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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 146 of 162
The liberal party has wasted over 70 billion on immigrants.. refugees over 20 billion in 2020 alone ...this is not Conservative party policy..this mass taxpayers funded invasion will solely fall on the liberals 🇨🇦
The liberal party has wasted over 70 billion on immigrants.. refugees over 20 billion in 2020 alone ...this is not Conservative party policy..this mass taxpayers funded invasion will solely fall on the liberals 🇨🇦
Makes specific unverified spending claims (70 billion, 20 billion) presented as fact without evidence, framed as 'invasion.'
speediesthesquirrel Aug 25, 2025
This was done on purpose
This was done on purpose
Vague conspiracy-adjacent claim that housing/immigration crisis was intentional without evidence, suggesting deliberate malice.
ShanoA-t3c Jan 19, 2026
There are too many people who are oblivious to the end game.
There are too many people who are oblivious to the end game.
Vague reference to an unspecified 'end game' conspiracy without evidence, suggesting hidden agenda.
sherrywest4493 Aug 25, 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
PM Trudeau, 70% of Americans do NOT want this either. Unfortunately, that remaining 30% is well-armed, is gullible, is fanatic, and is organized.
PM Trudeau, 70% of Americans do NOT want this either. Unfortunately, that remaining 30% is well-armed, is gullible, is fanatic, and is organized.
Makes a specific factual claim about American public opinion (70% statistic) without evidence, paired with characterization of the remaining 30%.
@PatrickMims-m2i Mar 4, 2025
CANADIANS WATCH OUT HES LAUNDERING MONEY JUST LIKE AMERICA, CRIMINALS IN GOVERNMENT FROM PRIOR ADMINISTRATIONS,THATS THE REAL PROBLEMS, TRAITORS FROM PAST ADMINISTRATIONS
CANADIANS WATCH OUT HES LAUNDERING MONEY JUST LIKE AMERICA, CRIMINALS IN GOVERNMENT FROM PRIOR ADMINISTRATIONS,THATS THE REAL PROBLEMS, TRAITORS FROM PAST ADMINISTRATIONS
Makes specific unsubstantiated accusations of money laundering and criminal activity without evidence, framed as warning.
@MugseyFreedom Mar 4, 2025
Putin despises Canada. Canada has the largest Ukrainian diaspora in the world. Canada supports Ukraine. Trump works for Putin. Buckle up USA! You were warned.
Putin despises Canada. Canada has the largest Ukrainian diaspora in the world. Canada supports Ukraine. Trump works for Putin. Buckle up USA! You were warned.
Makes unsubstantiated claims about Trump's allegiance to Putin and implies geopolitical danger without evidence.
@esoterika2355 Mar 4, 2025
these people get millions of dollars this is stupefying
these people get millions of dollars this is stupefying
Makes an unsubstantiated claim about immigrants receiving millions of dollars, likely a fabricated or exaggerated statistic.
maeldesrochers3458 Jan 27, 2026
Have you noticed that the Nickelodion logo is shaped like a certain island whose files Trump is currently unveiling?\nEp__ein...
Have you noticed that the Nickelodion logo is shaped like a certain island whose files Trump is currently unveiling?\nEp__ein...
Presents a conspiracy theory connecting corporate logos to alleged government cover-ups without evidence, though tone suggests some ironic intent.
@nyfb 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
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
Trump is the true Manchurian Candidate. The movie and book had nothing on him ?
Trump is the true Manchurian Candidate. The movie and book had nothing on him ?
Makes an unsubstantiated conspiracy claim comparing Trump to a fictional foreign agent, implying hidden control.
@robertspivey4631 Mar 4, 2025
GOD SAYS …..UNITED STATES WILL SAVE CANADA AND BOOT ? OUT Trudeau AND THERE ELITES THAT CONTROLS THEM THE TARRIFFS ARE TO GET THE EVIL OUT OF CANADA
GOD SAYS …..UNITED STATES WILL SAVE CANADA AND BOOT ? OUT Trudeau AND THERE ELITES THAT CONTROLS THEM THE TARRIFFS ARE TO GET THE EVIL OUT OF CANADA
Makes unsubstantiated claims about Trudeau and elites controlling Canada, framed through religious/moral language without evidence.
@rosemarieloop6257 Mar 4, 2025
Trump la marionnette de poutine
Trump la marionnette de poutine
Makes a specific factual assertion (Trump is Putin's puppet) without evidence.
@gaetanogiambarresi9967 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
It's not Putin that Trump is appeasing, it is Musk and the tech billionaires
It's not Putin that Trump is appeasing, it is Musk and the tech billionaires
Makes a specific factual assertion about Trump's motivations ('appeasing Musk and tech billionaires') without supporting evidence.
@geometricsphereuniversalin7043 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
That blue statue is that of Shiva Hindoos worship the ling (d! Ck) of shiva with hindu women and men massaging it with milk and honey during worship.
That blue statue is that of Shiva Hindoos worship the ling (d! Ck) of shiva with hindu women and men massaging it with milk and honey during worship.
Provides crude, misleading religious commentary designed to mock Hindu worship practices with vulgar mischaracterization.
sounakbanerjee1892 Jan 27, 2026
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He ifs a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He ifs a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab
Makes unsubstantiated claims about Trudeau's character and alleged connections to Klaus Schwab without evidence.
@AstarteDevi Mar 4, 2025
That "safehouse" look like student dormitory. Looks like international students running businesses
That "safehouse" look like student dormitory. Looks like international students running businesses
Makes unsubstantiated claims about international students running illegal businesses from a safehouse.
VinegarMoneyGrows Jan 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)