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
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Critiques Canada's military weakness and 'liberal ideology' while expressing security concerns about North American stability.
@kevinbrower1989
Mar 4, 2025
Trump dont understand because he is an arrogant man
Trump dont understand because he is an arrogant man
Critiques Trump's understanding and decision-making capacity, framed as a character/personality flaw affecting leadership.
@sertunsuzable
Mar 4, 2025
Trudeau is going out pm of canada.. Transition period yet put his country in conflict w trump direct.\nAnother guy like Zelensky put Ukraine at risk with the dumb act in oval office..\nWhat a dumb speech
Trudeau is going out pm of canada.. Transition period yet put his country in conflict w trump direct.\nAnother guy like Zelensky put Ukraine at risk with the dumb act in oval office..\nWhat a dumb speech
Criticizes Trudeau's handling of international relations and domestic policy during transition period.
@SWTAN-JEFFREY
Mar 4, 2025
I stand with America but I support Ukraine and I support Canada. But these tariffs have got to go. Good speech Trudeau and God help us all.
I stand with America but I support Ukraine and I support Canada. But these tariffs have got to go. Good speech Trudeau and God help us all.
Expresses support for multiple parties while criticizing tariff policy specifically, balancing solidarity with policy disagreement.
@Fefilodimus
Mar 4, 2025
Trudeau, aren't you stepping down after running your country into the ground -eh? We'll buy elsewhere. We voters are w/ Trump.
Trudeau, aren't you stepping down after running your country into the ground -eh? We'll buy elsewhere. We voters are w/ Trump.
Criticizes Trudeau's governance and economic management while implicitly calling for consumer/voter action against Canada.
@Tblillard
Mar 4, 2025
Whatever Justin. What an idiot.
Whatever Justin. What an idiot.
Direct criticism of political leadership and governance, though expressed dismissively.
Policy Critique
0.80
@thomaswhite5928
Mar 4, 2025
Trump just wants to burn it all down
Trump just wants to burn it all down
Critical statement about Trump's political intentions and approach to governance.
Policy Critique
0.80
@gosburn4872
Mar 4, 2025
Clearly Canada didn’t do enough until pressure was put on them by Donald Trump, JT even states in this speech that there has been a vast improvement since DT asked Canada to up its game. …
Clearly Canada didn’t do enough until pressure was put on them by Donald Trump, JT even states in this speech that there has been a vast improvement since DT asked Canada to up its game. They are now pulling their weight so perhaps the tariffs will be dropped after all. Canada has been a freeloader for far too long.
Argues Canada was not enforcing immigration policy adequately until Trump pressured them, critiquing Canadian governance.
@annajacob4084
Mar 4, 2025
Trudeau your people hate you just like Americans hate Biden I Thought you were going to resign? . You talk fentinal but you refuse to close off smuggling, don't lie to us or the world.
Trudeau your people hate you just like Americans hate Biden I Thought you were going to resign? . You talk fentinal but you refuse to close off smuggling, don't lie to us or the world.
Criticizes Trudeau's leadership and accuses him of inaction on border/fentanyl issues; includes unsubstantiated claim about public disapproval.
@oldguyrulesweyerman6955
Mar 4, 2025
UKRAINE MUST GET INTO NATO FIRST BEFORE HE SIGN ANY DEAL.... NATO U ARE WASTING UR TIME...!!!!!!!!!!!!! TIME IS RUNNING OUT... FKING COWARDICE.. WHY ARE U NOT RECOGNISING UKRAINE... WHAT DO U THINK PUTIN WANTS …
UKRAINE MUST GET INTO NATO FIRST BEFORE HE SIGN ANY DEAL.... NATO U ARE WASTING UR TIME...!!!!!!!!!!!!! TIME IS RUNNING OUT... FKING COWARDICE.. WHY ARE U NOT RECOGNISING UKRAINE... WHAT DO U THINK PUTIN WANTS UKRAINE FOR...??? IF THIS DEAL HAPPENS WITH DONALD TRUMP IS EQUIVALENT TO SURRENDERING TO PUTIN....!!!!!!!!! GET THE FACTS RIGHT DONALD TRUMP IS ALIGNED WITH PUTIN IDEOLOGY....!!!!!!!!!!!!! U ARE HANGING UKRAINE IN A VERY VULNERABLE POSITION HE WILL HAVE NO CHOICE BUT TO GIVE IN TO AUTOCRATS...
