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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 149 of 162
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
Oh my God, this dude is supposed to be retired, he lied about that as well he’s such a knucklehead, murderer, scammer, liar.
Oh my God, this dude is supposed to be retired, he lied about that as well he’s such a knucklehead, murderer, scammer, liar.
Makes serious unsubstantiated accusations (murderer, scammer) against Trump without evidence; off-topic to Canadian immigration.
@AI_Educator Mar 4, 2025
Trump doesn’t care about drugs he pardoned the world’s biggest drug dealer. Trump hates America.
Trump doesn’t care about drugs he pardoned the world’s biggest drug dealer. Trump hates America.
Makes a specific factual claim about Trump pardoning 'the world's biggest drug dealer' without evidence, paired with a moral judgment.
@kevinhajducky5482 Mar 4, 2025
trump and maga are not protectees of americans or america, they are only self serving.\nfentynel is bs, trumps candy man ronnie was doling out fentenyl right in the white house with no count maintained. no …
trump and maga are not protectees of americans or america, they are only self serving.\nfentynel is bs, trumps candy man ronnie was doling out fentenyl right in the white house with no count maintained. no individual it was given to, nothing, except for the annual report, it was there during trump/maga admin. gone when they gone. there is a date it was given, to whoever? in the white house.
Makes specific factual claims about fentanyl distribution in the White House without evidence, while criticizing Trump administration policies.
@carolyn-u7b Mar 4, 2025
I think we should all be keeping a close look at the stock portfolios of Donald and his family. He is either smart enough to understand the consequences of this and fully expects to cash …
I think we should all be keeping a close look at the stock portfolios of Donald and his family. He is either smart enough to understand the consequences of this and fully expects to cash in on the instability in the market, or he is a lot dummer than the WSJ thinks.
Makes a specific factual assertion about Trump's stock portfolio motivations without evidence, framed as speculation about hidden financial interests.
@zestynotions Mar 4, 2025
Trump only attacks America’s allies like a true Russian agent.
Trump only attacks America’s allies like a true Russian agent.
Makes an unsubstantiated claim that Trump acts as a Russian agent without evidence.
@billyrubin3108 Mar 4, 2025
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
Makes specific factual assertions about language and ethnicity of individuals without supporting evidence.
Siddyboii Jan 27, 2026
It's no missing,they are working with Fade ID,special nursing home and Hospital, mc.donald,Tim Hortons
It's no missing,they are working with Fade ID,special nursing home and Hospital, mc.donald,Tim Hortons
Makes vague, unsubstantiated claims about fraudulent work arrangements using fake IDs across multiple sectors without evidence.
luissalinas4948 Sep 29, 2025
The USA wants War. That’s why we are cutting programs. To help pay for it. I’m guessing
The USA wants War. That’s why we are cutting programs. To help pay for it. I’m guessing
Presents unsubstantiated claim that US wants war and Canada is cutting programs to fund it, framed as speculation.
@stevenruiz6507 Mar 4, 2025
its by design. and no one cares about white people too not even whites...traitors amongst us just like when rome came and why we are in canada on first place
its by design. and no one cares about white people too not even whites...traitors amongst us just like when rome came and why we are in canada on first place
Asserts a conspiracy ('by design') without evidence and makes unsubstantiated claims about systemic neglect of white people.
SpiritJuiceSyphon Aug 26, 2025
He gives no Fs about fentanyl he wants your land gonna squeeze you in hopes that you will join the US and if you like Healthcare I would say dont do it no matter what
He gives no Fs about fentanyl he wants your land gonna squeeze you in hopes that you will join the US and if you like Healthcare I would say dont do it no matter what
Makes a conspiracy-like claim that Trudeau wants Canadian land and is pushing annexation, presented without evidence.
@npg117 Mar 4, 2025
Trump is a disaster capitalist. Him and his cronies will be shorting various stocks and indexes which will be falling from which they can make millions of dollars on each trade.
Trump is a disaster capitalist. Him and his cronies will be shorting various stocks and indexes which will be falling from which they can make millions of dollars on each trade.
Makes a specific factual claim about Trump and associates engaging in stock manipulation without evidence, presented as assertion.
@pastyman001 Mar 4, 2025
Let’s be honest.. BLACKROCK owns two floors of realestate in central Sydney…so there is some connections.. Not that either are beautiful.. Australia does not need Globalism.. Australia needs to enjoy their Country. Is that a …
Let’s be honest.. BLACKROCK owns two floors of realestate in central Sydney…so there is some connections.. Not that either are beautiful.. Australia does not need Globalism.. Australia needs to enjoy their Country. Is that a bad thing ???? if other Countries cannot get thier countries together.. You need to work harder.. and not have so many of your people leave
Makes unsubstantiated claims about BlackRock's real estate holdings and globalist connections while critiquing globalism generally.
@robrichardson1284 Mar 5, 2025
Donald is working for the enemy, he’s Putin’s puppet!????
Donald is working for the enemy, he’s Putin’s puppet!????
Makes an unsubstantiated claim that a political figure is a foreign agent, combined with expressions of threat/danger.
@KingT1807 Mar 4, 2025
??Anyone supporting Zelenskyy/Ukraine is an enemy to Mr. Trump because Trump is doing what his god ( his Icon Mr. Putin) wants.....thats the facts but Americans will surely pay the price????
??Anyone supporting Zelenskyy/Ukraine is an enemy to Mr. Trump because Trump is doing what his god ( his Icon Mr. Putin) wants.....thats the facts but Americans will surely pay the price????
Presents unsubstantiated claims about Trump's allegiance to Putin and frames it as factual conspiracy.
@YesJustice Mar 4, 2025
The world and over 50% of Americans support and stand with you !
The world and over 50% of Americans support and stand with you !
Makes an unsubstantiated statistical claim ('over 50% of Americans') to assert widespread support without evidence.
@hotttt28 Mar 4, 2025
Canada chose Zelensky conn! ? will follow ?
Canada chose Zelensky conn! ? will follow ?
Makes an unsubstantiated claim that Canada chose Zelensky and will follow him, presented without evidence.
@richardsanchez7709 Mar 4, 2025
Of course it's not about fentanyl. This is about isolating the US from its allies, destroying the North American dream, profiting off its people, and aiding Putin's global plans.
Of course it's not about fentanyl. This is about isolating the US from its allies, destroying the North American dream, profiting off its people, and aiding Putin's global plans.
Makes unsubstantiated claims about hidden motives (isolating US, aiding Putin) presented as fact without evidence.
@riverbeee9643 Mar 4, 2025
No you don't u lie
No you don't u lie
Accusation that Trudeau is lying presented without evidence or elaboration.
@STEPHENLICHTEFELD-nz4ht 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
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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)