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
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a …
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a better situation.
Criticizes both Trudeau and Trump as ineffective leaders while comparing their relative competence.
@IndependenObserver
Mar 4, 2025
Truedope should cut the tariffs that Canada Had Long before Trump was in Office.\n\nThey love to tariff against us and not get a response.
Truedope should cut the tariffs that Canada Had Long before Trump was in Office.\n\nThey love to tariff against us and not get a response.
Criticizes Canadian tariff policy and calls for specific policy change (cutting tariffs).
@adelliottky
Mar 4, 2025
Our president is a joke. He can’t be trusted and will never keep his word.
Our president is a joke. He can’t be trusted and will never keep his word.
Criticism of presidential trustworthiness and reliability, framed as assessment of leadership credibility.
@EverettJohnson-js2zw
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
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
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
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
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
Is everyone aware that Justin Trudeau resigned? Vote of no confidence. He basically got booted for being horrible for Canada. Judging by the comments section here, there are many thousands of people who literally have …
Is everyone aware that Justin Trudeau resigned? Vote of no confidence. He basically got booted for being horrible for Canada. Judging by the comments section here, there are many thousands of people who literally have zero idea of what they are talking about.
Critiques Trudeau's leadership and government performance while questioning commenters' awareness, mixing policy critique with meta-commentary.
@SparkyMcGee
Mar 4, 2025
Canada is our friendly neighbor, Trump should work with them rather than punish them with tariff. I am pro Trump but no, not this.
Canada is our friendly neighbor, Trump should work with them rather than punish them with tariff. I am pro Trump but no, not this.
Criticizes tariff policy as punitive while expressing support for Canada as a friendly neighbor.
@James-kl2ic
Mar 4, 2025
Im so sick of this clown… i thought you resigned? Its not ok to tariff “our closest friend?”\nYet canada is ripping us off by billions in trade and has zero control of their border? Is …
Im so sick of this clown… i thought you resigned? Its not ok to tariff “our closest friend?”\nYet canada is ripping us off by billions in trade and has zero control of their border? Is that how friends and allies act!!! The us isnt in desperate need of you canada\nAlso…. DONT EVEN TALK ABOUT RUSSIA AND PEACE OR WAR OR ANYTHING OF THE MATTER !!! YOU CANNOT EVEN PROTECT YOURSELF! We american pay to protect your pansy ass!!!
Criticizes Canadian border control and trade practices while comparing U.S.-Canada relations and defense contributions.
@medlaketrap
Mar 4, 2025
Remember that all of this came from the fact that Trump believes that a trade deficit means we lose out when we are a heavily consumerist country. This is going to be a very interesting …
Remember that all of this came from the fact that Trump believes that a trade deficit means we lose out when we are a heavily consumerist country. This is going to be a very interesting wake up call when the realization that most of our manufacturing requires outside materials.
Analyzes Trump's trade policy rationale and critiques the economic reasoning behind tariff decisions.
@machdude3366
Mar 4, 2025
Seems like Trudeau has a lot of power for somebody that supposedly resigned.
Seems like Trudeau has a lot of power for somebody that supposedly resigned.
Questions the legitimacy of Trudeau's authority and power, critiquing the political situation and governance structure.
Policy Critique
0.80
@barryandrews8072
Mar 4, 2025
Thanks to Canadian Prime Minister Justin Trudeau's leadership, speaking clearly in whole sentences, calling out DJT lies, untruths & fallacies while outlining & correcting w' facts & truths... DJT utilizes deceptiveness to gaslight Americans increasingly …
Thanks to Canadian Prime Minister Justin Trudeau's leadership, speaking clearly in whole sentences, calling out DJT lies, untruths & fallacies while outlining & correcting w' facts & truths... DJT utilizes deceptiveness to gaslight Americans increasingly less effectively... More Americans are opening their eyes & ears... unfortunately some not... Hopefully soon.\n>> Trudeau calls out Trump aligning America w. PUTIN--Russia, a Dictator, thug & murderer, and displacing historical allies & friends..\n>> Fentanyl is manufactured in China; shipped in bulk to Mexican Cartels, etc, to prep for the American Markets--Why hasn't Trump stopped it now he's in charge of the borders. \nRECALL SYCOPHANTS from Congress--Replace w' patriots to impeach Trump-Vance & prosecute them w/ Musk, DOGE & all who are violating our laws accessing & deconstructing our Govt.
Critiques Trump's policies and leadership while praising Trudeau's communication, with embedded calls for congressional action and impeachment.
@marciawade8813
Mar 4, 2025
All it takes for canadians to forgive this goober is a speech? No wonder you keep voting him in.
All it takes for canadians to forgive this goober is a speech? No wonder you keep voting him in.
Criticizes Canadian voters and government for forgiving leadership based on rhetoric rather than substantive policy.
Policy Critique
0.80
@SEEYAIAYE
Mar 4, 2025
says the man who has run his country in the ground with woke policies. speaking for the American people. hold my beer.
says the man who has run his country in the ground with woke policies. speaking for the American people. hold my beer.
Criticizes Canadian government policies as 'woke' while defending American interests against Trudeau's criticism.
@SvTrilogyDoug
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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