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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 102 of 162
Trump is a Russian asset and many of his circle put there to destroy our country and our Democracy
Trump is a Russian asset and many of his circle put there to destroy our country and our Democracy
Makes specific factual claims about Trump being a Russian asset and his circle being placed to destroy the country without evidence, combined with threat framing.
@olgabenavides2205 Mar 4, 2025
Imported liberal party voters. US tried to do the same during the last administration
Imported liberal party voters. US tried to do the same during the last administration
Makes an unsubstantiated claim that immigrants are deliberately imported to influence voting patterns, suggesting a conspiracy theory.
FA-cm9ef Jan 28, 2026
Shhh we're not supposed to talk about the college scam....
Shhh we're not supposed to talk about the college scam....
Comment alludes to an alleged 'college scam' without evidence while suggesting suppression of discussion, implying a conspiracy narrative.
neckcuttaxxx1632 Jan 29, 2026
Alot are trafficking here in canada including corrupt police but they doing it mostly too homeless and disabled
Alot are trafficking here in canada including corrupt police but they doing it mostly too homeless and disabled
Makes unsubstantiated claims about trafficking and police corruption without evidence, combining alarmism with false assertions.
christwoodtree Jan 29, 2026
Trudeau is Big Mad. Trudeau is a Puppet Prime Minister, like Biden was, and stepping and fetching for the foreign interest who actually control Canada. Basically, Canada's Government has made policies and taken steps that …
Trudeau is Big Mad. Trudeau is a Puppet Prime Minister, like Biden was, and stepping and fetching for the foreign interest who actually control Canada. Basically, Canada's Government has made policies and taken steps that imposed US Tariffs on Canada. You will need to thank Justin Trudeau, an authoritarian leader who is currently Dictator of Canada.
Makes specific factual claims about Trudeau being a dictator and puppet controlled by foreign interests without evidence, combined with policy critique.
@andykaufman7620 Mar 4, 2025
It's not a tariffs war you Canadian Trudeau idiot... Donald Trump put a tariffs on you because Cartel's dnt Cross drugs through the border if you dnt do you side of the bargain to keep …
It's not a tariffs war you Canadian Trudeau idiot... Donald Trump put a tariffs on you because Cartel's dnt Cross drugs through the border if you dnt do you side of the bargain to keep fentanyl by crossing from your side of the country.. helloooo how stupid can y'all be it's not a tariffs war get that straight.
Makes specific factual claims about Trump's tariff motivations (fentanyl trafficking enforcement) presented without evidence, combined with policy criticism.
@jeffvillanueva6997 Mar 4, 2025
TRUEDOW IS A GLOBALIST
TRUEDOW IS A GLOBALIST
Makes an unsubstantiated claim that Trudeau is a 'globalist,' a common conspiracy theory assertion.
@arnoldmullins8475 Mar 4, 2025
You want views, let's hate India
You want views, let's hate India
Accuses the creator of fabricating anti-India sentiment for views, implying the video contains false or exaggerated claims.
LIVEGONOW Jan 29, 2026
ITS ABOUT WORLD CONTROL WITH TRUMP PUTIN KIM IRAN
ITS ABOUT WORLD CONTROL WITH TRUMP PUTIN KIM IRAN
Makes an unsubstantiated conspiracy claim linking Trump, Putin, Kim, and Iran to world control without evidence.
@writetrace Mar 4, 2025
92% of black women did not vote for this chaos...This is terrible, so disheartening to even witness this. Out of pure greed, ego, and pride!
92% of black women did not vote for this chaos...This is terrible, so disheartening to even witness this. Out of pure greed, ego, and pride!
Presents a specific statistical claim (92% of Black women) without evidence, paired with moral judgment about the outcome.
@donettahuggins2635 Mar 4, 2025
See, what Trump really wants is not the one he is talking about. What Trump wants is the whole Canada to be USA.
See, what Trump really wants is not the one he is talking about. What Trump wants is the whole Canada to be USA.
Presents a specific factual claim about Trump's hidden agenda without evidence.
@civtegrar Mar 4, 2025
they voted a leader that have a criminal record...ridiculus country.....????
they voted a leader that have a criminal record...ridiculus country.....????
Makes a specific factual claim about a leader's criminal record without evidence, combined with dismissive national characterization.
@restytamayo3984 Mar 4, 2025
The Khslistan movement is a fraud for immigration only to seek asylum.
The Khslistan movement is a fraud for immigration only to seek asylum.
Makes a sweeping, unsubstantiated claim that a political movement is fraudulent and motivated solely by immigration/asylum seeking.
MullBatoora-kf6cj Jan 29, 2026
Trump just doing Putin’s bidding.
Trump just doing Putin’s bidding.
Makes a specific factual assertion (Trump acting as Putin's agent) without evidence, suggesting a conspiracy.
@davidcopeland6809 Mar 4, 2025
Really where did you heard about we don't kill peoples even in illigal things 😂😂 pure misinformation he was scam you 13:14
Really where did you heard about we don't kill peoples even in illigal things 😂😂 pure misinformation he was scam you 13:14
Commenter accuses the video creator of spreading misinformation, though the claim itself is vague and somewhat sarcastic in tone.
Diwakarranaedix Jan 29, 2026
Everything is within God's plan, not just NATO, but also the UN. We will witness a dramatic shift in the geopolitical arena, hold on tight folks as we move towards removing the sixth seal - …
Everything is within God's plan, not just NATO, but also the UN. We will witness a dramatic shift in the geopolitical arena, hold on tight folks as we move towards removing the sixth seal - All for the Glory of God.
Makes unsubstantiated claims about geopolitical events being part of divine plan and references apocalyptic religious predictions without evidence.
@EdwinDelPilar-o4n Mar 4, 2025
Chuck Zito, the former head of Hells Angels thinks his longtime friend, Donald Trump is greatest president America ever had. He attended Trump's court hearing. To stop drug trafficking, you have to investigate money laundering. …
Chuck Zito, the former head of Hells Angels thinks his longtime friend, Donald Trump is greatest president America ever had. He attended Trump's court hearing. To stop drug trafficking, you have to investigate money laundering. I'm not sure how committed Donald is to this important aspect of the war against fentanyl.
Presents unverified claim about Chuck Zito's views and Trump's commitment to fentanyl enforcement without evidence.
@victorthurse6027 Mar 4, 2025
Again Canada backstabbing Mexico , Mexico’s other so called trading partner, by siding with the United States in calling the cartels “ terrorist “ in the hopes that the United States, will pardon Canada and …
Again Canada backstabbing Mexico , Mexico’s other so called trading partner, by siding with the United States in calling the cartels “ terrorist “ in the hopes that the United States, will pardon Canada and only attack Mexico…
Makes unsubstantiated claim that Canada is backstabbing Mexico to avoid U.S. attack.
@migueltello4874 Mar 4, 2025
Maybe this is just a stock market manipulation
Maybe this is just a stock market manipulation
Presents a conspiracy theory claim about stock market manipulation without evidence.
@marksmall7790 Mar 4, 2025
Says this when biggest fentynal bust was in December.
Says this when biggest fentynal bust was in December.
Presents a specific factual claim about a fentanyl bust without evidence to counter a policy argument.
@gabrielcates2365 Mar 4, 2025
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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)