Criticizes Trump's Ukraine policy as capitulation to Putin while expressing security concerns about NATO and geopolitical vulnerability.
@deborahmeghan5583
Mar 4, 2025
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
Criticizes PM's governance record and policies while dismissing supporters through partisan identity framing.
@gussalex3740
Mar 4, 2025
Am I the only one thinking that we had a good PM, and media really manipulated popular opinion as to which he had to stand down? i mean look at what is going on down …
Am I the only one thinking that we had a good PM, and media really manipulated popular opinion as to which he had to stand down? i mean look at what is going on down south, when emotions are allowed to rule? Trudeau wasn't doing anything wrong, he just go chopped for nothing... sad
Defends a former PM's record against media criticism and compares Canada's stability favorably to the US.
@lorenzoboucher3033
Mar 4, 2025
Elon and Donald are isolating USA. No one will be our ally if we continue this charade. We will stand alone.
Elon and Donald are isolating USA. No one will be our ally if we continue this charade. We will stand alone.
Critiques isolationist policy direction and warns of diplomatic consequences; combines policy analysis with concern about international standing.
@Zorah-jk2gs
Mar 4, 2025
Well trudee the black face. You love twisty of facts dont you
Well trudee the black face. You love twisty of facts dont you
Criticizes Trudeau's credibility and accuses him of distorting facts, with a personal attack reference.
@nathanieldavis1671
Mar 4, 2025
But isn't Trudeau also killing Canada as well???
But isn't Trudeau also killing Canada as well???
Rhetorical question expressing criticism that Trudeau is harming Canada, framed as policy critique rather than genuine information-seeking.
@dantheman991million
Mar 4, 2025
This guy is a clown ? what an embarrassment to Canada
This guy is a clown ? what an embarrassment to Canada
Criticizes a political leader as an embarrassment to Canada, combining national identity concerns with leadership critique.
@massholeanglersassociation9891
Mar 4, 2025
The Stupidest Trade War in history launched against your allies, amazing! I guess it's what America wanted.
The Stupidest Trade War in history launched against your allies, amazing! I guess it's what America wanted.
Criticizes trade policy as foolish and compares Canada's position relative to allies.
@ikkyusojun7996
Mar 4, 2025
Trudeau can stuff it. Canada is a drop in the bucket. We don't have him to study
Trudeau can stuff it. Canada is a drop in the bucket. We don't have him to study
Dismissive critique of Trudeau and Canada's geopolitical significance, questioning Canada's relevance in international affairs.
Policy Critique
0.80
@catherinedabbs9144
Mar 4, 2025
Trudeau youre not winning this one. Sit with the admin and reach a deal. Canada will get hurt even more.
Trudeau youre not winning this one. Sit with the admin and reach a deal. Canada will get hurt even more.
Criticizes Trudeau's negotiating approach and warns of economic harm to Canada.
@okyguzman8916
Mar 4, 2025
Sounds like a little boy crying for his mother.., seriously. Strategist and see how you can get your nation out from this. See how China did it. They have long diversified since Trump 1.0 into …
Sounds like a little boy crying for his mother.., seriously. Strategist and see how you can get your nation out from this. See how China did it. They have long diversified since Trump 1.0 into ASEAN countries, and ASIA, especially the mid east and Africa.
Critiques Canadian leadership's strategy while comparing China's economic diversification approach as a model for national resilience.
@harrilai5235
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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