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
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People …
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People are lining up at food banks. We are very poor. Joining the U.S.A is our only way out.
Primarily criticizes the Prime Minister and government policy (food banks, poverty), with secondary identity assertion (Canadian shame) and fear/threat framing (joining USA as escape).
@fatimaalzahra2644
Mar 4, 2025
Here's what I don't get, Canada will act upon tariffs being implemented, however, when asked about upping the military budget to 2% years ago as a part of Nato because it was at 1.3% and …
Here's what I don't get, Canada will act upon tariffs being implemented, however, when asked about upping the military budget to 2% years ago as a part of Nato because it was at 1.3% and this guy said would do it but lied and still didn't do it. Now I don't like this tariff being pushed to them but at the same time do your part as partner. As of 2025, 23/32 reached that goal and Canada is stil at 1.3% -_-
Critiques Canada's failure to meet NATO military spending commitments while acknowledging tariff concerns, balancing accountability across both parties.
@jonesy9494
Mar 4, 2025
Please do not use any more government spending to float people by… we don’t have any more to spend Trudeau.\n\nFree up commerce and regulations for more Canadian businesses to start and prosper!
Please do not use any more government spending to float people by… we don’t have any more to spend Trudeau.\n\nFree up commerce and regulations for more Canadian businesses to start and prosper!
Criticizes government spending and calls for deregulation to support business growth, combining fiscal and regulatory critique.
@denimcroissant
Mar 4, 2025
But you guys already tariff the US before this lol. Aluminum, steel, cars, eggs, milk, sausage and much more.
But you guys already tariff the US before this lol. Aluminum, steel, cars, eggs, milk, sausage and much more.
Commenter critiques Canadian tariff policy by pointing out existing tariffs on US goods, framing it as hypocritical or contextualizing current actions.
@lavi688
Mar 4, 2025
If Trudeau acted like this and primarily focused on the economy he would’ve been unstoppable \n\nI hate Trudeau but what a good speech man
If Trudeau acted like this and primarily focused on the economy he would’ve been unstoppable \n\nI hate Trudeau but what a good speech man
Criticizes Trudeau's usual governance while praising this specific speech, expressing personal political disagreement.
@deadfullyawesome
Mar 4, 2025
funny how the dictator talks about putin as a dictator. funny how so many canadians want trudeau OUT of office because of his totalitarian edicts especially during covid. hypocrisy is not pretty
funny how the dictator talks about putin as a dictator. funny how so many canadians want trudeau OUT of office because of his totalitarian edicts especially during covid. hypocrisy is not pretty
Criticizes Trudeau's governance and COVID policies as totalitarian, framing this as hypocrisy in criticizing Putin; combines policy critique with nationalist framing.
@LittleGiggleTunes-m5h
Mar 4, 2025
Trump is a disaster. This guy clearly doesn't know what he's doing. He's not a real politician and had no business ever touching the oval office. This guy has gone bankrupt multiple times. He's running …
Trump is a disaster. This guy clearly doesn't know what he's doing. He's not a real politician and had no business ever touching the oval office. This guy has gone bankrupt multiple times. He's running our country into the ground.
Criticism of Trump's competence and political record, though off-topic to Canadian immigration.
Policy Critique
0.85
@dantheman1984
Mar 4, 2025
This makes no damn sense
This makes no damn sense
Expression of disapproval toward policy or decision-making without elaboration.
Policy Critique
0.85
@dr.phillips2008
Mar 4, 2025
politicians should never be allowed to do anything that wasnt noted on thier campian. This is how they get away with everything. NO ONE EVER VOTED FOR TARIFFS
politicians should never be allowed to do anything that wasnt noted on thier campian. This is how they get away with everything. NO ONE EVER VOTED FOR TARIFFS
Critiques government accountability and policy implementation without campaign mandate.
Policy Critique
0.85
@IanPaul-i7y
Mar 4, 2025
FU, Trudeau! I thought you were leaving! Liar
FU, Trudeau! I thought you were leaving! Liar
Expresses frustration with Trudeau's broken promise to resign, criticizing his political credibility.
Policy Critique
0.85
@sabrinazalar8667
Mar 4, 2025
Donald Trump isolates the US from all it’s allies. Leaving the world stage to its enemies. It is madness
Donald Trump isolates the US from all it’s allies. Leaving the world stage to its enemies. It is madness
Criticizes Trump's foreign policy approach as isolationist and damaging to international alliances.
