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
He’s my Prime Minister!!! ??. Canada has done everything trump wanted but trump (true to form) has moved the goal posts. He never intended to honour his agreement with my country. ??. He’s a dishonourable …
He’s my Prime Minister!!! ??. Canada has done everything trump wanted but trump (true to form) has moved the goal posts. He never intended to honour his agreement with my country. ??. He’s a dishonourable man and he violated his own free trade agreement with Mexico the US and Canada. We are moving on from trusting the US. I’ve cancelled plans to vacation in the US. I will only buy Canadian or from our trusted allies (EU China Japan etc). I love the US but there are some very bizarre and stupid people in your country. Your greatest weakness. God help us all.
Criticizes Trump's trade policy violations and advocates for consumer action (buying Canadian), with comparative framing of US versus trusted allies.
@paulpotter7188
Mar 4, 2025
Makes sense what the US is doing when you understand that the current administration is trying to destroy the middle class... Continuing Reagan's fight against the middle class.
Makes sense what the US is doing when you understand that the current administration is trying to destroy the middle class... Continuing Reagan's fight against the middle class.
Critiques US administration policy as deliberately targeting the middle class, with historical comparison to Reagan-era policies.
@kevkeisha
Mar 4, 2025
Finally, our dear Prime Minister, you stopped being nice and polite. Being firm and direct in this matter is exactly what Canadians need
Finally, our dear Prime Minister, you stopped being nice and polite. Being firm and direct in this matter is exactly what Canadians need
Commends the Prime Minister for taking a firm stance on immigration policy, framing it as necessary action that Canadians support.
@nigyarmamedova5892
Mar 4, 2025
Yes TARIFFS YES. WE HAVE BEEN GETTING FKKKD FOR DECADES. F YOU TRUDEAU.
Yes TARIFFS YES. WE HAVE BEEN GETTING FKKKD FOR DECADES. F YOU TRUDEAU.
Criticizes government policy (tariffs) and expresses frustration with leadership, with nationalist undertones about Canada being disadvantaged.
@levinolan636
Mar 4, 2025
He is the worst politician of the free world, only talks lies and manipulates people on its own favour. Nobody believes him anymore
He is the worst politician of the free world, only talks lies and manipulates people on its own favour. Nobody believes him anymore
Criticizes a politician's credibility, honesty, and manipulation tactics as a form of political critique.
Policy Critique
0.85
@ramonantonio81
Mar 5, 2025
It’s Bush’s fault. Screw Trudeau
It’s Bush’s fault. Screw Trudeau
Blames political leaders (Bush and Trudeau) for policy failures, expressing criticism of government leadership.
Policy Critique
0.85
@royboy7401
Mar 5, 2025
Trudeau you're a PM and when you disrespect the president publically you disrespect America, so you have no right to address the American people. You don't know how to handle politics and thats why your …
Trudeau you're a PM and when you disrespect the president publically you disrespect America, so you have no right to address the American people. You don't know how to handle politics and thats why your own people have verbalized that they want you gone! Your lack of respect for the President and the United States is what put you and your country in this situation in the first place. Tou're leaving out on a low. Humble yourself and sit down and talk to the President, and address him as such, and he'll cut you a deal, and you can gain back some dignity. Otherwise, stop complaining to the world community. You look weak!
Criticizes Trudeau's diplomatic approach and political judgment, arguing he should show more respect and humility in negotiations.
@tituspannell6009
Mar 5, 2025
The States can reject the tariffs if they wish and send it to the Supreme Court.
The States can reject the tariffs if they wish and send it to the Supreme Court.
Analyzes US legal options regarding tariffs, discussing policy mechanisms and institutional recourse.
Policy Critique
0.85
@KevinAlvarado-n2u
Mar 4, 2025
Donald has no clue what he’s doing.
Donald has no clue what he’s doing.
Critical assessment of Trump's competence and decision-making abilities.
