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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 147 of 162
Moscow Agents Grifted Amerikkka ?
Moscow Agents Grifted Amerikkka ?
Asserts an unsubstantiated conspiracy claim about Russian agents without supporting evidence.
@RedGanj Mar 4, 2025
Wrong, you guys will end in the ice age.
Wrong, you guys will end in the ice age.
Makes an unsubstantiated factual claim about Canada's future without evidence or context.
@sliceone123 Mar 4, 2025
Old footage it was a one time attempt to make Biden look like he was in control
Old footage it was a one time attempt to make Biden look like he was in control
Asserts without evidence that footage is old and staged as a political manipulation tactic.
@ahoo5753 Mar 4, 2025
The world hates the USA?
The world hates the USA?
Presents a broad factual claim about global sentiment toward the USA without evidence, framed as a question.
@Kathryngetman Mar 4, 2025
Felon US President Trump in gang war in the White House. US constitution allows felony of President and domestic verbal assault. DC Police did nothing as Trump is allowed all kind of crimes.
Felon US President Trump in gang war in the White House. US constitution allows felony of President and domestic verbal assault. DC Police did nothing as Trump is allowed all kind of crimes.
Makes unsubstantiated claims about Trump's criminal conduct and alleged immunity, presented as factual assertions without evidence.
@bobbush5339 Mar 4, 2025
Sorry, but now it is clear that Trump is not played by Putin, he is Putin's agent. He was talking about the danger from inside. He was mocking all Americans, because he is the danger. …
Sorry, but now it is clear that Trump is not played by Putin, he is Putin's agent. He was talking about the danger from inside. He was mocking all Americans, because he is the danger. Vance tried this with Europe in Munich. Guess what, Europeans looked at him as he was drunk.
Makes unsubstantiated claims about Trump being Putin's agent and references unverified incidents.
@mihaidraghici8213 Mar 4, 2025
Dump is destroying USA at the direction of Putin. Putin puppet is winning and America is losing!
Dump is destroying USA at the direction of Putin. Putin puppet is winning and America is losing!
Makes unsubstantiated claims about Trump being a Putin puppet without evidence, framed as conspiracy theory.
@monicalillich8503 Mar 4, 2025
LOL imagine thinking russia and donald drumph are enemies. How could it possibly be any more obvious that the potus has been bought by the russian oligarchy?
LOL imagine thinking russia and donald drumph are enemies. How could it possibly be any more obvious that the potus has been bought by the russian oligarchy?
Makes unsubstantiated conspiracy claim about Trump being bought by Russian oligarchy, presented with sarcastic tone.
@1TreeStudio Mar 4, 2025
he'll be making a deal within the week
he'll be making a deal within the week
Makes a specific predictive claim about the PM making a deal within a week without evidence or context.
@AlAnsikk Mar 4, 2025
Trumps hitting Canada with tariffs because Melania was going Gaga over Trudeau. What a spiteful disgusting excuse for a human being let alone president. Him and his best girlfriend eyeliner Vance.
Trumps hitting Canada with tariffs because Melania was going Gaga over Trudeau. What a spiteful disgusting excuse for a human being let alone president. Him and his best girlfriend eyeliner Vance.
Makes an unsubstantiated claim about Trump's tariff motivation (Melania's attraction to Trudeau) while condemning Trump's character.
@cadillacjack4597 Mar 4, 2025
Did you see the clip with Keir Starmer and Donald Trump in the Oval Office Starmer gives Trump a letter from King Charles Trump opens it supposedly reading it then shows it to the camera …
Did you see the clip with Keir Starmer and Donald Trump in the Oval Office Starmer gives Trump a letter from King Charles Trump opens it supposedly reading it then shows it to the camera and then requests Starmer to read a section. What the hell why didn't Trump read it himself what reading is beneath him. The question here is can Donald Trump read I think not this is why he has never read any history books which leads me to my next question. How can an illierate man become the President of the United States? Mind boggling and this is why he dances at Maralago he is saying to himself I can't read and these fools made me President!!!
Makes unsubstantiated claims about Trump's literacy and election integrity without evidence, framed as rhetorical questions.
@RonBerry-p8r Mar 4, 2025
Makes perfect sence dipshits russia has nukes ukraine is dead in the water. Facts facts facts. ? ?
Makes perfect sence dipshits russia has nukes ukraine is dead in the water. Facts facts facts. ? ?
Makes specific factual assertions about geopolitical situations ('Russia has nukes, Ukraine is dead') presented without evidence or sources.
@pjtg024 Mar 4, 2025
Soon we gonna see 50%
Soon we gonna see 50%
Vague claim about a future demographic or statistical threshold ('50%') presented without context or evidence, suggesting alarmism.
@MrChand12 Mar 5, 2025
This is what happens when a convicted criminal is president and South African slave owner run the country.
This is what happens when a convicted criminal is president and South African slave owner run the country.
Makes unsubstantiated claims about criminal status and ownership/control of government without evidence.
@rbutch950 Mar 4, 2025
These Tarrifs are Part of Putin's attack on the West, carried out by his chief operative. Thats' the only way it makes sense! Scrap these border investments, there is no problem to solve, and Canada …
These Tarrifs are Part of Putin's attack on the West, carried out by his chief operative. Thats' the only way it makes sense! Scrap these border investments, there is no problem to solve, and Canada can better use the money now!
Makes an unsubstantiated conspiracy claim linking tariffs to Putin while critiquing border investment policy.
@johnadey3696 Mar 5, 2025
Excellent work you know where is illegally Indian people in Canada 🇨🇦👏🏻👌🏻
Excellent work you know where is illegally Indian people in Canada 🇨🇦👏🏻👌🏻
Makes a specific factual claim about illegal Indian immigration in Canada without providing evidence or context.
santigodelaTorre Jan 27, 2026
Tramp learns tnings from the best friend Putin?
Tramp learns tnings from the best friend Putin?
Makes an insinuating claim about Trump learning from Putin without evidence, presented with sarcastic tone.
@alinaashubaeva6852 Mar 4, 2025
THE AMERICAN STILL DONT WANT ACCEPT THAT, PUTIN THE RUSSIA DICTATOR IS THEIR NEW LEADER, PERIOD
THE AMERICAN STILL DONT WANT ACCEPT THAT, PUTIN THE RUSSIA DICTATOR IS THEIR NEW LEADER, PERIOD
Makes an unsubstantiated claim that Americans accept Putin as their leader, framed as alarmist assertion.
@joepublic7756 Mar 4, 2025
30% approval rate at his own country. Many hate you ?
30% approval rate at his own country. Many hate you ?
Cites specific approval statistic (30%) without source while making moral judgment about Trump's unpopularity.
@jerryedwardfranken Mar 4, 2025
trudeau and his team deliberately sabotaged canada. I heard he is wearing a skirt now and cooking for his new GF : )
trudeau and his team deliberately sabotaged canada. I heard he is wearing a skirt now and cooking for his new GF : )
Makes unsubstantiated claims about deliberate sabotage and includes personal attacks with sarcastic tone, blending conspiracy and mockery.
frankinstein9509 Feb 27, 2026
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Discourse Taxonomy

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Category Distribution

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Classifier Confidence

Distribution of confidence scores across all labeled comments

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)