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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 114 of 162
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
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
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
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
Trump is Putin's girlfriend so he only wants to make Putin happy
Trump is Putin's girlfriend so he only wants to make Putin happy
Makes an unsubstantiated claim about Trump's relationship with Putin presented as fact without evidence.
@rickyblack3410 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
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
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
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
Sing Horton is bought by Indians with black money.
Sing Horton is bought by Indians with black money.
Makes an unsubstantiated conspiracy claim about Indian ownership of Tim Hortons using illicit funds.
MullBatoora-kf6cj Jan 29, 2026
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
They want indian punjab but in their referendum they will also include pakistan's punjab (but they never say this) just because khalistanis get support from the pakistanis ( sorry porkies).
They want indian punjab but in their referendum they will also include pakistan's punjab (but they never say this) just because khalistanis get support from the pakistanis ( sorry porkies).
Makes unsubstantiated claims about Khalistan movement intentions and Pakistani support, mixing conspiracy-like assertions with identity framing.
FrankMir1234 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
The worst is, timmys get subsidized for each Indian it hires...
The worst is, timmys get subsidized for each Indian it hires...
Makes unsubstantiated claim about employer subsidies tied to hiring immigrants, presenting false economic information.
anndeeraney5401 Jan 29, 2026
Donald: Putin's asset. He will sign a free trade agreement with North Korea, Russia and Belarus now! Let's cancel NORAD now.
Donald: Putin's asset. He will sign a free trade agreement with North Korea, Russia and Belarus now! Let's cancel NORAD now.
Makes unsubstantiated claims about Trump's foreign policy intentions and alleged ties to hostile actors.
@A.P.-dq6xk Mar 4, 2025
Trump wants a former KGB agent as his bud?Donnie Putin wants us to go down.
Trump wants a former KGB agent as his bud?Donnie Putin wants us to go down.
Makes unsubstantiated claims about Trump's alleged ties to Putin and intentions to harm North America.
@johngarza642 Mar 4, 2025
Poop eating 😂😂
Poop eating 😂😂
Uses crude ethnic stereotype humor that relies on false cultural tropes.
sapiens6875 Jan 29, 2026
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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)