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- 40
Findings · 40
Hypotheses extracted from the transcript, ranked by analyst confidence.
- 01
The Democratic presidential candidate (Kamala Harris) consistently received fewer votes than down-ballot Democratic candidates in multiple swing states and particularly in New York, a pattern described as 'extreme' and 'irregular' compared to typical electoral behavior.
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"Kamla Harris was actually getting less votes than the down ballot Democratic candidates."
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"And in New York, it was quite extreme."
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"on the Democratic side, it's negative. the president is getting less votes than the Democratic Senate candidate or or the Democratic down ballot candidate."
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"When you look at 2024 Democratic, that's the straight blue line and you see that it's below zero. And this is very, very irregular. If you look at the text, this is not typical."
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"In 2020, Biden was well above the down ballot candidate. And in 2024, Harris is below the down ballot."
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- 02
The current election administration and processes, often overseen or defended by Democratic officials and the party, are criticized for a perceived lack of transparency and responsiveness, specifically regarding the absence of comprehensive hand recounts and the difficulty in initiating audits.
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"that's probably something that's bothered everybody in America is the fact that we haven't had one have we had one single hand recount of anywhere."
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"There was a hand recount in Pennsylvania of the Senate, but they Yeah, but they called it off. Partial. They called it off. There's too many ballots. We're done. We can't do it."
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"I think the biggest um the biggest factor is how much do people call for this? How much do people make it so that this is okay um a political or a a practical reality or requirement in these different states uh to address the outcry?"
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- 03
The Democratic Party and its allies face a challenge in effectively communicating election integrity data to a skeptical public, partly due to a segment of the population's resistance to information challenging official narratives and the mainstream press's alleged misrepresentation of facts.
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"We know we're not going to get a certain segment of the population to listen to animals. I get it. There are a lot of people that would. But here's the problem. How do you get people to truly understand this data?"
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"How do we make people understand this in a way that is shiny?"
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"And even the press often, I will say it's painful to me. They often get it wrong."
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- 04
The current process for approving and distributing software and firmware updates for voting machines is critically flawed and lacks robust security, posing a significant threat to the integrity of democratic elections.
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"This is company that can't even keep track of its own website. How do we feel that it has robust enough security to guard the software and firmware updates for all of the voting machines or most of the voting machines throughout the I'm getting nauseous."
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"we don't feel that that process is robust. They were put through under what's called a dimminimous um a dimminimous process, which means there's no additional testing. And it's really just sort of a formality like, yeah, you think it's okay, let's go. Let's do that upware that that software update."
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"any software update, even a small software update could contain malware. Oh, yes. That's exactly what Jeremy was talking about. If you I'm sorry, I don't remember which of one of you mentioned it, but you were saying if you hack the vendor, then you could plant malware in the official software update. And this is a real concern. This is actually a reality of something that could have happened and that we are"
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- 05
A primary testing laboratory responsible for certifying voting machines and their software updates (ProV&V) exhibits severe operational and cybersecurity deficiencies, raising fundamental concerns about the reliability and security of election technology crucial for democratic performance.
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"There's actually only two testing labs that test both the voting machines and the software updates and one of them is called ProV. And Prov is actually the testing lab that does the most testing, most of the heavy lifting."
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"what we found was that their website was literally disintegrating. This is literally the front page of their website in February. It said, "Hello world. Welcome to WordPress. This is your first post. Editor or delete it. Then start writing." It's like a 13-year-old blogger had hacked their website and then gone to sleep."
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"from July of 2024 to February of 2025, one of the only two companies that tests voting machines in the country was literally disintegrating. It was just a series of error messages."
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- 06
The observed pattern of Kamala Harris receiving fewer votes than down-ballot Democrats in 2024 is statistically highly improbable, with a calculated p-value of zero, indicating it is not a 'naturally organic occurring result.'
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"It's it's just unclear why Kla Harris would have gotten so fewer votes in state after state after state."
