to talk about.

And while I generally not only avoid (intentionally) writing on abortion -- on purpose -- but also strongly frown upon it on my system in general this is an exception, simply because the USSC heard the case.

So here's my perspective on it.

(Incidentally, if you haven't read the original decision -- the whole thing -- don't comment on this post.  Go look up the decision and read it first, because if you don't you're risking a banhammer if you cannot square your point of view against the existing precedent and historical record contained therein, which is extraordinarily wide-ranging.  Indeed, I doubt there is a USSC decision that comes anywhere near it in terms of historical and analytical context within the pages.  Consider yourself fairly warned.)

Roe itself divided abortion about the same way medicine and human development divides it -- into three portions.

In the first (trimester), abortion was ruled a matter of personal conscience -- period.

In the second (trimester) abortion was ruled a divided case; arguments could be made either way, but the balance tilted toward choice.

In the third (trimester) this was no longer true and the balance tilted the other way.

The only absolute prohibition found in Roe was that all-circumstance bans on the procedure were per-se unconstitutional.

Of course people have tried to move those goalposts in both directions ever since -- but the above is what the court actually held.  Go read it for yourself; don't take my word for it.  You cannot hold an informed opinion on Roe without knowing what the decision actually says.

Medical art and science has come a long way since then.  There were no $1 drug-store pregnancy tests in 1969.  Yes, they really are a dollar today; WalMart sells them for a literal 88 cents.  Of course you can pay a lot more but you don't have to and all of the at-home, private and early ones work the same way; linear paper chromatography, which is extremely accurate and cheap.  There is zero argument that any woman cannot determine in less than five minutes if she is pregnant at any point in time for approximately the price of a candy bar and there is no place in this nation that access to said technology is not trivially available.  Simply put nobody can make an argument that "access" to this fact -- pregnant or not -- is "difficult" or "expensive" for any woman in the United States today.

This was not true in 1969; extraordinarily cheap at-home tests that could be bought anywhere for pennies did not exist.

There are also medical abortifacients today as well.  They too are readily available.  As with all medical devices and drugs there are risks and if it goes badly you may wind up in the hospital or worse, but that is true of a procedural abortion as well.  There were no approved options of this sort in 1969 either; the only option was procedural which is effectively a surgery.  Leave aside the unsafe drug/supplement/procedural options; we are talking about approved and demonstrably safe things here, not back-alley coat-hanger jam-fests.

Between these two facts no woman of menstruating age has any argument whatsoever that at any time they (1) cannot determine if they're pregnant and (2) cannot do anything about it if they are for weeks or months.  This is a radical change from the state of medical science in 1969.

Corner cases make bad law in the general sense.  Those people screaming about a right to "abort" a child that has its head sticking out of the vagina are in the position of trying to make such an argument.  The other extreme would force a 15 year old who has been raped to carry and bear the child of her rapist.

I cannot support either of those extreme positions; from any sort of analytical point of view they're both wrong.

I can reasonably debate pretty much any position inside of the two corners, but if you're on either of those two extremes then you and I have no common ground to find.  I will no more support infanticide than I will support forcing a women who is raped to be effectively raped again every day of her life from that point forward.

I suspect what we're likely to see, given the argument put forward in the court and the questions from the Justices is a redefinition of Roe rather than striking it entirely.

In short what I expect is a returning of the precedent to its original boundaries with an underline on them.

I could be wrong, and second-guessing the Supremes from their questions is a losing bet far more than you'd think but that's my read of it from the questioning and the arguments presented.

In other words: In the first fifteen weeks, have at it.

Beyond that point it is a State's right issue and the various states may put in place whatever regulatory environment they wish, up to and including a complete ban.

