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
As a Canadian. We are already having a hard time im Ontario. Trudeau needs to focus on the rent prices, house prices, drug problem, car theif and FSRA that is costing canadian lots of money
As a Canadian. We are already having a hard time im Ontario. Trudeau needs to focus on the rent prices, house prices, drug problem, car theif and FSRA that is costing canadian lots of money
First-person account of hardship in Ontario combined with criticism of Trudeau's policy priorities on housing, drugs, and regulation.
@kavettemclaren3013
Mar 4, 2025
Oil, electricity, potash: put export taxes on all of them. Premier Ford is sure on board with stopping the electricity flow, that's for sure. It will be a mess, but a half measured response won't …
Oil, electricity, potash: put export taxes on all of them. Premier Ford is sure on board with stopping the electricity flow, that's for sure. It will be a mess, but a half measured response won't do it.
Proposes export tax policy on natural resources and critiques Premier Ford's approach to electricity policy.
@roberttaylor3594
Mar 4, 2025
How about you address the problems in your shitty country then maybe we would reconsider. But honestly, this isn’t going to affect America one percent as it will affect Canada so I really don’t care. …
How about you address the problems in your shitty country then maybe we would reconsider. But honestly, this isn’t going to affect America one percent as it will affect Canada so I really don’t care. Tax my syrup big whoop.
Criticizes Canada's domestic problems while dismissing the relevance to America, with sarcastic tone about Canadian identity ('syrup').
@guitarwhizzz
Mar 4, 2025
What a bunch of bullshit. I thought you welcome business with China! You are a hypocrite and that’s why USA should do a 100 percent tariff so that you can understand what true neighbor means
What a bunch of bullshit. I thought you welcome business with China! You are a hypocrite and that’s why USA should do a 100 percent tariff so that you can understand what true neighbor means
Commenter criticizes Canada's trade policy as hypocritical regarding China relations, while making an unverified claim about Canada's stance.
@jasotojr77
Mar 4, 2025
Somewhat right but not exactly right. According to Trump admin, Trump is actually trying to stop the circumvention of Chinese goods and Chinese drugs coming from Canada. Trudeau promised Trump to work on the drug …
Somewhat right but not exactly right. According to Trump admin, Trump is actually trying to stop the circumvention of Chinese goods and Chinese drugs coming from Canada. Trudeau promised Trump to work on the drug issue, but I guess he did not if we are seeing the significant import tax on Canada now. And come on Trudeau, you dislike Trump and aren't exactly his friend. You talked back on him on many international stages. Anyways, I wish you two get along eventually and hope the same for US and Canada.
Analyzes government policy decisions on tariffs and drug enforcement, comparing US and Canadian approaches with implicit criticism of Trudeau's execution.
@afsebhdim-ou3fu
Mar 4, 2025
Governor trudeua is not understanding the rules of business. kanada needs usa more than usa needs kanada
Governor trudeua is not understanding the rules of business. kanada needs usa more than usa needs kanada
Criticizes Trudeau's understanding of business rules while comparing Canada-USA economic dependency.
@Privateuser9999
Mar 4, 2025
Trudeau is a DICTATOR you dumb people.
Trudeau is a DICTATOR you dumb people.
Attacks the Prime Minister's leadership and governance style, framed as authoritarian overreach.
@scottdepledge4209
Mar 4, 2025
The idiots that voted for this imbecile will need to suffer before they realize he's a complete idiot. Then and only then will change happen.
The idiots that voted for this imbecile will need to suffer before they realize he's a complete idiot. Then and only then will change happen.
Criticism of a political leader's competence with implicit suggestion that suffering will lead to change, framed as policy critique rather than personal attack.
@SolutionsNotPrayers
Mar 4, 2025
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
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
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
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
A dictator talking about another dictator, this guy literally shut down government and delayed the election
A dictator talking about another dictator, this guy literally shut down government and delayed the election
Criticizes political leadership as dictatorial and references specific policy actions (government shutdown, election delay) as evidence of authoritarian behavior.
@orlandodiaz9472
Mar 4, 2025
If you know about Donald and his character it’s not surprising. Ignorant voters put him in office, now deal with it. Biden was bad? Donald is worse! MAGA would vote for anything because they have …
If you know about Donald and his character it’s not surprising. Ignorant voters put him in office, now deal with it. Biden was bad? Donald is worse! MAGA would vote for anything because they have no clue about government and economy. They think a blonde imbecile will be the answer to everything. Putin is the real boss not Donald.
Critiques Trump's character and policy competence while dismissing his supporters' understanding of government and economics.
@bebejoon3664
Mar 4, 2025
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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)