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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 115 of 162
1.6M in, 18K out sounds inconsequential, right?
1.6M in, 18K out sounds inconsequential, right?
Presents specific numerical claim (1.6M in, 18K out) implying inadequate deportation without source verification.
jab16399 Dec 25, 2025
I'm not shocked that Trump are siding with Russia because I have warned people that Trump would betray all U.S allies before the election.
I'm not shocked that Trump are siding with Russia because I have warned people that Trump would betray all U.S allies before the election.
Makes a specific factual claim about Trump's alleged Russia alignment and betrayal of allies without evidence.
@JudyFayLondon Mar 4, 2025
Canada is probably doing this under pressure from the US.
Canada is probably doing this under pressure from the US.
Presents a specific factual assertion (Canada acting under US pressure) without evidence, suggesting a causal relationship without proof.
Peeta-wn4hh Dec 29, 2025
No apologies from USA. 50% Tariffs after that fake speech.
No apologies from USA. 50% Tariffs after that fake speech.
Makes a specific factual claim about 50% tariffs without evidence and characterizes a speech as fake.
@memphismanne9264 Mar 4, 2025
Jeez, when will the world realise that the US is now a puppet of Russia, just like it's a puppet of Israel. I think Canada and the rest of the world should take this opportunity …
Jeez, when will the world realise that the US is now a puppet of Russia, just like it's a puppet of Israel. I think Canada and the rest of the world should take this opportunity to create new trade deals and lean-in to a new world order. The sooner world leaders accept this, the sooner the US can get on with imploding.
Makes unsubstantiated claims about US being a puppet of Russia and Israel, while suggesting geopolitical strategy for Canada.
@mannyloupas607 Mar 4, 2025
It’s because Canada hasn’t stopped allowing fentanyl
It’s because Canada hasn’t stopped allowing fentanyl
Makes a specific factual claim about Canada's fentanyl policy without evidence, presented as causal explanation.
@preethiarthur8817 Mar 4, 2025
You Gave Asylum to Khalistan's who are designated terrorists in India...now deal with it
You Gave Asylum to Khalistan's who are designated terrorists in India...now deal with it
Makes a specific factual claim about asylum recipients being designated terrorists without evidence, presenting it as established fact.
indian6160 Dec 30, 2025
Fentanyl and people trafficing from Canada to the Us is below 1%, in case you didnt hear this?
Fentanyl and people trafficing from Canada to the Us is below 1%, in case you didnt hear this?
Presents a specific factual claim ('Fentanyl and people trafficking from Canada to the US is below 1%') without evidence or source.
@mtss9566 Mar 4, 2025
trump cannot read or write it couldn't even read an Invitation from the King of England he says wow nice document and hands back to UK President can you read the important areas UK Pres …
trump cannot read or write it couldn't even read an Invitation from the King of England he says wow nice document and hands back to UK President can you read the important areas UK Pres says it is just an Invitation From The King Of England inviting you to meet him. ask Drump to read a Government Document
Makes specific unverified claims about Trump's literacy and reading abilities presented as factual assertions, with some satirical tone.
@buhnerrjiwe4376 Mar 4, 2025
Brampton has a far larger population than 800k. What planet are you people on? Even the welcome to Brampton signs state well over a million and those signs are at least a decade or more …
Brampton has a far larger population than 800k. What planet are you people on? Even the welcome to Brampton signs state well over a million and those signs are at least a decade or more old.
Challenges the video's population figure for Brampton with a specific factual claim presented without evidence.
mikepapotto9084 Jan 3, 2026
The only reason Trump set tariffs on Canada is because he would look like a racist if he only did it to Mexico. I have a feeling soon Trump will lift the tariffs on Canada …
The only reason Trump set tariffs on Canada is because he would look like a racist if he only did it to Mexico. I have a feeling soon Trump will lift the tariffs on Canada citing that Canada has complied with his requests. He will keep the tariffs on Mexico though.
Makes specific factual claims about Trump's motivations and future tariff decisions without evidence, presented as insider knowledge.
@meramosjr Mar 4, 2025
Fake college is came up by Canadians
Fake college is came up by Canadians
Comment makes a vague, unsubstantiated claim about fake colleges without evidence or context, appearing to be a conspiracy-like assertion.
user-iz2rm1kh8h Jan 27, 2026
Trump uses drugs as the reason we all know that is not true. Trump has to be the feared leader, as he cosy up to Putin. Trump likes isolation he wants America to be Russia …
Trump uses drugs as the reason we all know that is not true. Trump has to be the feared leader, as he cosy up to Putin. Trump likes isolation he wants America to be Russia allied We the people will survive but know that gaining our trust back will not be easy but we are up for the fight. We will not get in bed with a country that is siding with Putin
Makes unverified claims about Trump's motives and alleged alignment with Putin, presenting conspiracy-like assertions without evidence.
@bonnierobinson9993 Mar 4, 2025
These are the tariffs Canada has imposed on the USA for years: \n \nMilk: 270% \nCheese: 245% \nButter: 298% \nChicken: 238% \nSausages: 69.9% \nBarley seed: 57-57.8% \nCopper: 48% \nAluminum: 45% \nSteel: 25% \nCars: 45% \nTVs: …
These are the tariffs Canada has imposed on the USA for years: \n \nMilk: 270% \nCheese: 245% \nButter: 298% \nChicken: 238% \nSausages: 69.9% \nBarley seed: 57-57.8% \nCopper: 48% \nAluminum: 45% \nSteel: 25% \nCars: 45% \nTVs: 45% \nEggs: 163% \nWheat: 94% \nBovine/Meat: 26.5%
Lists specific tariff percentages presented without source or verification to support an argument about Canadian trade practices.
@markridgemr Mar 4, 2025
We can do our own taxes .It’s all about control
We can do our own taxes .It’s all about control
Presents unsubstantiated claim that tax policy is about government control rather than legitimate revenue collection.
daisytapp4622 Jan 6, 2026
The new rules are someone born in India can be considered a citizen for healthcare and education
The new rules are someone born in India can be considered a citizen for healthcare and education
Makes a specific factual claim about new citizenship rules without evidence or context.
johngalt3940 Jan 15, 2026
His dad is Castro. Who cares what he says.
His dad is Castro. Who cares what he says.
Makes an unsubstantiated claim about Trudeau's parentage (conspiracy theory) to delegitimize his authority.
@Randombro00000 Mar 4, 2025
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
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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)