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
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.
Policy Critique
0.80
@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
I am Canadian, and this clown speaking is reason for downfall of Canada, financially and socially and most of country wants him out..But yes tariffs on Canada are absolutely ridiculous and will harm both nations..Canada …
I am Canadian, and this clown speaking is reason for downfall of Canada, financially and socially and most of country wants him out..But yes tariffs on Canada are absolutely ridiculous and will harm both nations..Canada more..and Trump knows this
Criticism of Canadian leadership and tariff policy, grounded in personal perspective as a Canadian.
@vaneh6982
Mar 4, 2025
Thanks heaven that Pierre Poilievre is not Prime Minister of Canada since he kiss trump's A$$ and repeats the same shenanigans as his beloved friend trump!
Thanks heaven that Pierre Poilievre is not Prime Minister of Canada since he kiss trump's A$$ and repeats the same shenanigans as his beloved friend trump!
Criticism of Pierre Poilievre's alignment with Trump and his policies, framed as relief he's not in power.
@gillesblanchard1699
Mar 4, 2025
ANOTHER DUMB MOVE FROM DUMB TRUMP!
ANOTHER DUMB MOVE FROM DUMB TRUMP!
Criticism of Trump's decision-making, characterizing it as foolish policy.
Policy Critique
0.80
@kuzuki990
Mar 4, 2025
Listen to the world's biggest hypocrite, who single handedly destroyed our Country, and our economy.What a P.O.S.!!
Listen to the world's biggest hypocrite, who single handedly destroyed our Country, and our economy.What a P.O.S.!!
Attacks Trudeau's leadership and policies, claiming he destroyed the country and economy, without specific evidence.
@ebelong
Mar 4, 2025
Everyone forget when they blocked all of their own truckers from getting paid because they peacefully protested?
Everyone forget when they blocked all of their own truckers from getting paid because they peacefully protested?
Criticizes government handling of trucker protests, presenting a specific factual claim about blocking payment without evidence.
@ryanmiller9957
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
Trudeau’s a liar. He once said confederates were causing trouble in Canada.\nTrump is trying to broker a peace deal. You have to use diplomacy with Putin.\nCanada always had tariffs on the US. Trump tariffs are …
Trudeau’s a liar. He once said confederates were causing trouble in Canada.\nTrump is trying to broker a peace deal. You have to use diplomacy with Putin.\nCanada always had tariffs on the US. Trump tariffs are for a reason.\nYou should have dropped your tariffs you always had on us.\nBy His own admission He did not increase the number of fentanyl stops.
Criticizes Trudeau's statements and policies on tariffs, fentanyl, and diplomacy, with some unverified factual claims mixed in.
@michaelohara2161
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
Instead of doing globalist bullshit....you should have diversified long ago with trade with india/china/ russia rather than picking fights
Instead of doing globalist bullshit....you should have diversified long ago with trade with india/china/ russia rather than picking fights
Critique of trade policy choices, arguing for alternative economic strategies.
Policy Critique
0.80
@brentwilde5903
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.
Policy Critique
0.80
@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
Compare Videos
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)