That doesn't trash Roe; it in fact restates it comporting with the advances in medical science over the last 50 years, specifically the trivial capacity for any woman to know if she's pregnant at any time at essentially zero cost and the capacity to pharmaceutically terminate a pregnancy in those first few weeks.  Not much is different in terms of cost between a medication and surgical abortion -- much of this is simply due to the manufacturers of the pills charging what they can, and what they can is right about what it costs to have the same thing done in a clinic by other means.  Thank our monopolist medical system for that; I penned a very long article, and part of a book ten years ago, outlining how to fix that problem.

I'm sure there will be jurists on both corners of the debate among the nine but you need five votes for an opinion to carry, and I suspect that the above is how you find them.  I doubt you can get five votes to kill Roe entirely.  Perhaps, but I doubt it.  When push comes to shove I don't think you can find five votes to condemn a raped teen to carry and bear her rapist's child -- nor should we permit that sort of insanity to become law as a society.  I'm equally sure you can't get five votes for allowing a pregnant woman to abort a child that has its head sticking out of her vagina.

But I bet you can find five votes, from the questions asked, to draw a double underline that abortion prior to 15 weeks is none of the government's damn business and return everything beyond that point to State jurisdiction.

That would not actually prevent any woman from obtaining an abortion who wanted to but would place the responsibility for (1) determining she is pregnant prior to expiration of that time on her and (2) slam the door on the fingers of everyone on both extreme ends of the spectrum.  We'd still have states with "abort at any time" laws -- but you'd have to travel there.  That's Federalism; the good ideas flourish and the bad ones -- and those employing them -- rot.

Reproduction is arguably the most-adult thing someone can do.  We expect adults to be competent to contract, to manage their own personal affairs and to choose their lifestyle, education and upkeep as they see fit.  Producing another human being is arguably a more-serious decision than any of those others, and should come with the same expectation of sober contemplation. 

Certainly, more than two months after a woman's last period is sufficient time to (1) contemplate such and (2) obtain whatever remedy one might choose, if she wishes to.

That sort of decision is going to make everyone unhappy -- except for people like me, who will find that there are no really good answers to this question on either extreme end of the argument and thus, that everyone will be to some degree unhappy means you pretty-much got it right.

That's what I think we're going to get.

If we do get that a beneficial side effect is that it might also force both extreme ends to bring the political pressure to bear required to destroy the medical monopolists, such that any woman who is even a day late and has had sex in the previous two months can spend $5 on two pills over the counter without a prescription and, if it turns out she really is pregnant rectify what she deems "undesired" with no more muss and fuss than a slightly-heavy period -- exactly the same outcome, in fact, that happens if a defective zygote gets implanted and, in the first week or so, the body rejects it.

There is an article floating around from The Expose that makes an explosive claim: There is a wildly statistically-significant skew in the death rate from Covid-19 vaccines by lot number.

What originally got my attention was the tinfoil hat crowd screaming about lots being intentionally distributed to certain people to kill them -- in other words certain Covid-19 vaccine lots were for all intents and purposes poisoned.  That was wildly unlikely so I set out to disprove it and apply some broom handles to the tinfoil hatters heads.  What I found, however, was both interesting and deeply disturbing.

Lots are quite large, especially when you're dealing with 200 million people and 400 million doses.  Assuming the lots are not preferentially assigned to certain cohorts (e.g. one goes to all nursing homes, etc) adverse reactions should thus be evenly distributed between lots; if they're not one of these things is almost-certainly true:

• There is a serious manufacturing quality problem or you produced something without understanding how it would work in the body and thus failed to control for something you had to in order to wind up with reproduceable results.  That is, some lots are ok, others are contaminated, have too much or too little of the active ingredient in them, some produce wildly more spike-protein than others in the body when injected, etc.
  
  OR
  
  
• Much worse, the lots are intentionally segregated to produce different results. This implies some sort of nefarious intent such as killing people on a differential basis or that the manufacturers are running unsanctioned experiments on a mass basis among the population at-large, since they know what is in each lot and intentionally varied the contents.
  
  OR
  
  
• Perhaps worst of all, reports are now being intentionally suppressed, the injury and death rate hasn't changed and there are lots with one of the two above problems but it is being intentionally not reported, having been detected almost-instantly and health providers were directed to not report anything serious (e.g. death) associated with the jabs.