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"She actually did not do that much worse than Donald Trump in the overall numbers … So, it's it it doesn't quite correlate. it just doesn't make sense."
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"… The likelihood of whether that that result in 2024 is a naturally organic occurring result. And the p value means the probability is zero. That means the likelihood is is literally non-existent. That that's an organic result"
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- 07
There is evidence of significant election manipulation or fraud, specifically citing '220,000 altered/manipulated/manufactured votes in Pennsylvania,' which implies illegitimate outcomes that would have benefited the Democratic Party in the 2020 election. This claim is supported by an academic statistician.
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"potentially 220,000 like altered like manipulated manufactured whatever what have you votes in Pennsylvania that are not kosher"
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"I have never seen a academic statistician actually come forward and say he thought that there had been fraud in a US elections. This is really a milestone."
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- 08
The 2020 election results in Pennsylvania exhibited 'malevolent distortion of voters intention,' indicating intentional manipulation rather than mere errors or mistakes in process.
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"what he saw and found was indicators that there were he uses a term called um malevolent distortion of voters intention."
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"what he makes clear is this is not about like an error. It's not about mistakes in process. It is about like it is it is a malevolent intentional distortion uh of a voter's intent."
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- 09
The 'malevolent distortions' identified in the Pennsylvania election are comparable in nature to electoral manipulation tactics employed by dictators in authoritarian countries.
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"he would say that that these malevolent distortions are often you can have actions that are taken by dictators in authoritarian countries um would often count as this. So if we think about Russia, we think about Georgia..."
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"whether it's stuffing handfuls of of physical ballots into ballot boxes um or you know erroneously reporting results and it's it's it's making it so that what is being reported is not reflective in some way uh of of what those votes were when they were cast."
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- 10
- 11
There is an unexplained and illogical discrepancy in the Democratic vote distribution, where the Democratic presidential vote (Harris) significantly drops relative to down-ballot candidates, while the Republican presidential performance (Trump) remains consistent compared to his down-ballot counterparts.
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"Trump is doing the same pretty much in 2020 and 2024. Yeah. He doesn't move. So, if his vote isn't changing, then then why is the Democratic vote dropping so much? Where are her votes going? That is really the question."
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"Biden is up here. Trump is up here. Where are Harris's votes going? If the Republican votes are staying the same, it just doesn't make any sense."
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- 12
The speakers imply that the current state of democratic processes, particularly election integrity, is compromised by 'voting data anomalies' (as suggested by the video's title) and puts the country 'at risk.' They assert that 'facts' and 'data' support this conclusion, necessitating urgent investigation and action. This constitutes an implicit criticism of the electoral system and, by extension, the performance of those responsible for its oversight, including the Democratic Party currently in power.
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"the facts are there, the data is there."
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"it lets you see that there's something that needs to be looked into for the sake of democracy and for the sake of saving our country, which is currently at risk."
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- 13
The estimated scale of 'malevolent distortion' in Pennsylvania was substantial enough to potentially alter the outcome of the election, as the high range of possibly distorted votes (225,000) significantly exceeded the official margin of victory (121,000).
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"He just says possibly 225,000 is his high range. And what's the margin of victory in Pennsylvania? 121,000."
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"that range of 25K to 225K approximately there is that um the language he uses is it's a close call. No matter what his range is about whether this election was decided by the voters or by …"
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- 14
Democratic candidates (Kamala Harris, Tim Waltz) demonstrated strong visible support during their campaigns, evidenced by large crowd turnouts.
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"We saw the massive crowds that Kla Harris and Tim Waltz were pulling in towards the end there."
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- 15
Democratic candidates achieved significant down-ballot victories even in states where Donald Trump won the presidential election, which is presented as an anomaly.
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"There are a lot of instances where Donald Trump won the state, but then Democrats all won down ballot."
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- 16
The observed split-ticket voting (Trump for president, Democrats down-ballot) is perceived as inconsistent with typical partisan voter behavior, as MAGA supporters are not expected to vote for Democrats, nor are Democrats expected to vote for Trump.
