Research Tools
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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Policy Critique
5,980 comments
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well …
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well also
Criticizes immigration policy enforcement and suggests intentional mismanagement by authorities.
hollyhabanero117
Feb 7, 2026
Dude. We get Trump is done but we also get you’re dumb af too.
Dude. We get Trump is done but we also get you’re dumb af too.
Dismissive criticism of both Trump and the Prime Minister's intelligence, though expressed informally.
Policy Critique
0.70
@DestoRest
Mar 4, 2025
future prime ministers should speak french to usa presidents
future prime ministers should speak french to usa presidents
Comment critiques the language policy expectation for Canadian prime ministers in diplomatic contexts.
Policy Critique
0.70
@clement2780
Mar 4, 2025
We Americans know how to deal with this Mr Trudeau. Do something good for your own people before you come on us.
We Americans know how to deal with this Mr Trudeau. Do something good for your own people before you come on us.
American commenter criticizes Trudeau's priorities, suggesting he should focus on domestic issues before international engagement.
@PaulJoseph-p1o
Mar 4, 2025
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and …
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and complain
Challenges the narrative by asserting Canada had prior tariffs and the US is retaliating fairly, presented without evidence.
@stephenfior1474
Mar 4, 2025
Kids trudeu going to wrong
Kids trudeu going to wrong
Cryptic criticism of Trudeau's direction, suggesting disapproval of his leadership decisions.
Policy Critique
0.70
@JaskaranSingh-if1vp
Mar 4, 2025
Canadians & TRUMP remember trudeau on 04 Dec 2019 and WHY we are in this situation!
Canadians & TRUMP remember trudeau on 04 Dec 2019 and WHY we are in this situation!
References Trudeau's past actions as context for current situation, implying criticism of his earlier decisions that contributed to present circumstances.
@Dan-Commando
Mar 4, 2025
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
Critiques the video creator's approach as divisive and pandering, while appealing to unity and fairness principles.
SrDerpTaco
Feb 5, 2026
This Canadian minister is a liar and his people dont like him either.
This Canadian minister is a liar and his people dont like him either.
Makes a critical claim about Trudeau's credibility and public support without substantive policy analysis.
Policy Critique
0.70
@iglives4150
Mar 4, 2025
Trumps using tariffs to get your prime minister to do the right thing \n\nYou guys have forgotten that your prime minister is a dictator and has been using tariffs on the American people for a …
Trumps using tariffs to get your prime minister to do the right thing \n\nYou guys have forgotten that your prime minister is a dictator and has been using tariffs on the American people for a very long time. It’s only fair that trump does the same to stop this craziness. Do your guys is research and stop believing everything you see the media putting out. Trump is for Canadians. Praying you guys see the truth we love Canada!
Critiques Canadian PM as a dictator and defends Trump's tariffs as justified retaliation, while making unsubstantiated claims about PM's past tariff actions and urging Canadians to research independently.
@Naomi-n1p
Mar 4, 2025
Windsor is just as bad as Brampton if not worse, I would do some interviews there not just about Indians but the overall downfall of Windsor Ontario, it’s gotten so bad
Windsor is just as bad as Brampton if not worse, I would do some interviews there not just about Indians but the overall downfall of Windsor Ontario, it’s gotten so bad
Critiques local conditions and governance while implying ethnic/immigrant causes for urban decline.
BrodieDuggan
Jan 27, 2026
Canada not its provinces promised nothing!!
Canada not its provinces promised nothing!!
Disputes government responsibility for immigration promises, challenging policy commitments made by authorities.
xyzgta
Feb 11, 2026
Then stop giving fentanyl to patients in hospital
Then stop giving fentanyl to patients in hospital
Critiques government policy regarding pharmaceutical distribution in hospitals, though connection to immigration video is unclear.
Policy Critique
0.70
@celiaamaral5058
Mar 4, 2025
but this is only happening cause of you
but this is only happening cause of you
Blames the current leader for a problem, implying responsibility for a policy failure without elaboration.
@MikeLeger-s2z
Mar 4, 2025
Wow what fuck what is Donald Trump doing
Wow what fuck what is Donald Trump doing
Expresses shock and disapproval at Trump's actions, though vague in specific policy critique.
Policy Critique
0.70
@PatriciaMoran-b3i
Mar 4, 2025
Not divided. Even Trudeau admitted it was too high.
Not divided. Even Trudeau admitted it was too high.
Disputes the claim of division by citing government acknowledgment that immigration levels were too high, critiquing the framing of the issue.
Policy Critique
0.70
redman958
Feb 11, 2026
When are you people gonna learn? He does not care because he does not even listen to the courts.\n\nThe only thing he would listen to would be a direct threat to his life
When are you people gonna learn? He does not care because he does not even listen to the courts.\n\nThe only thing he would listen to would be a direct threat to his life
Criticizes Trudeau for not listening to courts and suggests only threats would change his behavior, combining institutional critique with implied threat language.
@cicichambers3887
Mar 4, 2025
Canada is 347 0ut of 348, global container ports, Trudeau stymied growth, infrastructure, and Canadas future, he blames the USA, for his only push three issues, LBGt, carbon tax and Dei... Why no new industries …
Canada is 347 0ut of 348, global container ports, Trudeau stymied growth, infrastructure, and Canadas future, he blames the USA, for his only push three issues, LBGt, carbon tax and Dei... Why no new industries built in Canada, we essentially only sell cars and oil to the USA at 20% discount. Try buying Canadian, but these are all foreign products, because Canadian bureaucracy and poor productivity, ie, unions and government employees all at home. EXAMPLE, after owning hunting rifles for sixty year, Trudeau minions, contacted my at least six time when I attempted to renew my firearms licence, even phoning my wife for a old man... Go figure, Trudeau only knows how to Hire voters... The problem is Trudeau, you voted for it so now you will pay!!!
Critiques government policy on infrastructure, industry, and bureaucracy, with some unverified claims about economic rankings and personal anecdotes about firearms licensing.
@Mikolas649
Mar 4, 2025
Should make it 75%
Should make it 75%
Advocates for a higher percentage threshold, likely referring to tariffs or policy measures, without elaboration.
Policy Critique
0.70
@Bob-w5c3d
Mar 4, 2025
I GUESS CANADA LEARN FROM EURO EXPERINCE
I GUESS CANADA LEARN FROM EURO EXPERINCE
Suggests Canada should learn from European experience regarding immigration policy, implying current policy is inadequate.
P124-BANDARTUNRAZAK
Feb 12, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)