Now let's talk about VAERS.  You can grab the public data from it, but VAERS intentionally makes it difficult to discern differences in lot outcomes.  Why?  Because they separate out the specifics of the vax (the manufacturer, lot number, etc.) into a different file.  This means that simply loading it into Excel does you no good and attempting to correlate and match the two tables in Excel itself is problematic due to the extreme size of the files -- in fact, it blew Excel up here when I tried to do it.  But that's an external data-export problem; internally, within HHS, it is certainly not hard for them to run correlations.

Indeed the entire point of VAERS is to find said correlations before people get screwed in size and stop it from happening.

Let's step back a bit in history. VAERS came into being because back in the 1970s the producers of the DTP shot had a quality control problem.  Some lots had way too much active ingredient in them and others had nearly none.  This caused a crap ton of bad reactions by kids who got the jabs and parents sued.  Liability insurance threatened to become unobtanium (gee, you figure, after you screw a bunch of kids who had to take mandatory shots?) and thus the manufacturers pulled the DTP jab and threatened to pull all vaccines from the market.

Congress responded to this threat of intentional panic sown by the pharmaceutical industry by giving the vaccine firms immunity and setting up a tax and arbitration system, basically, to pay families if they got screwed by vaccines.  Rather than force the guilty parties to eat the injuries and deaths they caused Congress instead exempted the manufacturers from the consequences of their own negligence and socialized the losses with a small tax on each shot.

Part of this was VAERS.  We know VAERS understates adverse events because it while it is allegedly "mandatory" it is subject to clinical judgment and there is a wild bias against believing that these jabs, or any jab for that matter, has bad side effects.  In addition there is neither a civil or criminal penalty of any kind for failure to report.  We now know some people who have had bad side effects from the Covid-19 jabs have shown up on social media after going to the doctor and then tried to find their own record, which is quite easy to do if you know the lot number from your card, what happened and the date the event happened -- their doctor never filed it.  This does not really surprise me since filing those reports takes quite a bit of time and the doctor isn't paid for it by the government or anyone else, so even without bias there will be those who simply won't do the work unless there are severe penalties for not doing so.  There are in fact no penalties whatsoever.  The under-reporting does not have a reliable boundary on it, but estimates are that only somewhere between 3% and 10% of actual adverse events get into the database.  That's right -- at best the adverse event rate is ten times that of what you find in VAERS.

But now it gets interesting because VAERS exports, it appears, were also set up, whether deliberately or by coincidink, to make it hard for ordinary people to find a future correlation between injury or death and vaccine lot number.

NOTE THAT THIS EXACT CIRCUMSTANCE -- THAT MANUFACTURERS HAD QUALITY CONTROL PROBLEMS ORIGINALLY -- IS WHY VAERS EXISTS.  YOU WOULD THINK THAT IF CONGRESS WAS ACTUALLY INTERESTED IN SOLVING THE PROBLEM THIS WOULD BE THE EASIEST SORT OF THING TO MONITOR AND WOULD BE REGULARLY REPORTED.  YOU'D ALSO THINK THERE WERE STRONG CIVIL AND EVEN CRIMINAL PENALTIES FOR NOT REPORTING ADVERSE EVENTS.

You'd be wrong; the data is across two tables and uncorrelated as VAERS releases it and there is no quick-and-easy reporting on their site that groups events on a comparative basis by lot number.  While it is possible to do this sort of analysis from their web page it's not easy.

(Further, and this also intentionally frustrates analysis, VAERS keeps no record nor reports on the number of shots administered per lot, making norming to some stable denominator literally impossible.  If you think that's an accident I have a bridge for sale.  It's a very nice bridge.)

But, grasshopper, I have Postgres.  Indeed if you're reading this article it is because I both have it and know how to program against it; this blog is, in fact, stored in Postgres.

