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
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.
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
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.
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
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
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)