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"I don't know of any MAGA uh that would vote for Donald Trump and then Democrats. And I damn sure don't know any Democrat that would vote uh I well I don't know any personally that would vote for Donald Trump."
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- 17
A specific Democratic politician, John Fetterman, has disappointed a former supporter, leading to regret over their vote.
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"John Federman, he's on the fence now. That's your boy. No, you did that. No, I know. I voted for him and I truly regret my decision."
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- 18
There is a belief, supported by some media reports (e.g., Newsweek), that Kamala Harris might have legitimately won the election.
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"especially the Newsweek article claiming that hey, maybe Kla Harris did win the election."
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- 19
Given Donald Trump's perceived negative performance and public sentiment, his re-election was illogical, implying that a Democratic victory or at least his defeat was the expected outcome.
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"just watching him lose in 2020, that made sense like after how he ran things. And then to see him get like back into the swing and be able to be elected again and watch him get elected after all the things that had come out and seeing the way people were talking, it didn't make sense to me."
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- 20
The current administration (implicitly the Democratic Biden administration) is characterized as the 'most incompetent in world history'.
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"quite honestly the most incompetent administration in world history um at the helm to lead us through all this."
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- 21
A prominent figure associated with the Democratic Party, Mario Cuomo, has a history of engaging in unethical or 'dirty' political tactics in elections.
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"people like Mario Cuomo who has been known to play a little dirty sometimes"
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- 22
The Democratic Party (or those aligned with them) exhibited overconfidence leading up to the election, believing victory was assured after overcoming an initial hurdle.
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"They've been telling us this last year, year and a half leading up to the election that they kind of knew they were going to win. that they kind of expected that they just had to get over this hump and then everything will be smooth sailing for the future."
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- 23
There are significant 'problems' within the progressive-minded side of the political spectrum, which is generally aligned with the Democratic Party.
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"along with many of the problems on, let's just say, a progressive-minded side"
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- 24
The progressive/Democratic-aligned side faces a significant challenge in effectively communicating factual information and data to the public, particularly in an era dominated by emotional rhetoric and 'reality show' politics.
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"How do you make numbers sexy? And I hate to use that phrase because it's so stupid, but like we're at a point now where we have a reality show president. How do we get people to listen to numbers? How do we get people to look at the facts?"
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- 25
A segment of the public, particularly those who accept official election results, are unwilling to engage with 'facts' or evidence of election anomalies, preferring to remain in a 'cocoon' or 'cage' to avoid realizing they have been 'duped.'
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"How do people not just see the clear reality of fact? I don't know. But I guess when you're so obsessed with that cocoon you put around yourself or the cage you allow yourself to be put in, you don't want to hear facts that will change your opinion and scare you into realizing you've been duped"
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- 26
Democrats performed better in down-ballot races than Vice President Harris.
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"Democrats did better than Harris down ballot providing a glimmer of hope."
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- 27
Democrats minimized Senate losses and achieved possible gains in the House.
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"Democrats minimalized Senate losses and created possible gains in House, leaving key questions."
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- 28
Democrats won Senate races in states that Donald Trump won, indicating a pattern of split-ticket voting.
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"Why did Democrats win Senate races in so many states Trump won? Well, you basically got a red president and down ballot blue one."
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- 29
A Democratic congressman initiated an investigation into election integrity concerns raised by Donald Trump regarding voting machines.
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"A Democratic congressman has called for an investigation after Donald Trump described Elon Musk's knowledge of Pennsylvania voting machines as the reason he won."
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- 30
Allegations and a lawsuit claim that Kamala Harris voters were 'erased' or had 'vanishing ballots' in Rockland, New York, indicating potential issues impacting Democratic voter counts.
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"Kamla Harris voters erased in Rockland. New York lawsuit to probe vanishing ballots."
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- 31
A lawsuit concerning voting discrepancies in Rockland County, New York, which specifically mentions issues affecting Kamala Harris voters, has been deemed serious enough by a judge for discovery to proceed, suggesting credible concerns about election administration that could impact Democratic outcomes.