Postgres, like all databases, is very good at taking something that can be foreign-key related and correlating it.  In fact that's one of a database's prime strengths.  Isn't SQL, which I assume VAERS uses as well, wonderful?

So I did exactly that with the data found here for 2021.

And..... you aren't going to like it.

Having loaded the base table and manufacturer tables related by the VAERS-ID I ran this query:

karl=> select vax_lot(vaers_vax), count(vax_lot(vaers_vax)) from vaers, vaers_vax where vaers_id(vaers) = vaers_id(vaers_vax) and died='Y' and vax_type='COVID19' and vax_manu(vaers_vax)='MODERNA' group by vax_lot(vaers_vax) order by count(vax_lot(vaers_vax)) desc;

This says:

Select the lot, and count the instances of that lot, from the VAERS data where the report ID is in the table of persons who had a bad reaction, said bad reaction was that they died, where the vaccine is a Covid-19 vaccine and where the manufacturer is MODERNA.  Order the results by the count of the deaths per lot in descending order.

vax_lot | count
-----------------+-------
039K20A | 87
013L20A | 66
012L20A | 64
010M20A | 62
037K20A | 49
029L20A | 48
012M20A | 46
024M20A | 44
027L20A | 44
015M20A | 43
025L20A | 42
026A21A | 41
013M20A | 41
016M20A | 41
022M20A | 41
030L20A | 40
026L20A | 39
007M20A | 39
013A21A | 36
011A21A | 36
031M20A | 35
032L20A | 35
010A21A | 33
011J20A | 33
030A21A | 33
028L20A | 32
011L20A | 32
004M20A | 32
025J20-2A | 31 << -- What's this? (see below)
041L20A | 31
011M20A | 31
031L20A | 30
032H20A | 29
030M20A | 28
042L20A | 27
Unknown | 27
006M20A | 27
012A21A | 25
002A21A | 25
043L20A | 24
032M20A | 24
023M20A | 23
040A21A | 23
027A21A | 23
017B21A | 22
036A21A | 20
unknown | 19
020B21A | 19
047A21A | 19
006B21A | 18
044A21A | 17
038K20A | 17
048A21A | 15
003A21A | 15
014M20A | 15
031A21A | 15
031B21A | 15
021B21A | 15
025A21A | 14
007B21A | 14
003B21A | 14
001A21A | 13
038A21A | 13
025B21A | 13
001B21A | 12
046A21A | 12
027B21A | 11
045A21A | 11
038B21A | 11
025J20A | 11
002C21A | 11
016B21A | 11
036B21A | 11
039B21A | 10
002B21A | 10
018B21A | 10
019B21A | 10
008B21A | 10
029K20A | 10
029A21A | 10
028A21A | 9
047B21A | 9
001C21A | 9
044B21A | 8
045B21A | 8
009C21A | 8
048B21A | 8
026B21A | 8
UNKNOWN | 7
039A21A | 7
040B21A | 7
046B21A | 7
032B21A | 7
038C21A | 6
030m20a | 6
027C21A | 6
008C21A | 6
006C21A | 6
004C21A | 6
047C21A | 6
007C21A | 5
025C21A | 5
042B21A | 5
043B21A | 5
025J202A | 5  << -- Same as the above one?
052E21A | 5
003C21A | 5
030B21A | 5
030a21a | 5
016C21A | 5
017C21A | 5
N/A | 5
NO LOT # AVAILA | 5
037A21B | 5
037B21A | 5
024m20a | 4
031l20a | 4
003b21a | 4
026a21a | 4
041B21A | 4
005C21A | 4
033C21A | 4
035C21A | 4
021C21A | 4
040a21a | 4
041C21A | 4
006D21A | 4
022C21A | 4
037k20a | 4
048C21A | 4
03M20A | 3
008B212A | 3
039k20a | 3
024C21A | 3
016m20a | 3
038k20a | 3
025b21a | 3
033B21A | 3
026C21A | 3
Moderna | 3
033c21a | 3
014C21A | 3
.....