@johannesdenecke2422
Mar 4, 2025
With these tariffs, Trudeau has made assurances to the Canadian businesses and ppl that they will be protected by the government. What assurances has our President to make sure our businesses and our ppl are …
With these tariffs, Trudeau has made assurances to the Canadian businesses and ppl that they will be protected by the government. What assurances has our President to make sure our businesses and our ppl are protected? I’ve heard nothing…
Commenter contrasts Canadian government protections with perceived lack of U.S. government action, critiquing policy responsiveness.
@QLaCarver
Mar 4, 2025
Trump went against the trade deal that he made with Canada and Mexico when he renegotiated the existing deal during his first term. Trump called his deal with them beautiful and perfect. Trump does not …
Trump went against the trade deal that he made with Canada and Mexico when he renegotiated the existing deal during his first term. Trump called his deal with them beautiful and perfect. Trump does not keep the deals he makes to other countries or to the Americans who voted for him. \n\nTrump's final push in his campaign was to cut costs for Americans at the checkout, chuckling at the strange sound of the word 'groceries' to him. He has never worried about or dealt with buying groceries. The moment he got back into office, he said that lower prices wasn't happening and that the American people would suffer. \n\nThen he and Republicans began cuts in jobs and government services to Americans as well as others in the world, so that no one can trust Trump --- and in the case of others in the world, it reflects so bad on the U.S. and against any trust in the U.S. anymore. No president has ever done so much damage at home and abroad so quickly. \n\nTrump is the Deceiver and the Destroyer. Trump doesn't care if his voters figure it out. They are no longer needed.
The comment provides detailed criticism of Trump's trade policies, campaign promises, and governance record, with moral condemnation of his character and impact.
@andiamador7156
Mar 4, 2025
This clown is destroying Canada
This clown is destroying Canada
Expresses disapproval of Trudeau's leadership and policies using derogatory language.
Policy Critique
0.85
@scroogemcduck9252
Mar 4, 2025
Great speech. However Fentanyl must not “be wiped from the face of the Earth”. This opioid is needed to control pain in the dying and patients living with severe chronic pain. Stop the illicit market. …
Great speech. However Fentanyl must not “be wiped from the face of the Earth”. This opioid is needed to control pain in the dying and patients living with severe chronic pain. Stop the illicit market. Do not deprive people who depend on this effective analgesic.
Critique of a policy position on fentanyl with ethical argument about pain management needs.
@janem5900
Mar 4, 2025
Trudeau is trash ?️
Trudeau is trash ?️
Brief dismissive criticism of Trudeau as a leader, expressing disapproval of his performance.
Policy Critique
0.85
@ravenodinson7483
Mar 4, 2025
Blaming the USA for what, exactly? It’s unfortunate that Canadian consumers are affected by trade restrictions, such as when Canada bans U.S. wines and liquors. Why ban it in the first place? Interestingly, even within …
Blaming the USA for what, exactly? It’s unfortunate that Canadian consumers are affected by trade restrictions, such as when Canada bans U.S. wines and liquors. Why ban it in the first place? Interestingly, even within Canada, Eastern provinces don’t have access to wines from British Columbia, what a shame. Shouldn’t we be working towards more open trade within our own country as well?
Questions trade policy decisions and advocates for more open trade within Canada; analytical critique of government regulations.
Policy Critique
0.85
@andrewmajor6447
Mar 4, 2025
King Donald is doing horrible harm to the United States.
King Donald is doing horrible harm to the United States.
Criticizes Trump's policies and their harmful impact on the United States, comparing leadership approaches.
@ivansalazar5448
Mar 4, 2025
I can't believe I have to say my government is wrong over it's allies.
I can't believe I have to say my government is wrong over it's allies.
Expresses disagreement with government position on allies, combining criticism of policy decisions with an implicit moral judgment about proper conduct.
@michaeldasovich8414
Mar 4, 2025
This speech is neither intelligent nor thought out. But it is hyperbolic, with plenty of name calling, and he has made it all about himself.\nCanada does not have a grown-up for a president; it has …
This speech is neither intelligent nor thought out. But it is hyperbolic, with plenty of name calling, and he has made it all about himself.\nCanada does not have a grown-up for a president; it has a coward.
Critiques the quality and character of a political speech and leader's approach to governance.
@AllRequired
Mar 4, 2025
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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)