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Discourse Analysis

Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.

Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification

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Unverified Claim

3,221 comments
Page 112 of 162
If this isn’t a clear case of divide and conquer I don’t know what is.
If this isn’t a clear case of divide and conquer I don’t know what is.
Asserts an unsubstantiated conspiracy claim ('divide and conquer') without evidence, framed as a strategic threat.
@nicolegomillion8170 Mar 4, 2025
Each step taken by the orange head is driven by putin, open your eyes americans before it is 2 late
Each step taken by the orange head is driven by putin, open your eyes americans before it is 2 late
Makes an unsubstantiated claim that a political figure is controlled by Putin, framed as a conspiracy theory with alarmist language.
@perrypoke Mar 4, 2025
Trump must really be desperate for Putin not to publish his porn video that was secretly taken and which Putin uses to blackmail Trump into doing what Putin says.
Trump must really be desperate for Putin not to publish his porn video that was secretly taken and which Putin uses to blackmail Trump into doing what Putin says.
Presents an unsubstantiated conspiracy theory about blackmail while using satirical tone to mock Trump.
@Martian3303 Mar 4, 2025
I think if Trump fires more federal workers and lower taxes on American companies, everything will even out for the poor and lower middle class.\nAlso He's allowing immigrants that can pay there way into America …
I think if Trump fires more federal workers and lower taxes on American companies, everything will even out for the poor and lower middle class.\nAlso He's allowing immigrants that can pay there way into America the opportunity to do so. I'm sure they will settle in all the middle and upper middle class neighborhoods that the Demoncrap leaders live in, to give them a taste of what it's like to be saturated with immigrants.
Contains unsubstantiated claims about tax policy outcomes and an inflammatory assertion about immigrant settlement patterns designed to provoke demographic anxiety.
@henrywashington3732 Mar 4, 2025
He's working for Putin. Through that lense, everything makes sense. Otherwise, nothing makes sense. He is literally wreaking the US, and he knows exactly what he is doing.
He's working for Putin. Through that lense, everything makes sense. Otherwise, nothing makes sense. He is literally wreaking the US, and he knows exactly what he is doing.
Makes unsubstantiated claims about Trump working for Putin and deliberately destroying the US without evidence, framed as conspiracy theory.
@rich9697 Mar 4, 2025
WEF Puppet and tin pot dictator. I hope his people remember what he did to the truckers. \n\nTrump is putting his country first just like our wet behind the ears prime minister Two-Tier-Kier should be …
WEF Puppet and tin pot dictator. I hope his people remember what he did to the truckers. \n\nTrump is putting his country first just like our wet behind the ears prime minister Two-Tier-Kier should be doing instead of spaffing our tax money up the wall. All of you who sat in London are a disgrace. You think you can wage war with Russia risk putting us into world war 3 and win, but I suggest, no longer are your screws just loose, but they have fallen out completely. The lunatics truly have taken over the asylum as they deliberately seek the great reset regardless of the cost of millions of lives. ?
Contains multiple unverified claims ('WEF Puppet,' 'great reset,' war with Russia risks) alongside conspiracy-adjacent assertions presented without evidence.
@SecretBeachHunter Mar 4, 2025
But they overlook the number of Americans who lose their lives to fentanyl.
But they overlook the number of Americans who lose their lives to fentanyl.
Presents a specific factual claim about fentanyl deaths without evidence, implying it contradicts the video's narrative.
@Sanbenito777 Mar 4, 2025
Huh?! Nepo Politician little Justin should thank Don from Queens for distracting Canada from his corruption, fraud and stealing of Canadian Taxpayer money!!
Huh?! Nepo Politician little Justin should thank Don from Queens for distracting Canada from his corruption, fraud and stealing of Canadian Taxpayer money!!
Makes specific factual accusations of corruption and fraud without evidence, while also critiquing Trudeau's leadership.
@Muricans1776 Mar 4, 2025
The American people ARE dumb. All their prices will go up and worsen inflation lol. \nTrump IS a dictator….hitler also promised his people financial saving…..
The American people ARE dumb. All their prices will go up and worsen inflation lol. \nTrump IS a dictator….hitler also promised his people financial saving…..
Makes unverified claims about American intelligence and economic consequences, while comparing leader to Hitler without evidence.
@justanothercreator7273 Mar 4, 2025
Wall Street journal is just another name for the Democrat party whatever they tell you to print and you print
Wall Street journal is just another name for the Democrat party whatever they tell you to print and you print
Makes an unsubstantiated claim that Wall Street Journal is controlled by Democrats without evidence.
@Mrdick-gn4qg Mar 4, 2025
Justin Trudeau is a parasite...he caused 86% food inflation, causing millions of Canadians to have to rely on food banks, while Trudeau spent $81k of Canadian taxpayers dollars on groceries for himself this year alone...Trudeau …
Justin Trudeau is a parasite...he caused 86% food inflation, causing millions of Canadians to have to rely on food banks, while Trudeau spent $81k of Canadian taxpayers dollars on groceries for himself this year alone...Trudeau underfunded Canada in relation to NATO, underfunded Canada in relation to NORAD, ticked off Trump by being rude to him in the past so that now Trump launches an economic trade war against Canada cause he just wants to hurt Canada to hurt Trudeau. Yes, Trump is an absolute economic imbecile as this trade war will cause Great Depression 2 in America and Canada (unless he invades which I think he will in some years) but the thing I hate the most about this is that Trump makes Trudeau look like the good guy in all this when Trudeau ruined Canada beforehand...all Trump needed to do was SHUT UP and let the Canadian perpetual liar LEAVE office...now we all pay the price for Trump's hatred of Justin Trudeau :(
Contains multiple specific factual claims (86% food inflation, $81k grocery spending, NATO/NORAD funding) presented without evidence, alongside economic and policy critique.
@thisspacenotforrent Mar 4, 2025
This is a clear indication that the US is partnering with Russia and is now part of the Evil Empire. I guess Americans need to start learning Russian now.
This is a clear indication that the US is partnering with Russia and is now part of the Evil Empire. I guess Americans need to start learning Russian now.
Makes unsubstantiated claims about US-Russia partnership and alignment with evil, presented as factual assertion.
@123jpoon Mar 4, 2025
Jan 2025\n\n1. Schedule F grants Trump power to replace federal employess with loyalists.\n2. Musk does Nazi salute at inaguration.\n3. Bill proposed to allow Trump a 3rd term but not Obama.\n4. General Inspector Watch Dogs all …
Jan 2025\n\n1. Schedule F grants Trump power to replace federal employess with loyalists.\n2. Musk does Nazi salute at inaguration.\n3. Bill proposed to allow Trump a 3rd term but not Obama.\n4. General Inspector Watch Dogs all fired from White House. [No one to monitor coruption]\n5. Musk continues to fund and speaks at ADF rally.\n\nFeb 2025\n\n1. Trump states Ukraine started war with Russia.\n2. 21 Doge employees resign refusing to dismantal gov as directed n put citizen data at risk.\n3. EU chief declares US is no longer leader of the free world.\n\nMar 2025\n\n1. Trump pauses military aide for ukraine.
Lists specific factual claims about Trump administration actions (Schedule F, Nazi salute, firing inspectors) presented without evidence or sources, combined with alarmist framing about corruption and dismantling government.
@misterriktus151 Mar 4, 2025
Its has to do with Elon Musk and wanting everybody’s minerals,power and greed !!!!
Its has to do with Elon Musk and wanting everybody’s minerals,power and greed !!!!
Makes an unsubstantiated claim linking Elon Musk to resource extraction and greed without evidence, framed as a conspiracy theory.
@helenerichard4800 Mar 4, 2025
Trump wants to emulate Putin. Trump has already said America won’t have election again.
Trump wants to emulate Putin. Trump has already said America won’t have election again.
Makes specific factual claims about Trump's intentions (emulating Putin, eliminating elections) presented without evidence.
@wetbadger2 Mar 4, 2025
Trump is claiming that it's illegal for any Americans to protest him and Elon.
Trump is claiming that it's illegal for any Americans to protest him and Elon.
Makes a specific factual claim about Trump's statements regarding protest rights without evidence or context.
@TheNewsGaru Mar 4, 2025
Trump is doing precisley what Putin has ordered him to do: create as much chaos and division among western democracies as he can.
Trump is doing precisley what Putin has ordered him to do: create as much chaos and division among western democracies as he can.
Presents a specific conspiratorial claim about Trump following Putin's orders without evidence, framed as established fact.
@garyplunkett3246 Mar 4, 2025
You can go get a crack pipe at a vending machine in Canada shut up
You can go get a crack pipe at a vending machine in Canada shut up
Specific factual claim about drug vending machines in Canada presented without evidence as criticism.
@alexocasio7150 Mar 4, 2025
Trump is Putin's asset. Putin wants to destroy Western democracy. He is succeeding. \n\nTime to wake up or be forgotten.
Trump is Putin's asset. Putin wants to destroy Western democracy. He is succeeding. \n\nTime to wake up or be forgotten.
Makes unsubstantiated claim that Trump is Putin's asset and that Putin is destroying Western democracy, presented as fact without evidence.
@DimaZheludko Mar 4, 2025
when are all of you sheepeople going to realize that this media is offering only propagandized information. and their newscaster’s probably don’t even realize what they’ve been sold. That's why they’re so good at 4:38 …
when are all of you sheepeople going to realize that this media is offering only propagandized information. and their newscaster’s probably don’t even realize what they’ve been sold. That's why they’re so good at 4:38 selling us that garbage. I think it was Clinton that legalized us being propagandized. this man was shamed out of his Prime Minister position. he’s no friend to Canada and certainly not a friend to America. he’s been bought off and I’m sure he comes with a high price tag??????\nThe swamp is an ugly place. Maybe it takes an ugly acting man to clean it up. Go Trump! \nI’m turning off the fake news, it’s such a turn off the way they insult our intelligence. Wake up people!
Makes multiple unverified claims about media propaganda, government corruption, and Trudeau being compromised, while promoting Trump as a solution.
@lidoibenfuchenoff7632 Mar 4, 2025
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Category Distribution

