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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 184 of 299
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
I agree with everything Trudeau said except the part about Donald being a smart guy.
I agree with everything Trudeau said except the part about Donald being a smart guy.
Selective agreement with Trudeau's statements, critiquing one specific claim about Trump's intelligence.
@seekerstan 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
All the Liberal governments fault, yet everybody voted Liberal again…
All the Liberal governments fault, yet everybody voted Liberal again…
Blames Liberal government policy while critiquing voter behavior, implying need for political change.
dpkts Jan 27, 2026
They have a massive country why don’t they fix their country before jumping ship and making everywhere else where they left. It’s not racist or xenophobic to ask why people would rather make a new …
They have a massive country why don’t they fix their country before jumping ship and making everywhere else where they left. It’s not racist or xenophobic to ask why people would rather make a new country into their home country as opposed to fixing their problems at home.
Critiques immigration policy by questioning why people immigrate rather than fix home countries, framed as a legitimate policy question.
NikolasSerpanos Jan 28, 2026
How is this guy still called our Prime Minister. Sit down, and let the adults take care of the problems you created.
How is this guy still called our Prime Minister. Sit down, and let the adults take care of the problems you created.
Criticizes Trudeau's leadership and implicitly calls for his removal from office.
@K4orest Mar 4, 2025
Most other Canadians I know are sick and tired of immigration, specifically from India. Our federal government is insanely corrupt, and this needs to stop. I'm hearing more support for reverse immigration everywhere. Time to …
Most other Canadians I know are sick and tired of immigration, specifically from India. Our federal government is insanely corrupt, and this needs to stop. I'm hearing more support for reverse immigration everywhere. Time to start sending the invaders home
Critiques government immigration policy while calling for deportation and framing immigrants as invaders.
elduderino3768 Jan 28, 2026
Is this coming from the guy who froze bank accounts for free speech? ?
Is this coming from the guy who froze bank accounts for free speech? ?
Rhetorical question challenging Trudeau's credibility by referencing the trucker protest bank account freezing policy.
@Wangchung405 Mar 4, 2025
Come on people. This man Trudeau is NOT wanted nor liked by Canadians. He has been the one to cause Canadians harm!! Do your research!! But I know Dems can’t do research. They only spread …
Come on people. This man Trudeau is NOT wanted nor liked by Canadians. He has been the one to cause Canadians harm!! Do your research!! But I know Dems can’t do research. They only spread rumors & lies. \nCNN Should not even be aloud to communicate any news, until they can communicate truthfully.
Criticizes Trudeau's governance and calls for research/action while attacking media credibility.
@CheeseOnCheeseOnCheese Mar 4, 2025
i hate how these reporters and "news" outlets report on these people as if they are being ejected into the outer space with no oxygen... her life will continue... where she is meant to be …
i hate how these reporters and "news" outlets report on these people as if they are being ejected into the outer space with no oxygen... her life will continue... where she is meant to be and if thats in her home country , so be it , its a luxury that she even lived anywhere else , many other people dont get that luxury or chance AND it is NOT on the host nation to keep you infinitely because you like it there.
Critiques media framing of deportation and argues that host nations have no obligation to retain immigrants indefinitely.
webapple1 Feb 21, 2026
Trudeau a dictator himself himself sit down we fired that shameless embarrassment two months ago he screwed us by allowing unlimited economic migrants millions into Canada illegally many who illegally crossed into the US illegally …
Trudeau a dictator himself himself sit down we fired that shameless embarrassment two months ago he screwed us by allowing unlimited economic migrants millions into Canada illegally many who illegally crossed into the US illegally they did little for years to stem the flow of hard drugs organized crime out of control clandestine drug labs all over Canada now hundreds of thousands of Canadians dead from overdose he screwed us now Trump is screwing us we are really screwed with this clown show at the helm still we should have had an election a year ago so a competent government was installed working instead the Liberal red green show is in charge
Extended critique of Trudeau's immigration and drug policy with unsubstantiated claims about illegal crossings and overdose deaths.
@stephjones7104 Mar 4, 2025
Trudeau...you allowed illegals to pass into our country and they cost us hundreds of billions because of your action. You brought harm to Americans , Americans died because of illegals being allowed to passing thru …
Trudeau...you allowed illegals to pass into our country and they cost us hundreds of billions because of your action. You brought harm to Americans , Americans died because of illegals being allowed to passing thru your country knowingly they entering the U.S in violation of Federal Immigration Laws. I remember what you did to Canadians who apposed you, you seized their bank accounts, took away their assets and imprisonment for those who didn't yield to your wish.
Criticizes Trudeau's immigration policy while making unverified claims about illegal immigrants causing deaths and harm, combined with allegations about asset seizure.
@gi9285 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
I don't think continuing to do what hasn't worked in the past is going to fix the future... It's time for change.\n \nThe US has been paying the world for too long, and now it's …
I don't think continuing to do what hasn't worked in the past is going to fix the future... It's time for change.\n \nThe US has been paying the world for too long, and now it's time for others to pay their share. I don't blame them for being upset, but I don't believe Trudeau's perspective is all inclusive of reality.\n\nAmerica should come first to Americans.
Critiques current policy approach as ineffective and argues for prioritizing American interests, combining policy analysis with nationalist framing.
@EarlGrey-YT 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
Hilarious. An anti democratic leader who has proven to be Pegasus the most single awful Canadian leader. \n\nYou're not polite... you called your own people Nazi's.\n\nLiterally had no idea what he is doing.
Hilarious. An anti democratic leader who has proven to be Pegasus the most single awful Canadian leader. \n\nYou're not polite... you called your own people Nazi's.\n\nLiterally had no idea what he is doing.
Criticizes Canadian leadership as anti-democratic and incompetent, with moral condemnation of their actions.
@hartleyhare251 Mar 4, 2025
Trump is making us quarrel with everyone
Trump is making us quarrel with everyone
Blames Trump for creating international conflict and diplomatic tension.
@victorco.6308 Mar 4, 2025
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear …
Gotta be careful defending yourself in Canada Tyler. Canadians aren’t allowed to carry weapons of any kind for defence be it mace, knives, batons, brass knuckles and definitely not guns. It’s even illegally to wear stab proof or bullet proof vests without being law enforcement or security guards while working only. A real shame considering the crime rates in major cities and isolated towns.
The comment critiques Canadian weapons and self-defense laws as overly restrictive, linking them to crime concerns.
explorewestcoast Jan 28, 2026
Canadians and other nations subject to tariffs, please understand that the *only* reason Trump used fentanyl as a pretext for tariffs is to bypass Congress, because the president can only put tariffs without Congress in …
Canadians and other nations subject to tariffs, please understand that the *only* reason Trump used fentanyl as a pretext for tariffs is to bypass Congress, because the president can only put tariffs without Congress in matters of national security. Fentanyl is simply a pretext enabling Trump to do whatever he wants.
Critiques tariff policy as pretext; asserts unverified claim that fentanyl is merely a pretext for executive power bypass.
@dennisjames9091 Mar 4, 2025
Trudeau is a clown. Canada will cave
Trudeau is a clown. Canada will cave
Dismissive criticism of Trudeau's leadership and prediction of Canadian capitulation, framed as political critique.
@KingNate_85 Mar 4, 2025
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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)