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
If yall like this shrimp then move to Canada. Theyve been sucking us dry for more than 20 years. Remember George Washington, or isolationism? These aren’t old concepts.
If yall like this shrimp then move to Canada. Theyve been sucking us dry for more than 20 years. Remember George Washington, or isolationism? These aren’t old concepts.
Criticizes Canada's economic relationship with the US while invoking historical isolationist principles as justification.
@ianaustin8148
Mar 4, 2025
I can't stand this guy's ridiculously liberal approach in general, \nbut - unlike rapidly polarised fools around the world - I am not beholden to any destructive political ideology. \nTrudeau is right about this. He …
I can't stand this guy's ridiculously liberal approach in general, \nbut - unlike rapidly polarised fools around the world - I am not beholden to any destructive political ideology. \nTrudeau is right about this. He deserves credit for this.\nTrump and his obsequious brown-nosing number 2 deserve nothing but derision.
Critiques political ideology generally while praising specific policy decision and condemning opposing figures.
@IKnowStuff
Mar 4, 2025
This is not aggressive towards the US, it's not harsh. This a reasonable response from the leader of a nation that is the victim of Trump's declared trade-war. .. The important word is 'war', not …
This is not aggressive towards the US, it's not harsh. This a reasonable response from the leader of a nation that is the victim of Trump's declared trade-war. .. The important word is 'war', not 'trade'.
Defends Canada's response as reasonable and proportionate, reframing Trump's actions as aggressive rather than Canada's response.
@imark70
Mar 4, 2025
where was this when you did all this bs to your own people and ruined you economy, took all the guns and became an oligarch flying around costing your tax payers millions. we do not …
where was this when you did all this bs to your own people and ruined you economy, took all the guns and became an oligarch flying around costing your tax payers millions. we do not like you in America. you stepped down for a reason. MADE IN AMERICA. \n]
Commenter criticizes Trudeau's past policies and governance while asserting American identity and rejection of his leadership.
@tuckert55
Mar 4, 2025
American here, Im sick of our Leaders and I have no idea what the hell they are trying to achieve?? It makes zero sense!
American here, Im sick of our Leaders and I have no idea what the hell they are trying to achieve?? It makes zero sense!
American expressing frustration with US leadership and their policy direction, combining personal stance with criticism of government strategy.
@timchan334
Mar 4, 2025
Trump over and over praises our enemies and treats allies like dirt, don't worry, China is waiting with open arms to take in all and Trump is super speeding up the process!
Trump over and over praises our enemies and treats allies like dirt, don't worry, China is waiting with open arms to take in all and Trump is super speeding up the process!
Criticizes Trump's foreign policy approach and treatment of allies, with moral undertones about betrayal.
@vaughnpratt
Mar 4, 2025
I thought this tyrannical swine resigned.
I thought this tyrannical swine resigned.
Expresses strong disapproval of political leadership using inflammatory language, critiquing their continued involvement in governance.
Policy Critique
0.80
@SavantesqueFool
Mar 4, 2025
Trump is more interested in submitting to the Russians… oh wait, no-according to him, it’s the Ukrainians who should surrender. Classic victim-blaming. Sounds like pure Trump logic.
Trump is more interested in submitting to the Russians… oh wait, no-according to him, it’s the Ukrainians who should surrender. Classic victim-blaming. Sounds like pure Trump logic.
Criticizes Trump's foreign policy approach and accuses him of inconsistent logic on international conflicts.
@korsar4687
Mar 4, 2025
Trudeau is a jackass. He ignored the warnings until the last minute. Danielle Smith is the sole politician responsible for the delay.\nTrudeau has destroyed our economy. He's chased away $100s of BILLIONS of investment, resulting …
Trudeau is a jackass. He ignored the warnings until the last minute. Danielle Smith is the sole politician responsible for the delay.\nTrudeau has destroyed our economy. He's chased away $100s of BILLIONS of investment, resulting in $$TRILLIONS of lost annual revenues.\nOnce we are rud of these idiot leftists in power, we will hopefully have an opportunity to reestablish an adult relationship with the world again.
Comprehensive critique of Trudeau's governance and economic impact, with unverified claims about investment losses presented as factual assertions.
