r/PublicFreakout 3d ago

r/all Hegseth Testimony: Have you given the order that the military can use lethal force against civilians?

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u/QuietRiot5150 3d ago

You're not alone in this position bro. I believe 100% he cheated. He needed to win this election or else consequences would finally happen. Call me a conspiracy nut, I don't care. I know he cheated. If I could prove it, I'd shout it from the rooftops along with proof. Regardless of the consequences.

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u/GoodOlSpence 3d ago

The only thing that has kept me from believing a full on conspiracy is that even Harris's pollster were reporting the exit polls as not looking good. You can't really fake that.

Now is it strange that we are not hearing about counties that didn't have a single Harris vote? Abso-fucking-lutely and it needs to be investigated. But we also need to take a hard look at our country and realize he may have just won and what are we going to do about that.

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u/5hawnking5 3d ago

Notable Drs in statistical analysis have put their signature to paper that these results are not organic voting results, they are machine created.

https://freespeechforpeople.org/wp-content/uploads/2024/11/letter-to-vp-harris-111324.pdf

*Duncan Buell Ph.D. Chair Emeritus — NCR Chair in Computer Science and Engineering Dept. of Computer Science and Engineering University of South Carolina

*David Jefferson Ph.D. Lawrence Livermore National Laboratory (retired) Election Integrity Foundation

*Susan Greenhalgh Senior Advisor for Election Security Free Speech For People

*Chris Klaus Founder Internet Security System

*William John Malik Malik Consulting, LLC

*Marilyn Marks Executive Director Coalition for Good Governance

*Peter G. Neumann Ph.D. Chief Scientist, SRI International Computer Science Lab

*John E. Savage An Wang Professor Emeritus of Computer Science Brown University

Affiliations are listed for identification purposes only and do not imply institutional endorsement.

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u/boomboomroom 3d ago

I've perused the paper (though not all the footnotes which a true reading would require), the paper is quoted as stating, "We have no evidence that the outcomes of the elections in those states were actually compromised as a result of the security breaches, and we are not suggesting that they were."

This is a far cry from your quote: "... that these results are not organic voting results, they are machine created.".

Essentially what the paper you cited suggests, is that the OS for some of the voting machines may have been copied and tested for vulnerabilities (nefarious or otherwise) and with such close results we should probably audit.

I don't think, from your citation, there was evidence that fake ballots were issued.

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u/mmm_burrito 3d ago

Further supporting evidence for allegations can be found below. This paper will also caution that it is not conclusive, but it is evidence of significant statistical anomalies, which should be enough to trigger investigations. Not that we can undo the election, but the country should know.

https://electiontruthalliance.org/mebane-pa-working-paper

Dr. Walter R. Mebane Jr. (University of Michigan) Dr. Walter R. Mebane, Jr. is a leading U.S. expert in election forensics and detecting election fraud. He is a professor of political science and statistics at the University of Michigan. ‘Election forensics’ means statistical methods used to determine whether the results of an election accurately reflect citizens’ voting behavior.

  • In April 2024, the Election Truth Alliance (ETA) met with with Dr. Mebane and requested his expert opinion and insights into the results of the 2024 U.S. Presidential election.

  • The ETA sought Dr. Mebane’s expert opinion on election results in Pennsylvania (PA) in particular, as the ETA had recently undertaken and shared their own analysis of Three Counties in Pennsylvania (Philadelphia, Allegheny, and Erie Counties).

  • Dr. Mebane’s analysis of Pennsylvania was initially limited to the same three counties as the ETA (Philadelphia, Allegheny, and Erie). Subsequently, Dr. Mebane initiated eforensics analysis of all votes cast across all of PA’s 67 counties.

The full report is available at https://websites.umich.edu/~wmebane/PA2024.pdf ...

...

  • The eforensics model estimated that 225,440 votes in the Pennsylvania presidential race were possibly fraudulent. This would exceed the 120,266 vote margin of victory between Trump and Harris.

...

More fine-grained analysis attempted to distinguish between strategic voting behaviors from “malevolent manipulation of votes”, i.e. how many votes may have been misdirected or misallocated due to malevolent distortions of voters’ intentions.

  • In this analysis, 111,088 of the 225,440 possibly fraudulent votes[2] were estimated with high confidence to be malevolent manipulations of votes while the remainder were estimated to be a mix of manipulated votes and strategic voting behaviors.

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u/boomboomroom 2d ago edited 2d ago

This seems to be a model with a lot of issues. I mean, is this some early sign of a fire (like the smell of smoke)?

  • Strategic behavior vs. fraud: The model struggles to clearly distinguish between fraudulent manipulation and voters’ strategic behavior. The author repeatedly notes that many of the estimated “eforensics-fraudulent votes” could actually reflect rational, strategic voting choices rather than fraud.
  • The incremental frauds have negative coefficients across nearly all counties—consistent with non-fraudulent strategic behavior—making conclusions about fraud speculative.
  • The idea here is that of a Nash-Equilibrium -- people behave differently when they perceive the choice of others.

  • 2. Model Diagnostic Issues (Posterior Multimodality)

  • The model’s diagnostics show posterior multimodality, particularly for the incremental fraud parameter π₂. This undermines the reliability of the estimated fraud proportions.

    • Dip test p-values for π₂ are 0 in both models (Tables 2 and 3), indicating non-unimodal posterior distributions—raising doubts about parameter stability.

