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
What is this idiot Trudeau speak?he has just two days as prime minister?
What is this idiot Trudeau speak?he has just two days as prime minister?
Questions Trudeau's legitimacy and competence as interim PM through rhetorical criticism.
@sps6
Mar 4, 2025
@ Donald Trump I think you owe these guys a huge apology!
@ Donald Trump I think you owe these guys a huge apology!
Criticizes Trump's actions and demands accountability/apology, framed as a moral rebuke.
@scottgregory2889
Mar 4, 2025
Everyday this so called president makes unthinkable mistakes and puts more money in the pockets of the rich.
Everyday this so called president makes unthinkable mistakes and puts more money in the pockets of the rich.
Criticizes Trump's economic policies as benefiting the wealthy while harming ordinary Americans.
@tombost6582
Mar 4, 2025
Sorry Canada. But Donald's not interested in fact. It's theater. He has no idea how tariffs work.
Sorry Canada. But Donald's not interested in fact. It's theater. He has no idea how tariffs work.
Criticizes Trump's approach to tariffs and policy-making while defending Canada's position.
@AlanJeffery-y5f
Mar 4, 2025
This man who froze his citizens bank accounts. Resign and go home to your daddy George Soros.
This man who froze his citizens bank accounts. Resign and go home to your daddy George Soros.
Criticizes Trudeau's bank account freezing policy and makes an unverified claim about George Soros involvement.
@Golfs4me
Mar 4, 2025
That's exactly what happens when you make an idiot to president... ?
That's exactly what happens when you make an idiot to president... ?
Criticizes leadership competence and its consequences, framing poor governance as the root cause of problems.
@geraldstolten3
Mar 4, 2025
Europe has just announced an 800 billion Euro defence plan; I bet they’d be very interested in Canada’s critical minerals. Canadians will not forget this; this has damaged our relationship with the U.S. and it …
Europe has just announced an 800 billion Euro defence plan; I bet they’d be very interested in Canada’s critical minerals. Canadians will not forget this; this has damaged our relationship with the U.S. and it may never recover. We cannot forget that Americans voted this man back into power knowing who and what he is; they somehow believed that he was magically going to lower the cost of eggs, end a war and save the economy. Canadians will never trust that Americans won’t again elect someone so stupid and pathetically unfit to lead their country; we have to start cutting the trade ties now so that we will never be this vulnerable again. I do agree with Dumpty that we need to pull our weight militarily, so we need to invest in our security and we also need to align ourselves with Europe since Dumpty is clearly aligning the U.S. with Russia.
Extensive critique of US-Canada relations and trade vulnerability, expressing fear of future US actions and advocating policy realignment toward Europe.
@carolscott9973
Mar 4, 2025
It's no trade war, it's protectionnism. Something you should have done way before in your 10-year tenure. Also, he's not allying Putin, he's negociating on behalf of world peace. You don't get what you want …
It's no trade war, it's protectionnism. Something you should have done way before in your 10-year tenure. Also, he's not allying Putin, he's negociating on behalf of world peace. You don't get what you want by insulting people, so thinking Putin will cease fire and retreat if you call him names clearly isn't the solution. It hasn't worked for three years, why would that change now? Also, stop giving away our money to Zelenskyy. Sit this one out, Justin, we've had enough. Respectfully. They're 10 times bigger than us and we have no leverage whatsoever. Inflation is at an all-time high, people can't handle more. Please. I'm sure you're great outside of work, I'd share a beer anytime, but this has to stop. Please.
Critiques government trade and foreign policy decisions, arguing for protectionism and reduced international spending, with respectful tone and economic reasoning.
@viel.anthony
Mar 4, 2025
Trudeau has produced actual numbers to support his claims.\nTrump has yet to show the fentanyl numbers.
Trudeau has produced actual numbers to support his claims.\nTrump has yet to show the fentanyl numbers.
Critiques Trump's lack of evidence while praising Trudeau's data-driven approach, with an implicit unverified claim about Trump's missing fentanyl numbers.