There are 547 unique lot entries that have one or more deaths associated with them.  Some of the lot numbers are in the wrong format or missing, as you can also see.  That's not unusual and in fact implicates the ordinary failure to get things right when people fill out the input.  For example "Moderna" in the above results is clearly not a lot number.  I've made no attempt to "sanitize" the data set in this regard and, quite-clearly, neither has VAERS even months after the fact with their "alleged" follow-up on reports.

But there is a wild over-representation in deaths of just a few lots; in fact fewer than 50 lots account for all lots where more than 20 associated deaths accumulated and out of the 547 unique entries fewer than 100 account for all those with more than 10 deaths.

Evenly distribution my ass.

How about Pfizer?

vax_lot | count
-----------------+-------
EN6201 | 117
EN5318 | 99
EN6200 | 97
EN6198 | 89
EL3248 | 86
EL9261 | 84
EM9810 | 82
EN6202 | 75
EL9269 | 75
EL3302 | 69
EL3249 | 67
EL8982 | 67
EN6208 | 59
EL9267 | 58
EL9264 | 57
EL0140 | 54
EN6199 | 54
EJ1686 | 51
EL9265 | 50
EL1283 | 48
ER2613 | 48
EN6204 | 47
EN6205 | 45
EK9231 | 43
EL3246 | 43
EN6207 | 41
EN6203 | 41
ER8732 | 40
EL1284 | 39
EL0142 | 38
EJ1685 | 38
ER8737 | 37
EN9581 | 36
EN6206 | 35
EP7533 | 35
EL9262 | 34
EL9266 | 33
EL3247 | 32
ER8727 | 28
EP6955 | 27
ER8730 | 26
EW0150 | 25
EK5730 | 24
EP7534 | 24
EM9809 | 22
EK4176 | 22
EH9899 | 21
EW0171 | 21
unknown | 20
ER8731 | 19
ER8735 | 18
EW0172 | 18
EL9263 | 17
EW0151 | 15
ER8733 | 15
EW0158 | 14
EW0164 | 14
EW0162 | 14
EW0169 | 14
ER8729 | 13
ER8734 | 13
Unknown | 13
EW0153 | 13
EW0167 | 12
EW0168 | 10
EW0161 | 10
EW0182 | 9
NO LOT # AVAILA | 8
EW0181 | 8
EW0186 | 8
ER8736 | 8
EW0191 | 8
FF2589 | 7
EW0173 | 6
EW0175 | 6
FA7485 | 6
EW0177 | 6
FD0809 | 6
301308A | 6
EW0170 | 6
FC3182 | 6
EW0217 | 6
EK41765 | 5
EW0196 | 5
EW0176 | 5
EW0183 | 4
EN 5318 | 4
el3249 | 4
EW0178 | 4
EW0179 | 4
EW0187 | 4
FA6780 | 4
FA7484 | 4
EN 6207 | 4

Pfizer has 395 unique lot numbers associated with at least one death and, again, there are a few that are obviously bogus.  But again, evenly distribution my ass; there is a wild over-representation with one lot, EN6201, being associated with 117 deaths and fewer than 20 are associated with more than 50.

For grins and giggles let's look at the age distribution for 039K20A -- the worst Moderna lot.

karl=> select avg(age_yrs) from vaers, vaers_vax where vaers_id(vaers) = vaers_id(vaers_vax) and vax_type='COVID19' and vax_manu(vaers_vax)='MODERNA' and vax_lot(vaers_vax)='039K20A' and age_yrs is not null;
      avg
---------------------
 51.4922202119410700
(1 row)

Ok, so the average age of people who got that shot, had a bad reaction (and had a valid age in the table) is 51.