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"Smart Legislation, the action arm of Smart Elections, nonpartisan watchdog group, filed the lawsuit over voting discrepancies in Rockland County, New York. Judge Rachel Tanguay of the New York Supreme Court, ruled in open court in May that the allegations were serious enough for Discovery to proceed."
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- 32
There are unaddressed issues, implied to be related to voting data anomalies, that have put the country and its democracy 'currently at risk,' suggesting a failure in the performance of the existing democratic system and its stewards.
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"the facts are there, the data is there. It's like coming to terms with the not not the implication because that then makes you feel like you're going to head towards a a comment that you might not want to make. That's an exaggeration, but it lets you see that there's something that needs to be looked into for the sake of democracy and for the sake of saving our country, which is currently at risk."
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- 33
The work of non-governmental organizations like Election Truth Alliance (ETA) is deemed 'historically critical' and necessary to address these perceived risks to democracy, implying that current governmental or official channels are insufficient or failing in their duty to safeguard the electoral process.
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"And this is the work that needs to be done that is going to be unfortunately probably thankless and historically critical."
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- 34
A Democratic congressman called for an investigation into Donald Trump's 'vote counting computer remark'.
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"… for an investigation of Donald Trump's vote counting computer remark"
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- 35
The integrity of the democratic election system is severely compromised by the operational and cybersecurity deficiencies of key voting machine testing laboratories, such as ProV, which poses a significant systemic issue for the Democratic Party in terms of maintaining public trust and legitimizing election outcomes.
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"their website was literally disintegrating."
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"It said, "Hello world. Welcome to WordPress. This is your first post. Editor or delete it. Then start writing." It's like a 13-year-old blogger had hacked their website and then gone to sleep."
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"from July of 2024 to February of 2025, one of the only two companies that tests voting machines in the country was literally disintegrating. It was just a series of error messages."
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"This is company that can't even keep track of its own website. How do we feel that it has robust enough security to guard the software and firmware updates for all of the voting machines or most of the voting machines throughout the I'm getting nauseous."
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- 36
This 'certain side' (implicitly Democratic-aligned) avoids challenged viewpoints, relies on echo chambers (like Facebook and Twitter), and is unwilling to admit being wrong.
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"people that don't look for challenged viewpoints, don't look to try and understand why they think what they think, why they believe what they believe, and they just go to echo chambers like Facebook, like Twitter..."
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"They don't want to be told they're wrong. They can't handle being told they're wrong..."
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- 37
The current process for approving voting machine software updates, specifically the 'dimminimous' process, is inadequate and lacks robust security testing, creating a critical vulnerability within the democratic electoral framework that the Democratic Party, as a major political actor, must address to ensure the perceived fairness and security of elections.
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"we don't feel that that process is robust. They were put through under what's called a dimminimous um a dimminimous process, which means there's no additional testing."
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"And it's really just sort of a formality like, yeah, you think it's okay, let's go. Let's do that upware that that software update."
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- 38
The insufficient security protocols surrounding voting machine software updates create a high risk of malware being introduced into election systems, which is a fundamental issue for the performance and legitimacy of the democratic process and directly impacts the Democratic Party's ability to secure and defend electoral outcomes.
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"it's just any software update, even a small software update could contain malware."
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"if you hack the vendor, then you could plant malware in the official software update. And this is a real concern. This is actually a reality of something that could have happened and that we are"
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- 39
There was a perceived message of complacency from an unnamed Democratic figure regarding voter turnout, suggesting that sufficient votes were already secured.
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"Don't worry about Don't worry about coming out and voting. He says, 'We already have enough votes.' He said, 'Yeah.'"
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- 40
A 'certain side' of the political struggle, implicitly referring to those who do not question election results or the current administration (often associated with the Democratic Party), exhibits intellectual stagnation.
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"I am continually I know surprised at the intellectual stagnation from a certain side of this struggle we're on right now."
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