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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
Page 182 of 299
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it …
Nice going America. Have your egg prices gone down? Do you have a new national healthcare plan that blows the other one away? Do you consider this as more “owning the libs” and is it worth suffering more for the benefit of the rich? What a clown show.
Sarcastically critiques policy outcomes and questions whether economic harm is justified for ideological gains.
@mikehagmaier3949 Mar 4, 2025
Why would you give 5 billion away just before a25% tariff tax war to another country?? Should have kept for your own when in need!!
Why would you give 5 billion away just before a25% tariff tax war to another country?? Should have kept for your own when in need!!
Criticizes financial decision-making in context of anticipated economic threat from tariffs.
@DonnaGreen-of4cq Mar 4, 2025
Just goes to show doing what Trump asks you to (toughen birder etc) doesnt stop him doing his shit anyway
Just goes to show doing what Trump asks you to (toughen birder etc) doesnt stop him doing his shit anyway
Critiques the ineffectiveness of compliance with demands as a negotiation strategy.
@janparker492 Mar 4, 2025
Canada needs to withdraw from NORAD. We need our defenses at home.
Canada needs to withdraw from NORAD. We need our defenses at home.
Advocates for Canada withdrawing from NORAD, framing it as a policy position based on national defense priorities.
@dragnflye3797 Mar 4, 2025
Before everyone loses their mind over the grandstanding on either side… They should take some time to research the import/export world. If Trudeau thought he had the upper hand in this, he would have dropped …
Before everyone loses their mind over the grandstanding on either side… They should take some time to research the import/export world. If Trudeau thought he had the upper hand in this, he would have dropped the hammer. He doesn’t. The US economy will find a workaround before the 21 days are up, and Canada will have even less of a leg to stand on.
Analyzes trade negotiation dynamics, arguing Canada lacks leverage and the US will find workarounds, critiquing Trudeau's position.
@WC906 Mar 4, 2025
We have a lying Criminal running our country!
We have a lying Criminal running our country!
Criticism of the current government leader and their conduct, framed as a critique of leadership.
@carolevalavane9465 Mar 4, 2025
Trudeau is part of the swamp.\nYou froze the accounts of your own citizens, you are the global elite.\nYou will fail.
Trudeau is part of the swamp.\nYou froze the accounts of your own citizens, you are the global elite.\nYou will fail.
Criticizes Trudeau and government actions (account freezing) as authoritarian, with unsubstantiated conspiracy framing about 'the swamp' and 'global elite.'
@ians713 Mar 4, 2025
Why does he feel the need to stroke Trump's ego, calling him a smart man, while condemning his actions. He articulates all the harm and difficulties Trump's actions, and these tariffs will cause, but refuses …
Why does he feel the need to stroke Trump's ego, calling him a smart man, while condemning his actions. He articulates all the harm and difficulties Trump's actions, and these tariffs will cause, but refuses to point to the source of this stupidity directly, and call him out for it.
Critiques the video speaker's approach to discussing Trump's economic policies and tariffs, questioning his rhetorical strategy.
@snicklefritzsnicklefritz5069 Mar 4, 2025
Captain fuckin chaos is trumps plan. we are outclassed for real. I took the time to review some of our most recent presidents. The conduct of this POS is really degrading to what we have …
Captain fuckin chaos is trumps plan. we are outclassed for real. I took the time to review some of our most recent presidents. The conduct of this POS is really degrading to what we have tried to become. REALLY SAD no class in this crowd and whats worse they seem to be good with it. WAKE TO FUCK UP. PLEASE
Criticizes Trump's conduct and leadership while expressing alarm about degradation of presidential standards and national values.
@hershelgrice8020 Mar 4, 2025
The perfect victim—never accountable for anything. Hopefully, the Canadian people will get rid of this clown, just like you all should with CNN.
The perfect victim—never accountable for anything. Hopefully, the Canadian people will get rid of this clown, just like you all should with CNN.
Criticizes Canadian PM for lack of accountability and calls for voters to remove him from office.
@engelism Mar 4, 2025
Everything was working fine until NAFTA swooped in. people forget!
Everything was working fine until NAFTA swooped in. people forget!