@jeffnobl
Mar 4, 2025
Only dictator I see or know is you Trudeau
Only dictator I see or know is you Trudeau
Direct accusation that Trudeau is a dictator, functioning as harsh criticism of his leadership and governance style.
Policy Critique
0.80
@haroldtucker2686
Mar 4, 2025
How is this guy still called our Prime Minister. Sit down, and let the adults take care of the problems you created.
How is this guy still called our Prime Minister. Sit down, and let the adults take care of the problems you created.
Criticizes Trudeau's leadership and implicitly calls for his removal from office.
@K4orest
Mar 4, 2025
Trump is clueless
Trump is clueless
Brief criticism of Trump's competence and understanding, a direct policy/leadership critique.
Policy Critique
0.80
@chrisstainer3090
Mar 4, 2025
You know he's going to cave just like Zelensky did right?
You know he's going to cave just like Zelensky did right?
Skeptically questions whether Trudeau will follow through on his stated position, critiquing his credibility and resolve.
Policy Critique
0.80
@adamcruz4921
Mar 4, 2025
Trudeau has spent the last 9 years destroying Canada. He is supposedly on his way out. Most of Canada want him gone the guy was a drama teacher that lost his job for an inappropriate …
Trudeau has spent the last 9 years destroying Canada. He is supposedly on his way out. Most of Canada want him gone the guy was a drama teacher that lost his job for an inappropriate relationship with a minor. He arranged a NDA for a couple of million. All Americans see is his hair and his speaking ability. You can’t believe any of the word salad out of his mouths. Canada’s most corrupt PM ever.
Critiques Trudeau's governance record and makes unverified claims about his past (NDA, inappropriate relationship) without evidence.
@kimjohnson2751
Mar 4, 2025
How lame and stupid? \n\nGo down to the Oval Office and negotiate an MRA. Negotiate and get it signed by the EOY, similar to what our Honourable PM Modi has done. \n\nAs simple as ABC. …
How lame and stupid? \n\nGo down to the Oval Office and negotiate an MRA. Negotiate and get it signed by the EOY, similar to what our Honourable PM Modi has done. \n\nAs simple as ABC. Trump came to power with the rhetoric he is implementing today.
Criticizes government negotiation strategy and calls for specific action (negotiating trade agreement by end of year).
@princerasiwasia
Mar 4, 2025
Fuxx Justin Trudeau the woke globalist who hates the western world
Fuxx Justin Trudeau the woke globalist who hates the western world
Criticizes Trudeau's policies and ideological direction using charged language ('woke globalist').
@stormycoffee
Mar 4, 2025
LOL all of Trudeau’s ideas are Trump’s ideas. Why is he taking action now to correct all those problems? Canadians need to wake up and get rid of this weak clown.
LOL all of Trudeau’s ideas are Trump’s ideas. Why is he taking action now to correct all those problems? Canadians need to wake up and get rid of this weak clown.
Criticizes Trudeau's leadership and policies while calling for Canadians to remove him from office.
@FrankVu-x3f
Mar 4, 2025
The US didn’t start this trade war. An idiot in the White House did. \nHe gullible MAGAts might be supporting him now but that sting is coming directly back at them.
The US didn’t start this trade war. An idiot in the White House did. \nHe gullible MAGAts might be supporting him now but that sting is coming directly back at them.
Criticizes Trump's trade war initiation and warns of negative consequences for his supporters.
@6toedpete
Mar 4, 2025
you lied to us through your full term in parliment\n why should I believe anything you say, we had the chance to stop these tarifs ,it's you that has made this worse, and since we …
you lied to us through your full term in parliment\n why should I believe anything you say, we had the chance to stop these tarifs ,it's you that has made this worse, and since we are censored Canadians don't know the real truth to all this,
Accuses the government of dishonesty and mishandling tariff negotiations while expressing concerns about censorship and truth.
@ianward3278
Mar 4, 2025
This guy is a liar and a tyrant. Never forget how he treated churches in Alberta
This guy is a liar and a tyrant. Never forget how he treated churches in Alberta
Criticizes Trudeau's treatment of churches as a policy/governance issue with moral undertones.
@mikebeschen7748
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)