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Classifier Confidence

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Discourse Over Time

Top 6 discourse types by month — how framing evolves over time

Category Co-occurrence

Which discourse types most frequently appear together on the same comment

Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
Identity Assertion
CNN 2,313
Tyler Oliveira 1,991
RocaNews 467
JamCan 274
Yoke Immigration Canada 89
Solidarity
CNN 4,297
Tyler Oliveira 400
RocaNews 75
JamCan 36
CTV Your Morning 32
Policy Critique
CNN 3,445
Tyler Oliveira 551
Toronto Sun 340
CTV News 268
RocaNews 235
Humor / Satire
CNN 2,078
Tyler Oliveira 1,667
RocaNews 241
Global News 89
CTV News 68
Fear / Threat
Tyler Oliveira 1,549
CNN 1,332
RocaNews 321
JamCan 204
Toronto Sun 118
Meta-Commentary
Tyler Oliveira 1,702
CNN 1,478
RocaNews 168
CTV News 81
JamCan 77
Unverified Claim
CNN 1,480
Tyler Oliveira 820
RocaNews 203
Yoke Immigration Canada 203
JamCan 152
Moral Argument
CNN 1,733
Tyler Oliveira 704
RocaNews 205
JamCan 73
CTV Your Morning 23
Classified by Claude Haiku (Anthropic) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)