How about for 030A21A which had 33 deaths?

karl=> select avg(age_yrs) from vaers, vaers_vax where vaers_id(vaers) = vaers_id(vaers_vax) and vax_type='COVID19' and vax_manu(vaers_vax)='MODERNA' and vax_lot(vaers_vax)='030A21A' and age_yrs is not null;

       avg
---------------------
 61.1097014925373134
(1 row)

Well there goes the argument that we jabbed all the old people in nursing homes with the really nasty outcome lot and they died but it not caused by the jab and the second lot, which had a much lower rate, all went into younger people's arms and that's why they didn't die.  Uh, no, actually when it comes to the age of the people who got jabbed in these two instances its the other way around; the second lot, which was less deadly, had bad reactions in older people on average yet fewer died -- and significantly so too (by 10 years.)

What's worse is that the "hot" lots for deaths also are "hot" for total adverse events.  If the deaths were not related to general pathology from a given lot there would be no correlation -- but there is.  Oops.

In addition there is no solid correlation between the "bad" lots and first report of trouble.  The absolute worst of Moderna had a bad report in the first days of January.  But -- another lot of their vaccine with only 172 reports against it (1/20th the rate of the worst for total adverse events) had its first adverse event report on January 6th.

What is evenly-distributed with a reasonable bump for the original huge uptake rate?  When people died.

What the actual fuck is going on here?  You're going to try to tell me that the CDC, NIH and FDA don't know about this?  I can suck this data into a database, run 30 seconds of queries against it and instantly identify a wildly-elevated death and hazard rate associated with certain lot numbers when the distribution of those associations should be reasonably-even, or at least something close to it, across all the lots produced and used?  Then I look to try to find the obvious potential "clean" explanation (the higher death rate lot could have gone into older people) and it's simply not there when one looks at all adverse event reports.  I have Moderna lots with the same average age of persons who died but ten times times the number of associated deaths.

Then I look at reported date of death and.... its reasonably close to an even distribution.  So no, it wasn't all those old people getting killed at once in the first month.  So much for that attempted explanation.

Oh if you're interested the nastiest lot was literally everywhere in terms of states reporting adverse events against it; no, they didn't concentrate them in one state or region either.

The outcome distribution isn't "sort of close" when most of the lots have a single-digit number of associated deaths.

Isn't it also interesting that when one removes the "dead" flag the same sort of correlation shows up?  That is, there are plenty of lots with nearly nothing reported against them.  For Moderna within the first page of results (~85 lots) there is more than a three times difference in total adverse events.  The worst lot, 039K20A with 87 deaths, is not only worst for deaths; it also has more than 4,000 total adverse event reports against it.  For context if you drill down a couple hundred entries in that report the number of total adverse events against another lot, 025C21A number 417 with five deaths.

Are you really going to try to tell me that a mass-produced and distributed jab has a roughly ten times adverse event rate between two lots and seventeen times the death rate between the same two, you can't explain it by "older people getting one lot and not the other" and this is not a screaming indication that something that cannot be explained as random chance has occurred?

Here, in pictures, since some of you need to be hit upside the head with a fucking railroad tie before you wake up:

That's Pfizer deaths by lot, worst-to-best.  Look normal to you?  Remember, zero deaths in a given lot doesn't come up since it's not in the system.

How about adverse events of all sorts?

(Yes, there are invalid lot numbers, particularly in the second graph, with lots of "1s".  The left side however is what it is.)

There's a much-larger problem.  Have a look at Moderna's chart of the same thing.  First, deaths:

And AE's....

These are different companies!

Want even worse news?

JANSSEN, which is an entirely different technology, has the same curve.

and

What do we have here folks?

Is there something inherent in the production of the "instructions", however they're delivered, that results in a non-deterministic outcome within a batch of jabs which was not controlled for, perhaps because it isn't understood SINCE WE HAVE NEVER DONE THIS BEFORE IN MAN OR BEAST and if it goes wrong you're fucked?

This is a power-law (exponential) distribution; it is not a step-function nor normally or evenly distributed.  Those don't happen with allegedly consistent manufacturing processes and the potential confounding factor that could be an innocent explanation (all the bad ones were early and killed all the old people early who died of "something" but it wasn't the vaccines since they all got the jab first) has been invalidated because the dates of death are in fact reasonably distributed.