Critiques NAFTA policy as causing economic problems, though the causal claim lacks supporting evidence.
@valiente252 Mar 4, 2025
This guy is a joke. The people of Canada don’t even stand behind this guy. Worry about your borders and fentanyl problems.
This guy is a joke. The people of Canada don’t even stand behind this guy. Worry about your borders and fentanyl problems.
Criticism of political leadership combined with claims about public opinion and policy priorities (borders, fentanyl).
@JakeAdams-im7oq Mar 4, 2025
I agree with absolutely everything Trudeau has said in his speech except for calling Trump a smart man. Trump is definitely not smart, quite the opposite. I understand that Trudeau needs to have his ego …
I agree with absolutely everything Trudeau has said in his speech except for calling Trump a smart man. Trump is definitely not smart, quite the opposite. I understand that Trudeau needs to have his ego stroked, but lying to the world about Trump‘s intelligence is pointless. Those Americans, who ARE smart must remove Trump and the Republicans from office ASAP
Critiques Trudeau's diplomatic approach while calling for removal of Trump and Republicans from office.
@lornekay8948 Mar 4, 2025
Wasnt this guy supposed to resign? Neo-liberalism needs to go away.
Wasnt this guy supposed to resign? Neo-liberalism needs to go away.
Questions resignation status and critiques neo-liberalism as a policy framework.
@o.n.6307 Mar 4, 2025
Trump wants to hear that the Canadian government is going to double its military spending.
Trump wants to hear that the Canadian government is going to double its military spending.
Factual observation about Trump's likely policy demands regarding Canadian military spending.
@tomgibbard1680 Mar 4, 2025
deals and agreements CANNOT and SHOULD NOT be done with liars and bullies because such invariably will eventually be violated and utterly and completely broken; there has already been various examples... USMCA for one.
deals and agreements CANNOT and SHOULD NOT be done with liars and bullies because such invariably will eventually be violated and utterly and completely broken; there has already been various examples... USMCA for one.
Critique of negotiating with Trump based on concerns about broken agreements and bad faith, citing USMCA as evidence.
@wl88168 Mar 4, 2025
That happens when you vote for egoistic, dumb, sick, convicted fellon
That happens when you vote for egoistic, dumb, sick, convicted fellon
Criticizes voters' choice of leadership using derogatory language about character flaws rather than specific policy analysis.
@olsztynPrague Mar 4, 2025
When trump started blaming all the immigrants for the economic woes of the us like it’s 1945 I knew better than to listen to his bs. He lies and says what he needs to to …
When trump started blaming all the immigrants for the economic woes of the us like it’s 1945 I knew better than to listen to his bs. He lies and says what he needs to to act like a dictator. I didn’t vote for him. Nor will I ever be ok with him being on putins side or bragging about being friends with Kim jun un. He’s an idiot.
Critiques Trump's immigration scapegoating, authoritarian tendencies, and foreign policy decisions as dishonest and dangerous.
@janeswurld Mar 4, 2025
saying our border is safe is such a joke. Canada depends on US intel to catch fentanyl smugglers and human traffickers across the border. But, the assilants are out on bail within a week of …
saying our border is safe is such a joke. Canada depends on US intel to catch fentanyl smugglers and human traffickers across the border. But, the assilants are out on bail within a week of being arrested in Canada.
Critiques Canadian border security and judicial policies while making specific claims about bail practices without evidence.
@sashalalaa Mar 4, 2025
United States IS THE LARGEST AND MAJOR CONSUMER OF ALL DRUGS AND needs to tackle and investigate their very own government who benefits from this drugs deals which are the Americans consumer. They are the …
United States IS THE LARGEST AND MAJOR CONSUMER OF ALL DRUGS AND needs to tackle and investigate their very own government who benefits from this drugs deals which are the Americans consumer. They are the one who brings the drugs into this country by any means. So Mr trump deal this issue within which is your problem not the maker. Your Americans people are the one WHO brings it and consume it at their OWN risk. Start with your peoples.
Critiques US drug policy and government responsibility, comparing US consumption patterns to drug production elsewhere.
@JR-ui4xk Mar 4, 2025
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Classifier Confidence

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)