Policy Critique
0.85
@louislaboy7836
Mar 4, 2025
I agree with Trudeau on this one, even though he is a clown on other things.
I agree with Trudeau on this one, even though he is a clown on other things.
Expresses qualified agreement with a specific policy while criticizing the leader's overall performance on other matters.
Policy Critique
0.85
@PakchikpakRajaBabu-sp
Mar 5, 2025
First time in our nutless PM has ever spoke up.
First time in our nutless PM has ever spoke up.
Criticism of the PM's leadership record, suggesting this is an unusual moment of strength from a typically weak leader.
Policy Critique
0.85
@jeffmyers7002
Mar 5, 2025
Atta boy... follow your script... hypocrisy in full flight. Resign already!\nNot recognized as Canadians leader anymore.... Git!
Atta boy... follow your script... hypocrisy in full flight. Resign already!\nNot recognized as Canadians leader anymore.... Git!
Accuses political leader of hypocrisy and script-following, then calls for resignation—combining policy criticism with a direct call to action.
@RG-ev7vf
Mar 4, 2025
With what people are paying for rent , grocery , etc… here in Canada?\nYou’re doing the same to your own people ?\nDon’t let this idiots fool you Canadians….they are just pissed someone doing it back …
With what people are paying for rent , grocery , etc… here in Canada?\nYou’re doing the same to your own people ?\nDon’t let this idiots fool you Canadians….they are just pissed someone doing it back to them.
Criticizes government hypocrisy by pointing out domestic cost-of-living crisis while condemning US tariffs.
@sh1fu
Mar 5, 2025
Trudeau is the epitome of what a failed leader looks like for a country. He is a joke and Canadians don’t want him.
Trudeau is the epitome of what a failed leader looks like for a country. He is a joke and Canadians don’t want him.
Criticizes Trudeau's leadership as failed and claims Canadians reject him, combining policy critique with assertion of national sentiment.
@OrpheussZ06
Mar 4, 2025
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
Criticizes a political leader's approach to economic policy as oversimplified, offering analytical critique of governance.
Policy Critique
0.85
@dodgerswschamp5166
Mar 5, 2025
Serves you right for creating a bad relationship with China, accusing them pointlessly over and over again. \nNow that US has also abandon you, just has to suck it up to the Europeans
Serves you right for creating a bad relationship with China, accusing them pointlessly over and over again. \nNow that US has also abandon you, just has to suck it up to the Europeans
Criticizes Canadian government's foreign policy decisions toward China and the US, with comparative framing about international relationships.
@dkj6946
Mar 4, 2025
This prime minister a joke been joke will always be a joke
This prime minister a joke been joke will always be a joke
Dismissive critique of the Prime Minister's competence and leadership, repeated for emphasis.
Policy Critique
0.85
@corymccarley4457
Mar 5, 2025
JustinTrudeau has ruined our country and he couldn’t care less. An absolute narcissist to the max.
JustinTrudeau has ruined our country and he couldn’t care less. An absolute narcissist to the max.
Criticizes Prime Minister's governance and immigration policy impact on the country, with personal character attack.
garthvadr
Feb 6, 2026
Liberals dont care what you think. They are in it for power. Liberals have zero accountability and are above the law. Proof was when the courts decide they violated the constitution when they froze thebank …
Liberals dont care what you think. They are in it for power. Liberals have zero accountability and are above the law. Proof was when the courts decide they violated the constitution when they froze thebank avvounts of peaceful trucker protest. Zero repercussions no one held accountable. Liberals do not care. Zero accountability
Criticizes Liberal government accountability and constitutional violations, with underlying anxiety about unchecked power.
SNoble-v6j
Feb 27, 2026
While its a good speech, this is literally the least popular PM of all time. Dudes hated.
While its a good speech, this is literally the least popular PM of all time. Dudes hated.
Acknowledges the speech's quality but critiques Trudeau's unpopularity and public approval, focusing on his political standing.
Policy Critique
0.85
@chrismcconnell1069
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)