Have doctors been told to stop reporting?  Note that HHS can issue such an order under the PREP Act and there is no judicial review if they do that.  Did they?

This demands an explanation.  Three different firms all using spike proteins, two using a different technology than the third, all three causing the body to produce the spike rather than deliver it directly and all three of them have a wild skew of some lots that hose people left and right while the others, statistically, do not screw people.

This data also eliminates the hypothesis put forward that lack of aspiration technique is responsible -- that is, that occasional accidental penetration of a vein results in systemic distribution.  That would not be lot-specific.

Next question, which VAERS cannot answer: Is there an effectiveness difference between the lots that screw people and those that do not?

Are we done being stupid yet?  Statistically all of the adverse events of any sort are in a handful of lots irrespective of the brand.  The rest generate a few bad outcomes while a very, very small number of lots generate a huge percentage of the harm.  And no, that's not tied to age bracketing (therefore who got it first either); some of the worst have average age distributions that are less than lots with lower adverse event rates.  It is also not tied to when used either since one of the "better" lots has a first-AE report right at the start of January -- as do the "bad" lots.

The only thing all three of these vaccines have in common is that all three of them rely on the human body to produce the spike protein that is then attacked by the immune system and produces antibodies; none of them directly introduce the offending substance into the body.  The mechanism of induction is different between the J&J and Pfizer/Moderna formulations but all exhibit the same problem.  The differential shown in the data is wildly beyond reasonable explanation related to the cohort dosed and the reported person's average age for the full set of events (not just deaths) does not correlate with elevated risk in a given lot either so it is clearly not related to the age of the person jabbed (e.g. "certain lots all went to nursing homes since they were first.")  While the highest AE rate lots all have early use dates so do some of the low-AE rate lots so the attempt to explain the data away as "but the highest risk got it first" fails as well.

In other words the best-fit hypothesis is that causing the body to produce part of a pathogen when that part has pathological capacity (as we know is the case for the spike) cannot be controlled adequately through commercial manufacturing process at-scale.  This means that no vector-based, irrespective of how (e.g. viral vector or mRNA), not-directly-infused coronavirus jab will ever have an acceptable safety profile because some lots will be "hot" and harm crazy percentages of those they're given to with no way to know in advance.  The basic premise used here -- to have the body produce the agent the immune system identifies rather than directly introduce it where you can control the quantity, is a failure. 

The entire premise of calling something that does this a "vaccine" is bogus and in the context of a coronavirus this may never be able to be done safely.

Something is very wrong here folks and the people running VAERS either aren't looking on purpose, know damn well its happening and are saying nothing about it on purpose -- never mind segregating the data in such a fashion that casual perusal of their downloads won't find it -- or saw it immediately and suppressed reporting on purpose.

If these firms were not immune from civil and even criminal prosecution as a result of what Biden and Trump did the plaintiff's bar would have been crawling up assholes months ago.

This ought to be rammed up every politician's ass along with every single person at the CDC, NIH and FDA.  They know this is going on; it took me minutes to analyze and find this.

What the HELL is going on here?

THESE SHOTS MUST BE WITHDRAWN NOW until what has happened is fully explained and, if applicable, accountability is obtained for those injured or killed as a result.  If embargoing of reports is proved, and its entirely possible that is the case, everyone involved must go to prison now and the entire program must be permanently scrapped.

THERE IS NO REASONABLE EXPLANATION FOR THIS DATA THAT REDUCES TO RANDOM CHANCE.

The much-screamed about federal "contractor" guidance is out.  It does not say what Biden said it says.  Once again, the petulant 2-year old in diaper (literally, Depends) is lying and trying to scare you. 

