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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 127 of 162
Trump is just trying to emulate Putin..he invaded Ukraine...and so Trump wants to ultimately invade Canada. FDT.
Trump is just trying to emulate Putin..he invaded Ukraine...and so Trump wants to ultimately invade Canada. FDT.
Makes an unsubstantiated claim that Trump intends to invade Canada, presenting conspiracy-like reasoning without evidence.
@blueovaltrucker Mar 4, 2025
the excuse of fentanyl is smoke and mirrors and only Turmps mind fucked followers believe this crap
the excuse of fentanyl is smoke and mirrors and only Turmps mind fucked followers believe this crap
Commenter makes an unsubstantiated factual claim that the fentanyl issue is 'smoke and mirrors' without evidence, while dismissing those who believe otherwise.
@photoboy1986 Mar 4, 2025
Trump is KGB
Trump is KGB
Makes a specific factual claim (Trump is KGB) without evidence, presented as assertion.
@donnafennell6739 Mar 4, 2025
Trudeau is the lying murderous son of Castro
Trudeau is the lying murderous son of Castro
Makes inflammatory factual claims about Trudeau without evidence (lying, murderous, Castro connection).
@johnstewart150 Mar 4, 2025
Scam Central. Even the Indians know it. Interesting that a city worker censored herself.
Scam Central. Even the Indians know it. Interesting that a city worker censored herself.
Makes a vague accusatory claim ('Scam Central') without evidence and implies censorship, combining unsubstantiated allegations with identity framing.
DanSi1d1 Jan 29, 2026
They are being sent by the British . We need to annex Canada .
They are being sent by the British . We need to annex Canada .
Makes an unfounded conspiracy claim about British involvement while proposing annexation of Canada.
MikeHurst-fx9vd Jan 29, 2026
The term "Racism" doesn't exist.
The term "Racism" doesn't exist.
Commenter makes a demonstrably false claim that the concept of racism does not exist, contradicting established social and academic understanding.
BasedMisatoSpeaks1488 Feb 3, 2026
One man that said "the price was right so I came".... he couldn't possibly mean affordability in Canada sooo yeah that's pretty much what we figured. Definitely paid voters and changers.
One man that said "the price was right so I came".... he couldn't possibly mean affordability in Canada sooo yeah that's pretty much what we figured. Definitely paid voters and changers.
Makes unsubstantiated claims about immigrants being 'paid voters' and deliberately changing demographics, combining conspiracy thinking with demographic anxiety.
katwalks Feb 3, 2026
Hanuman converted to Buddhism. Indians don't like this fact.
Hanuman converted to Buddhism. Indians don't like this fact.
Makes a religious/historical claim presented as fact that appears tangential and potentially misleading.
jessepasley5429 Feb 3, 2026
Trump wants kanyay west in charge of morals....plans to pardon Charles manson....
Trump wants kanyay west in charge of morals....plans to pardon Charles manson....
Makes specific factual claims about Trump's plans and pardons without evidence or source.
@Rickristian Mar 4, 2025
Question Americans and Press how Rich more rich will Trump be and is he aligning himself when he is DONE BEING PRESIDENT?! He is taking over companies and communities for Himself while using a USA …
Question Americans and Press how Rich more rich will Trump be and is he aligning himself when he is DONE BEING PRESIDENT?! He is taking over companies and communities for Himself while using a USA badge as President. This is not Well and it is the SECOND MONTH OF THE YEAR WE HAVE 3&3/4 years left wow Jesus!!
Raises questions but primarily asserts unsubstantiated claims about Trump's financial self-dealing and abuse of presidential power without evidence.
@markpurdy-silva4092 Mar 4, 2025
Trump appears to be working with Russia to destroy America.
Trump appears to be working with Russia to destroy America.
Makes a specific factual claim about Trump-Russia coordination without evidence, presented as established fact.
@tdn4773 Mar 4, 2025
From Portugal Its make sense if is a Russian asset saving Mr. Putin from economic and war disgraces
From Portugal Its make sense if is a Russian asset saving Mr. Putin from economic and war disgraces
Makes an unsubstantiated conspiracy claim that Trudeau is a Russian asset, presented without evidence.
@paulo7soares Mar 4, 2025
Bc wtf khalistan is from pak 😡
Bc wtf khalistan is from pak 😡
Factually incorrect claim that Khalistan originates from Pakistan rather than Punjab region.
TERACARTOON06 Feb 3, 2026
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Uses deflection and makes unsubstantiated claims about scamming/looting by a nationality, mixing sarcasm with false generalizations.
jonas19999 Jan 28, 2026
Trump is compromised and run by Putin. Putin is Trumps handler, aidrd and abetted by Musk. If things remain thecway tgey are America will not be great again for a very long time.
Trump is compromised and run by Putin. Putin is Trumps handler, aidrd and abetted by Musk. If things remain thecway tgey are America will not be great again for a very long time.
Makes specific factual claims about Trump being controlled by Putin without evidence, framed as conspiracy theory.
@grahamfield1570 Mar 4, 2025
The poop eaters tried to get this taken down. 🤣
The poop eaters tried to get this taken down. 🤣
Contains a dehumanizing slur and conspiracy claim about censorship attempts, presented with sarcastic emoji.
homelessjesse9453 Feb 3, 2026
A lot of colleges in Canada is fakes and these Indians some don't go to school is work
A lot of colleges in Canada is fakes and these Indians some don't go to school is work
Makes unsubstantiated claims about fake colleges and Indian students not attending school, combining false allegations with ethnic targeting.
eunicemurray8482 Feb 7, 2026
I'm ashamed for my American friends. Hats off to Russia 's intelligence services for managing to get an asset at the top of the American political system. West -Russia 0-1
I'm ashamed for my American friends. Hats off to Russia 's intelligence services for managing to get an asset at the top of the American political system. West -Russia 0-1
Makes unverified conspiracy claim that Russia placed an asset in US government leadership.
@bm8641 Mar 4, 2025
I’m more convinced Canada is more drug & greed corrupt than Mexico. I don’t believe anything he say & pray for my Canadian brothers & sisters under the nasty regime.
I’m more convinced Canada is more drug & greed corrupt than Mexico. I don’t believe anything he say & pray for my Canadian brothers & sisters under the nasty regime.
Makes unsubstantiated claims about Canadian corruption levels and characterizes the government as a 'nasty regime'.
@lanardm9836 Mar 4, 2025
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Discourse Taxonomy

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Category Distribution

Primary discourse type assigned to each comment

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)