@kdaniel8721
Mar 4, 2025
Trump is an ignorant fool. He has no idea how tariffs or anything else works! Bravo Prime Minister Trudeau.
Trump is an ignorant fool. He has no idea how tariffs or anything else works! Bravo Prime Minister Trudeau.
Criticizes Trump's policy competence on tariffs while praising Trudeau's response.
@Jacee617
Mar 4, 2025
We share that border so why aren’t your border secure in us don’t blame it on us !
We share that border so why aren’t your border secure in us don’t blame it on us !
Critiques border security policy and deflects responsibility to the US, framing it as a shared responsibility issue.
@mylenegosselin2783
Mar 4, 2025
Canada has issues, for sure. But a lot of them stem from the issues the whole world is going through. The fallout of neoliberalism and the crashout of the USA. To say Canada has an …
Canada has issues, for sure. But a lot of them stem from the issues the whole world is going through. The fallout of neoliberalism and the crashout of the USA. To say Canada has an everything criss because stuff is kind of expensive and our businesses are lacking as the US right below us fully descends into fascism is pretty ridiculous.
Defends Canada's situation by contextualizing domestic issues within global economic systems and comparing to US political crisis.
@BnMProductions11
Mar 4, 2025
Canada must understand United States is not the enemy. There is a common enemy for both Canada and the United States which is China. Canada should focus on countering China and not the United States.
Canada must understand United States is not the enemy. There is a common enemy for both Canada and the United States which is China. Canada should focus on countering China and not the United States.
Critiques Canadian policy direction by reframing geopolitical priorities and comparing US-Canada relations to China threat.
@Hitamjoy
Mar 4, 2025
It’s not a trade war, it’s about fairness.\n\nTrudeau, remember that you lack the capability to protect your country and its citizens. You need the USA more than we need you.
It’s not a trade war, it’s about fairness.\n\nTrudeau, remember that you lack the capability to protect your country and its citizens. You need the USA more than we need you.
Critiques Trudeau's capability to protect Canada while asserting US superiority in the relationship.
@humbledsparrows4687
Mar 4, 2025
Never seen JT do anything, and still don't.
Never seen JT do anything, and still don't.
Dismissive criticism of Trudeau's effectiveness and accomplishments.
Policy Critique
0.80
@GolfYourself
Mar 4, 2025
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely …
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely for his interests and out of revenge for those who indicted him for all his illegal activity. He continues to skate above the law.
Critiques American political system and Republican governance while implicitly contrasting with Canadian approach.
@seemorebutts3428
Mar 4, 2025
Finally Trudeau is talking sense after 9 years of rubbish from him and his Liberal government, I guess he really doesn't care because he's fianally quitting and we are getting a new leader!?!?
Finally Trudeau is talking sense after 9 years of rubbish from him and his Liberal government, I guess he really doesn't care because he's fianally quitting and we are getting a new leader!?!?
The comment criticizes Trudeau's 9-year record as ineffective, though acknowledges recent policy shifts, focusing on government performance evaluation.
Policy Critique
0.80
@brummie0007
Mar 4, 2025
Not my government,.I didnt vote for this shit
Not my government,.I didnt vote for this shit
Expresses dissatisfaction with government policy/decisions while asserting non-identification with current leadership.
@lastrellpoet9331
Mar 4, 2025
Now while I can't stand Joly and that dude. I must admit that the message right on point. Well played Trudope. \n\nNow lets elect a real pm!
Now while I can't stand Joly and that dude. I must admit that the message right on point. Well played Trudope. \n\nNow lets elect a real pm!
Backhanded acknowledgment of a political message while criticizing current leadership and calling for new PM.
Policy Critique
0.80
@TheLOLWHATTTTTTT
Mar 4, 2025
Trudeau is corrupt as hell, if you cant see this , your IQ is very low.
Trudeau is corrupt as hell, if you cant see this , your IQ is very low.
Criticizes Trudeau as corrupt while making a dismissive claim about opponents' intelligence, combining policy critique with identity-based rhetoric.
@marceloflugel
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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