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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 104 of 162
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
But what was trump taking about when he said we give them billions of dollars of free money every year I believe that’s why we got here us Americans are wiping everyone’s ass and when …
But what was trump taking about when he said we give them billions of dollars of free money every year I believe that’s why we got here us Americans are wiping everyone’s ass and when the toliet paper runs out we have to buy more we want you guys to start buying us toliet paper wipe our ass
References Trump's unsubstantiated claim about U.S. giving 'billions of dollars of free money' to Canada without evidence.
@Cujo-b1b Mar 4, 2025
love that these Canada first businesses still cannot seem to hire Canadians, as store after store is staffed by indians.
love that these Canada first businesses still cannot seem to hire Canadians, as store after store is staffed by indians.
Makes a specific factual claim about hiring patterns ('store after store is staffed by indians') without evidence, framed within identity-based concern about 'Canada first' businesses.
@MH-lz3gp Mar 4, 2025
Wake up everyone, as an American citizen, I'm telling you Trump is a TRAITOR to our country and is creating a New World Order with Putin and Russia!
Wake up everyone, as an American citizen, I'm telling you Trump is a TRAITOR to our country and is creating a New World Order with Putin and Russia!
Makes conspiratorial claims about Trump creating a 'New World Order' with Putin without substantiation.
@AG-6969 Mar 4, 2025
Heard certain members of this community once say they don’t come here to become Canadians, they come to get the book with the blue cover (passport). They won’t mention Canada by name.
Heard certain members of this community once say they don’t come here to become Canadians, they come to get the book with the blue cover (passport). They won’t mention Canada by name.
Presents a specific unsubstantiated claim about immigrants' motivations and refusal to identify as Canadian without providing evidence.
IanH-u8l Sep 19, 2025
What do you expect? If you vote for an unstable narcissist whose been groomed by the KGB since 1987, don’t be surprised by ANY crazy action.
What do you expect? If you vote for an unstable narcissist whose been groomed by the KGB since 1987, don’t be surprised by ANY crazy action.
Makes specific unsubstantiated claims about Trump being groomed by the KGB since 1987 and being a narcissist, presented as factual premises.
@Ernoburger Mar 4, 2025
Trump's grandfather and father were gangsters. He know more than anybody how to operate a criminal gang.
Trump's grandfather and father were gangsters. He know more than anybody how to operate a criminal gang.
Makes a specific factual claim about Trump's family history being gangsters without evidence to support the assertion.
@mrbrianbray 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
18K peeps deported?! That's not even half of the actual - that is a joke
18K peeps deported?! That's not even half of the actual - that is a joke
Asserts that 18K deportations are insufficient and implies hidden actual numbers without evidence, combined with criticism of government action.
BocaAtractivo82 Dec 24, 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
Doing taxes for 1 millions canadians, its just practise. Soon it will be for everyone
Doing taxes for 1 millions canadians, its just practise. Soon it will be for everyone
Makes a specific factual claim about tax administration scaling to all Canadians without evidence, presented as an alarming prediction.
NSER164 Jan 15, 2026
US and Canada fighting is exactly what Trump did, because he wants to please his foreign masters. Scum bag!
US and Canada fighting is exactly what Trump did, because he wants to please his foreign masters. Scum bag!
Makes unsubstantiated claim that Trump deliberately sows discord to serve 'foreign masters,' presented as factual assertion without evidence.
@druwk Mar 4, 2025
Why is it majority of immigrants are living in new homes and driving new cars while Canadians are being removed and left homeless while getting the bill for all the immigrants? Disgusting Liberal Government..
Why is it majority of immigrants are living in new homes and driving new cars while Canadians are being removed and left homeless while getting the bill for all the immigrants? Disgusting Liberal Government..
Makes unsubstantiated claim about immigrants' wealth relative to homeless Canadians, framed as economic and political grievance.
jack.bquick557 Dec 26, 2025
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
I asked AI it said 6% but here you say its 60%
I asked AI it said 6% but here you say its 60%
Commenter cites conflicting statistics (6% vs 60%) without evidence, suggesting the video contains unverified claims about immigration figures.
kira991 Sep 19, 2025
they throw garbage everywhere , along the country roads and in the rivers .
they throw garbage everywhere , along the country roads and in the rivers .
Makes a specific factual claim about immigrant behavior (littering) without evidence, framed as a threat concern.
theklrdude Oct 1, 2025
Dood. Enjoy their imported caste system which is now healthily applied by Indians working in HR departments dood.
Dood. Enjoy their imported caste system which is now healthily applied by Indians working in HR departments dood.
Makes an unsubstantiated claim about caste system being applied by Indian HR workers without evidence.
blastermaster5039 Sep 19, 2025
Trump is under pagan Hindu witchcraft of Modi and team. Don’t worry friends, Lord Jesus will intervene. Trump will be impeached and will go down in history as one of the most foolish Presidents US …
Trump is under pagan Hindu witchcraft of Modi and team. Don’t worry friends, Lord Jesus will intervene. Trump will be impeached and will go down in history as one of the most foolish Presidents US ever had!
Makes unfounded conspiracy claims about Trump being under 'pagan Hindu witchcraft' without evidence, mixed with religious commentary.
@Godloveseventheleast Mar 4, 2025
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
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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)