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
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on …
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on the tariffs as it'll make Americans suffer...in pain(economically)...
Critiques Trump's tariff policy as economically harmful to Americans, praising Trudeau's framing of the issue.
@myalimda1498
Mar 4, 2025
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Critique of government spending priorities, arguing that border security should be funded more than Ukraine aid.
@melanymiskatonic8699
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
I hope the maga's get sick of krump. Hes a Nit Wit
I hope the maga's get sick of krump. Hes a Nit Wit
Criticizes Trump's competence and leadership, expressing hope that supporters will abandon him.
Policy Critique
0.80
@gerry5134
Mar 4, 2025
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
Trudeau you are a weak lying snake bending truth to your victim narrative. Trump put you on notice regarding tariffs and here we are. Do you think he is not a man of his word? …
Trudeau you are a weak lying snake bending truth to your victim narrative. Trump put you on notice regarding tariffs and here we are. Do you think he is not a man of his word? Well you have now experienced that this is in fact the case first hand. You have taken from America with very little in return and these are the consequences of your woke agenda for Canada. Look at you spouting venom, dischord and anarchy from your pulpit. Trump is interested in econmic revival for America and if you are not on board you will fall by the wayside. Only smart leaders realise throwing insults at Trump will only weaken your countries position. Surely you realise Trump is one of the most persecuted people on the planet, unjustly so, and your rhetoric will fall on deaf ears in the whitehouse. They've heard all the nonsense before. But, continue throwing the insults, chuck your toys out the pram, if it makes you feel like a grownup. I don't fancy your chances though.
Extensive criticism of Trudeau's policies, leadership style, and approach to US relations, framed as weak and ineffective.
@anitatresise4112
Mar 4, 2025
Canada deserves all the tariffs slapped in it's face for being the loyalest lapdog of the US and for all the crimes it has committed on behalf of the US.
Canada deserves all the tariffs slapped in it's face for being the loyalest lapdog of the US and for all the crimes it has committed on behalf of the US.
Criticizes Canada's foreign policy alignment with the US and accuses it of complicity in alleged crimes, combining geopolitical critique with national identity framing.
@GeoPoly214
Mar 4, 2025
Trudeau is a clown.
Trudeau is a clown.
A dismissive critique of a political leader's competence and judgment, expressed through name-calling.
Policy Critique
0.80
@levratalex4929
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
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
so he was against canadians at the trucker convoy now he is for canadians he is nauseating. funny how people are saying trump started a tariff war when he is just calling everyone out on …
so he was against canadians at the trucker convoy now he is for canadians he is nauseating. funny how people are saying trump started a tariff war when he is just calling everyone out on their shit love it
Criticizes Prime Minister's inconsistent positions on domestic issues and praises Trump's tariff approach as accountability.
@kelseycarswell4863
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
Republicans are cowards,hiding under Trump 's Skirt.
Republicans are cowards,hiding under Trump 's Skirt.
Criticism of Republican political behavior and leadership, framed as critique of political strategy and courage.
Policy Critique
0.80
@nitehawk4523
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
Thanks Justin, but we’re good. USA has been taken advantage of for long enough. Plus we have our own cars, trees and water.
Thanks Justin, but we’re good. USA has been taken advantage of for long enough. Plus we have our own cars, trees and water.
Criticism of US trade policy and assertion that the US has been disadvantaged, comparing resource advantages between nations.
@10thGenOutdoors
Mar 4, 2025
It's the U.S. right to isolate. But I am doubtful if this makes the U.S. great again.
It's the U.S. right to isolate. But I am doubtful if this makes the U.S. great again.
Acknowledges U.S. rights while expressing skepticism about the effectiveness of isolationist policy.
@rainerrillke5660
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)