Here it is:

That proposed rule defines a contract or contract-like instrument as an agreement between two or more parties creating obligations that are enforceable or otherwise recognizable at law. This definition includes, but is not limited to, a mutually binding legal relationship obligating one party to furnish services (including construction) and another party to pay for them. The term contract includes all contracts and any subcontracts of any tier thereunder, whether negotiated or advertised, including any procurement actions, lease agreements, cooperative agreements, provider agreements, intergovernmental service agreements, service agreements, licenses, permits, or any other type of agreement, regardless of nomenclature, type, or particular form, and whether entered into verbally or in writing.

Yeah, ok, and this is news?  A contract is a contract.  But, as you will soon see, a contract is a contract and that's a problem for Biden and his pissy little temper tantrum -- and the government admits it right on page 5:

Covered contractors must ensure that all covered contractor employees are fully vaccinated for COVID-19, unless the employee is legally entitled to an accommodation. Covered contractor employees must be fully vaccinated no later than December 8, 2021. After that date, all covered contractor employees must be fully vaccinated by the first day of the period of performance on a newly awarded covered contract, and by the first day of the period of performance on an exercised option or extended or renewed contract when the clause has been incorporated into the covered contract.

And there it is folks.

Most contracts are for a term, negotiated in writing.  Indeed, if performance is to stretch over a period of one year or more there is this nice little thing called "The Statute of Frauds" (which doesn't actually cover fraud) that mandates that the contract be in writing to be enforceable.  Therefore all the contracting parties with the federal government, where performance will meet or exceed one year, do indeed negotiate same in writing and sign off on it.  That's because they're not stupid.

If a contract has options to extend then you have a contract with the ability to make it longer.  For example, let's say I have one that is a one-year contract with the option to extend for additional one year periods up to five years.  Fine and well, except that when you exercise that option you can't change the terms unless they're mutually re-renegotiated.

What this document says is that when such options exist the government shall do that -- in other words they shall renegotiate to include said term (you must be fully vaccinated.)  That's perfectly legal but doing so means the contractor can refuse and/or reopen negotiations -- say, on price or other terms.

Note that since this document provides burdens to the covered contractor you can bet the price will go up.  Not only is record-keeping involved workplace "social distancing" and masking is involved too along with a demand for compliance officer(s) to be employed.  These are real costs and, in some cases, fairly-extreme costs.

Covered contractors shall designate a person or persons to coordinate implementation of and compliance with this Guidance and the workplace safety protocols detailed herein at covered contractor workplaces.

They will be immediately met with demands for more money and snarl the supply chain to the government, since they're now a demand for every contracting entity.  Good -- maybe Mordor and its various agencies will get ratfucked by the inability to secure at a reasonable price, or even at all, the goods and services it wants to buy.

What's even worse for the government is that the way they're going to word this requirement (which isn't yet released), according to Q16, those will become part of existing agreements entered into after November.  Yes, you can do that in a contract; explicitly agree that one side or the other can change terms in various ways -- in this case, for whatever the Government decides are "Covid" reasons.  But since that set of requirements which may be imposed on the contractor is unknown as to both scope and cost (in other words the contractor cannot price it with any sort of precision) you can bet it's going to trigger very large adjustment demands from the contracting firms.

VERY large.

Good.

Note that in the FAQ Q12 it specifically addresses what's obvious: You cannot unilaterally change the terms of a contract so these requirements cannot be, and are not, imposed until the option period comes up -- which triggers renegotiation -- or, for a new contract, when it is awarded.

Further, Biden's administration has figured out that attempting to run this all the way down the supply chain to products and those incorporated in others is likely to result in an erected middle finger and the collapse of the government's procurement process, and so they didn't do that.  Read Q13.

Good luck you demented asshole; you're going to need it.

And no, if you work for a contractor or are one, you're not required to be vaccinated in November.  The Government hasn't even issued the actual rule yet, nor its language.  But when it does issue contracts that are extended, optioned or newly-drafted after that date must include it.  Fine.  Your price should reflect their stupidity and may it cause the Feral Fuckface-In-Dementia to CHOKE.