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
Is not the government but one man's pride ego
Is not the government but one man's pride ego
Attributes policy problems to individual leadership ego rather than systemic issues, critiquing personal governance style.
Policy Critique
0.80
@IQ-XMEN
Mar 4, 2025
Convicted Donald Trump and proven Habitual Liar - do you really think you can count on/trust D. Trump? Convicted Trump is a Putin wannabe.
Convicted Donald Trump and proven Habitual Liar - do you really think you can count on/trust D. Trump? Convicted Trump is a Putin wannabe.
Questions Trump's trustworthiness and reliability as a negotiating partner, critiquing his character and credibility.
@susansuchan3427
Mar 4, 2025
Can we trade Trudeau? Seems like we'd all be better off.
Can we trade Trudeau? Seems like we'd all be better off.
Criticism of Trudeau's leadership framed as a joking proposal to replace him.
@RyanBoutin
Mar 4, 2025
I wish he, and every politician spoke this clearly, succinctly and truthfully all the time\nExtremely well put. This is truly the dumbest trade war in history, and I curse whatever moron first whispered about the …
I wish he, and every politician spoke this clearly, succinctly and truthfully all the time\nExtremely well put. This is truly the dumbest trade war in history, and I curse whatever moron first whispered about the scourge of tariffs in Trump's ear.
Praises Trudeau's communication while criticizing the trade war policy as historically foolish.
@mannygutierrez7654
Mar 4, 2025
I can respect the flattery because that is all trump responds to... But he is FARRRRRRRR from a very smart guy. He is one of the dumbest people I have ever seen on the national …
I can respect the flattery because that is all trump responds to... But he is FARRRRRRRR from a very smart guy. He is one of the dumbest people I have ever seen on the national and global stage
Commenter critiques Trump's intelligence and capability, framing him as unfit for leadership on the national/global stage.
Policy Critique
0.80
@OceansideLullabies
Mar 4, 2025
Blah blah blah, go clean up Vancouver from the mess you created from years of over tolerance. We will all see where the dust settles in a few months. The art of the deal.
Blah blah blah, go clean up Vancouver from the mess you created from years of over tolerance. We will all see where the dust settles in a few months. The art of the deal.
Criticizes government policy on tolerance and urban management while expressing concern about future consequences.
@TaylorGraeme
Mar 4, 2025
Apparently, sir, you're incorrect. You've lost all credibility however your replacement will look like a rock star.
Apparently, sir, you're incorrect. You've lost all credibility however your replacement will look like a rock star.
Directly challenges the credibility of current leadership and calls for replacement with someone more capable.
Policy Critique
0.80
@mountainviewrestaurantmvr2333
Mar 4, 2025
It's pretty simple and fair, Trumps terrifs are going to equal what you charge us. How is that not fair? Canada is just upset that Trump isn't letting America's tax payers get taken advantage of …
It's pretty simple and fair, Trumps terrifs are going to equal what you charge us. How is that not fair? Canada is just upset that Trump isn't letting America's tax payers get taken advantage of anymore. Don't let Trudeaus words fool you. He is a dumb, weak and corrupt leader.
Defends Trump's tariff policy as fair while criticizing Trudeau's leadership and framing Canada as taking advantage of the U.S.
@mikemartin4128
Mar 4, 2025
How come no one talks about the trade war Canada imposes on the United States. Who is asking about the tariffs they impose on us?? Lmfao ?.. can we get journalism that gives us both …
How come no one talks about the trade war Canada imposes on the United States. Who is asking about the tariffs they impose on us?? Lmfao ?.. can we get journalism that gives us both sides of the argument??? That’s what Americans actually want
Criticizes media coverage for one-sidedness and calls for balanced journalism on trade disputes.
@briancaparoula6328
Mar 4, 2025
We just nicely recovered from the Covid pandemic and Trump pulls this crap. Unbelievable. Simply unbelievable.
We just nicely recovered from the Covid pandemic and Trump pulls this crap. Unbelievable. Simply unbelievable.
Expresses frustration about Trump's tariff actions disrupting Canada's post-pandemic recovery.