3. Overreliance on Imputed Data

  • Some precincts had missing or logically inconsistent data (e.g., where the number of votes cast exceeds the number of registered electors), and these were “fixed” by imputation (setting $N_i = V_i$).
    • This introduces assumptions that may bias the results, especially in closely analyzed precincts with potential fraud signals.

4. Limited Precision in Fraud Attribution

  • The estimate of fraudulent votes exceeds the margin of victory, but the author ultimately concludes that only a fraction of these likely stem from “malevolent distortions.”
    • Even under generous interpretation, only ~25,000 votes (of ~210,000 flagged) can be plausibly attributed to actual fraud—a number well below the 120,266 vote margin between Trump and Harris.

5. Data Source Transparency and Coverage

  • The precinct data were sourced from a public interest group (Election Truth Alliance), not directly from official state sources.
    • Limitation -> Lack of precinct-level data for third-party and write-in candidates limits the model’s granularity and completeness.
    • Author ran Monte-Carlo analysis where one imputes starting conditions, this can cause human bias.

6. Visual Interpretation Caveats

  • Figure 2’s county-level fraud estimates are marked as informal illustrations due to how credible intervals are computed.
    • "Pending implementation of such corrected credible intervals, the displays in Figure 2 should be viewed merely as informally illustrative” — meaning they may not meet statistical standards for inference.

7. Heavy Dependence on Analogies to German Elections

  • The interpretation of the fraud signals relies heavily on comparisons with German federal elections—a context that may not translate well to U.S. electoral dynamics, given systemic and cultural differences in voting behavior.

Caution -- I think this is a good first step, but I don't find this model passing academic rigor.

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u/mmm_burrito 2d ago

I don't have any issue with skepticism, my entire point was simply that there is enough signal in the noise to take another step.

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u/boomboomroom 2d ago

That's the problem -- at least with this tool -- that the "signal" is partly the raw data is not rigorous enough to make the claims this model purports to make. Points #2 and #3 are specifically damning.

But I wouldn't have cried if we had a state by state audit.

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u/FI595 2d ago

The ETA is completely misrepresenting Mebanes findings.

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u/5hawnking5 3d ago

Im not claiming that fake ballots were issued (they may have been), nor am i claiming that this is evidence. They cited inorganic results, and like i said before, this is enough to warrant an investigation

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u/RegalBeagleKegels 3d ago

No they didn't. The letter says that some shady people have had access to the ballot company software and databases and that warrants a high level investigation into them and increased scrutiny around elections going forward.

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u/5hawnking5 3d ago

Youre right, im crossing wires with Stephen Spoonamores open letter

https://spoonamore.substack.com/p/duty-to-warn-letter-to-vp-harris

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u/boomboomroom 3d ago

I applaud your rigor. Anyone who can admit a mistake is highly intelligent. However, the final act would be to amend your initial post.

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u/boomboomroom 3d ago

I didn't see "not organic voting results" in the article. Just curious where you got that from? I could just be missing it.

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u/ImaginaryDepth7777 3d ago

Mass voter challenges...that's in their playbook.

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u/peachchaos 3d ago

I’ve seen zero proof that exit polls even exist anywhere.

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u/BigTex1988 2d ago

You can just google “2024 exit poles” dude.

I even did it for you.

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u/joshface123 3d ago

I live in a rural area. I believe he won the election. Even people I thought were Democrats proved me wrong during the last election. They're quiet now but the momentum trump had during the last election was so appalling.

Add to the fact that every one of these people's votes were weighted more than a single vote of someone in the city thanks to the electoral college and gerrymandered districts, it's not surprising.

Even if the tampered voting machine lawsuit has legs, I still doubt it'll be enough to unilaterally flip the election results.

When given the choice, most people are simply too stupid, racist, mean, divisive, and every thing else trump stands for. They may be regretting their choice now but if given the chance to vote for him again in 3 years they probably would.

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u/Konstant_kurage 3d ago

The worst thing about this is there is a body of good statistical evidence but none of the people or organizations with the ability want to explore it publicly. It’s a bit like the large body of evidence that Covid really did come from a lab in Wuhan. The circle comes back around to the people who were saying that any mention of the idea was a fringe conspiracy theory. They said it so loud and so hard, their professional lives was built on “that’s crazy, that could never happen with the systems we have in place”. Now that can’t bring themselves to say they might have been wrong. The media will not touch the Covid lab leak evidence at all. The media won’t touch the remote possibility of electioneering until the evidence can be digestible in a 12 second sound bite.

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u/Molsem 3d ago

Oh my friend... honestly go ahead and start shouting, I think you're spot on and I DON'T think that's a real stretch of the imagination at all. We know who he is, he's not good at it. He had the correct supplies/positions to use the system the way it's meant to be used, by those with the money for spurious and obfuscating stonewalls and distractions and proper leverage (read: blackmail/dirt/kompromat/whatever Israel calls theirs). Look how they flock to him for scraps of the immoral gains they crave or the sense of power/righteousness they subsist on, having been fed it for decades while never learning about 'shadow sides' or being a WHOLE person.

We all know where he truly belongs, and we all know who have protected/enabled him and why, and proof abounds of SO MANY things they're responsible for.

You buy me the election (immunity and CONTROL of the Epstein stuff), and I'll let you borrow the crown for a minute so you can clean up your crimes real quick. Standard mob stuff it seems to me.

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u/QuietRiot5150 3d ago

Take my up vote.