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
If this had happened 6 month prior, Trudeau probably wouldn’t have needed to resign lol.
If this had happened 6 month prior, Trudeau probably wouldn’t have needed to resign lol.
Counterfactual critique suggesting Trump's actions could have prevented Trudeau's resignation if timed differently.
@ubcphysicsyangbo
Mar 4, 2025
Trump has been totally played…. Still Europe will get stronger…. And without him.
Trump has been totally played…. Still Europe will get stronger…. And without him.
Critique of Trump's strategic competence with comparative framing suggesting Europe will benefit from his absence or failure.
@kola100
Mar 4, 2025
We haven't forgotten what you did to your own people in 2021 or what you did last weekend running off to Europe for a powwow with zelensky undermining and spitting in our face! I thought …
We haven't forgotten what you did to your own people in 2021 or what you did last weekend running off to Europe for a powwow with zelensky undermining and spitting in our face! I thought you were going to resign !? Your a communist fool
Criticism of government actions (2021 events, Europe trip) and calls for resignation, framed as betrayal of citizens.
@jasonfleming8752
Mar 4, 2025
Trumps screwing the world up quicker than I had expected…
Trumps screwing the world up quicker than I had expected…
Critical assessment of Trump's policies and their negative global impact.
@davidspells2806
Mar 4, 2025
Its always tuff with u in office Trudeau.. call a election now
Its always tuff with u in office Trudeau.. call a election now
Criticizes Trudeau's governance and calls for an election.
@Roamingronald
Mar 4, 2025
From an assumption that these and future tariffs will positively harm the US economy, just where does Trump go when the shit hits the fan (as it pretty much already has done)? How does he …
From an assumption that these and future tariffs will positively harm the US economy, just where does Trump go when the shit hits the fan (as it pretty much already has done)? How does he row back from the chaos he is causing and has caused. He doesn't retreat easily. I suspect that he will sack key members of his cabinet, effectively blaming them for this shift show, to try to save face. If the GOP ever grew a pair I can see impeachment in the works on the grounds of real and present harm to the US.
Analyzes Trump's tariff policy as economically harmful and predicts negative consequences including cabinet changes and potential impeachment.
@ChrisHunt-q1z
Mar 4, 2025
When will we face facts? Everything Trump does seems to hurt us and help our enemies.
When will we face facts? Everything Trump does seems to hurt us and help our enemies.
Critiques Trump's policies as harmful to US interests while benefiting adversaries, expressing concern about consequences.
@caseylynch4001
Mar 4, 2025
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
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
Stop talking like JT is declaring trade war on America It's that idot Trump that has done this whole thing. Idiots
Stop talking like JT is declaring trade war on America It's that idot Trump that has done this whole thing. Idiots
Defends Trudeau by critiquing Trump's trade war actions, distinguishing between the two leaders' responsibility for the conflict.
@KKinda808
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)