@pjmincanada5747
Mar 4, 2025
Instead of making lecture, talk to the government and negotiate something. That’s how Trump works and you have to accept that he is the president. Stop beating around the bush and cut a deal with …
Instead of making lecture, talk to the government and negotiate something. That’s how Trump works and you have to accept that he is the president. Stop beating around the bush and cut a deal with him. That’s the easiest way everyone has a chance to come out happy !!
Critiques Canada's approach as ineffective lecturing and advocates for direct negotiation with Trump as the pragmatic policy solution.
@MightyMightyMyers
Mar 4, 2025
trump is a traitor. trump is lining his pockets
trump is a traitor. trump is lining his pockets
Criticizes Trump's character and accuses him of corruption/self-interest without specific evidence.
@agnecedergren8982
Mar 4, 2025
???… Trudeau is a joke, I’ll pay the inflation price to teach people like him a lesson. Fair is fair, and with him in power Canada is not our ally!!!
???… Trudeau is a joke, I’ll pay the inflation price to teach people like him a lesson. Fair is fair, and with him in power Canada is not our ally!!!
Criticizes Trudeau's leadership and expresses willingness to endure economic hardship as political punishment, with nationalist framing about Canada's sovereignty.
@YesIcan-lucky13
Mar 4, 2025
Desperately trying to hold onto power by riding the Trump hate among Canadians. Speaking as a Canadian, get this incompetent criminal, perhaps the worst PM Canada has ever had, out so we can get someone …
Desperately trying to hold onto power by riding the Trump hate among Canadians. Speaking as a Canadian, get this incompetent criminal, perhaps the worst PM Canada has ever had, out so we can get someone who knows what they're doing to manage relations with the US.
Criticizes Trudeau's competence and calls for his removal, framed as a Canadian speaking from lived experience.
@Spadooch
Mar 4, 2025
Pathetic. These fools who voted for Donald got SO MUCH MORE than what they voted for, and we told them 100 times what was coming.
Pathetic. These fools who voted for Donald got SO MUCH MORE than what they voted for, and we told them 100 times what was coming.
Criticizes voters and government decisions, expressing frustration about predicted consequences that materialized.
@freighttrain7143
Mar 4, 2025
Democrats are about the dumbest people in the world....Perfect example democrats voted for Joe Biden a man that became the worst president in history... His own party kicked him to the curb... Oh wait Biden …
Democrats are about the dumbest people in the world....Perfect example democrats voted for Joe Biden a man that became the worst president in history... His own party kicked him to the curb... Oh wait Biden was running the country... It was the democratic staff members... Under democrats 2021-2024 American house holds was paying out an extra $1,500 a month and democrats wanna cry about stuff.... There's a reason democrats lost the election ?????
Criticizes Democratic policies and leadership, citing economic impacts (household costs) and electoral outcomes.
@charliesmith4932
Mar 4, 2025
Sure wish Wolf Blitzer would stop with his views. We all agree this is a travesty between the two governments, the talking heads of the news network need to shut up and let the news …
Sure wish Wolf Blitzer would stop with his views. We all agree this is a travesty between the two governments, the talking heads of the news network need to shut up and let the news report itself.
Criticism of news media commentary and preference for objective reporting, with meta-commentary on Wolf Blitzer's role.
@daveaugustine6327
Mar 4, 2025
If they actually wanted to end this BS they would just close their borders and stop trading with America all together. Buy rasing their Tarrifs it will have the same effect on the Canadian people …
If they actually wanted to end this BS they would just close their borders and stop trading with America all together. Buy rasing their Tarrifs it will have the same effect on the Canadian people . Businesses and economy as he says will happen to America.
Critiques the effectiveness of tariff policy as a response, arguing it will harm Canadian businesses and economy rather than achieve desired goals.
@jasoncampbell5518
Mar 4, 2025
Usa is not obligated to buy from Canada. Stop whining and crying. Fix your country.
Usa is not obligated to buy from Canada. Stop whining and crying. Fix your country.
Criticizes Canada's economic dependence and calls for domestic policy improvements while dismissing complaints about US trade obligations.
@eco8842
Mar 4, 2025
Sad day for the USA when your President is purposely destroying your economy for his personal profit and gain .
Sad day for the USA when your President is purposely destroying your economy for his personal profit and gain .
Criticizes the president's policies as economically destructive and motivated by personal gain.
@mark-
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)