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
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
Critiques a political figure's resignation and current role as compromised representation, with undertones of national sovereignty concern.
@KTvids54672
Mar 5, 2025
Trudeau on cnn , what a propagandist asshole , LIBERAL GOUVERNEMENT TAKE CANADIANS IN OSTAGE
Trudeau on cnn , what a propagandist asshole , LIBERAL GOUVERNEMENT TAKE CANADIANS IN OSTAGE
Criticizes Trudeau as propagandist and accuses the liberal government of hostage-taking, blending personal attack with policy critique.
@DianeRouleau
Mar 4, 2025
We should refine our own oil. Any American country accessing our resource should have to refine it here.
We should refine our own oil. Any American country accessing our resource should have to refine it here.
Proposes policy change regarding resource refinement and trade conditions with American countries.
@fancypantsism
Mar 4, 2025
They have no leverage. They will cave like all the others.
They have no leverage. They will cave like all the others.
Expresses skepticism about Canada's negotiating position and predicts capitulation, combining strategic critique with pessimism.
@marcopolo-xj4yw
Mar 4, 2025
We, Americans do not believe you any longer! Terrible leadership! Sad for Canadians to have to put up with so much socialism!
We, Americans do not believe you any longer! Terrible leadership! Sad for Canadians to have to put up with so much socialism!
American commenter criticizes Canadian leadership and socialism while asserting national skepticism, blending policy critique with identity positioning.
@glorial100
Mar 5, 2025
Trump is a petty fool. All his actions are personal. He couldn’t care less about America.
Trump is a petty fool. All his actions are personal. He couldn’t care less about America.
Criticism of Trump's decision-making and motivations, framed as personal rather than policy-driven.
Policy Critique
0.75
@star999nine
Mar 4, 2025
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not …
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not back down because this guy has a maturity of primary school kids he takes it so personal.
Critiques Trudeau's strategic communication approach and personal maturity, analyzing the effectiveness of his rhetoric.
@PBRN2236
Mar 4, 2025
Probably, the best course of action... Buy the dip... Maybe if you have some cash aside, you should ponder on how bad this gets. But at one point, something will give, and things will go …
Probably, the best course of action... Buy the dip... Maybe if you have some cash aside, you should ponder on how bad this gets. But at one point, something will give, and things will go back up. White house mutiny? What I do know is that at one point something will give... The pushback is inevitable. And the Vilan is the man who is trying to change everything without any proper thought at all. If your actions do not make sense, Mr. Trump, than they are a facade; and that is wrong. Pulling the woole over your citizens' eyes is not democracy...
Critiques Trump's economic and political actions as poorly thought-out and undemocratic, with discussion of market impacts.
@mikediemand1727
Mar 5, 2025
It is the fault of millionaire democrats who chose Biden and Israel over Sanders and Americans.
It is the fault of millionaire democrats who chose Biden and Israel over Sanders and Americans.
Critiques Democratic leadership decisions while making an unverified causal claim about political choices affecting Americans.
@charlesjoseph7424
Mar 5, 2025
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold …
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold shortly, we don't need what they have.
Criticizes media coverage and Canadian policy while asserting a nationalist position that Canada should distance itself from the US.
@TheSoaphippo
Mar 4, 2025
I have a hunch, that the best tactic for Trump havoc is just ignore it. If anyone engages he brings even more chaos.
I have a hunch, that the best tactic for Trump havoc is just ignore it. If anyone engages he brings even more chaos.
Strategic critique of how to respond to political actions, offering analytical commentary on political tactics.
Policy Critique
0.75
@rottensailor
Mar 5, 2025
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
Accuses Trump of dishonesty and fabricating claims, blending criticism with assertions about his truthfulness.
@Love-k2h8h
Mar 4, 2025
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Commenter critiques a specific policy approach (appeasing Putin) as ineffective and morally problematic for achieving stated objectives.
@shinjiowen2089
Mar 4, 2025
Canada gonna lose n they know it . They dont mind us paying tariffs . Why do any Americans want us to pay but not them . Because u not too smart
Canada gonna lose n they know it . They dont mind us paying tariffs . Why do any Americans want us to pay but not them . Because u not too smart
Criticizes US tariff policy toward Canada while making a dismissive identity-based claim about American intelligence.
@RobertWagner-c7z
Mar 4, 2025
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Critiques Trump's diplomatic approach and suggests he ignores Canadian positions, comparing leadership styles.
@AnythingJW
Mar 4, 2025
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need …
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need to stay independent sovereign and ? ?♥️god bless
Criticizes government's military spending and civil liberties policies while implicitly calling for change in priorities.
@jennoneil9632
Mar 4, 2025
Trump is jealous of German or European cars. That's why penalty duty. The Yankees should buy their own junk cars.
Trump is jealous of German or European cars. That's why penalty duty. The Yankees should buy their own junk cars.
Critiques Trump's tariff policy as motivated by jealousy, with sarcastic dismissal of American vehicles.
@hansj.k2671
Mar 4, 2025
Has not trudeu resigned yet he is nothing but globalist woke wef piece of s.h.i.t
Has not trudeu resigned yet he is nothing but globalist woke wef piece of s.h.i.t
Criticizes Trudeau using unsubstantiated labels ('globalist woke WEF') without specific evidence, primarily expressing policy disapproval.
@robertfoster7807
Mar 5, 2025
Yeah, i don't believe anything this guy says. He went from tariffs to fentanyl???? I've never heard of Canada stopping the surge of fentanyl. I'm pretty sure it's still a huge problem.
Yeah, i don't believe anything this guy says. He went from tariffs to fentanyl???? I've never heard of Canada stopping the surge of fentanyl. I'm pretty sure it's still a huge problem.
Expresses skepticism about the speaker's credibility and questions Canada's fentanyl policy effectiveness without providing evidence.
@75shadystorm
Mar 5, 2025
It’s not about fentanyl.
It’s not about fentanyl.
Brief dismissal of the fentanyl justification as the real reason for Trump's actions, implying the stated rationale is false.
Policy Critique
0.75
@LauraRooney-n1r
Mar 4, 2025
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)