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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 223 of 299
this sucks. totally unnecessary. stupid. hurtful.
this sucks. totally unnecessary. stupid. hurtful.
Expresses disapproval of government action as unnecessary and harmful, though without specific policy details.
@olamaria1 Mar 4, 2025
I voted for trump and this dude has no idea what’s he’s taking about womp womp
I voted for trump and this dude has no idea what’s he’s taking about womp womp
Trump voter dismissing the Canadian leader's credibility with sarcasm ('womp womp'), expressing disagreement with his position.
@bbstroberts Mar 4, 2025
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Blames government leadership for permissive immigration policy, critiquing political decision-making on the issue.
TownGirl04 Jan 27, 2026
Remigration is a moderate position.
Remigration is a moderate position.
References 'remigration' as a policy position, engaging in political/policy discourse about immigration management.
rubezahlmountainworks7974 Jan 27, 2026
Let me get this straight. We have to suffer because the druggies must be saved?
Let me get this straight. We have to suffer because the druggies must be saved?
Questions government policy priorities, implying drug addiction treatment programs cause unfair burden on citizens.
@doubl33Ace Mar 4, 2025
Your government chosen to do this to you ✅ Deeeeep Facts.
Your government chosen to do this to you ✅ Deeeeep Facts.
Critiques the Canadian government for deliberately creating negative conditions for citizens.
@zzzaaalll Mar 4, 2025
Trump derangement is more importantly reported instead of real news based on how to better the relationship with USA as a partner to our economy and welfare No instead carney Goes off to other shores …
Trump derangement is more importantly reported instead of real news based on how to better the relationship with USA as a partner to our economy and welfare No instead carney Goes off to other shores Because he knows his time in power is coming soon to an end Once an election is called And he only thinks of what’s next for him
Criticizes government priorities and media coverage while making claims about political leadership and national interests, with some identity-based framing about Canada-US relations.
TheMadame2023 Feb 26, 2026
This is what happens when you vote for liberal democrats and have zero men with a spine
This is what happens when you vote for liberal democrats and have zero men with a spine
Criticizes political leadership and governance while invoking gendered identity claims about national strength.
brownry3508 Jan 27, 2026
Should be fast and more. Most of them from one country
Should be fast and more. Most of them from one country
Critiques the speed and geographic concentration of immigration policy, suggesting faster processing and more diversity in source countries.
mgarvin Dec 31, 2025
You know you’re in Canada when the opposition party is held to a higher standard of conduct than the actual government…
You know you’re in Canada when the opposition party is held to a higher standard of conduct than the actual government…
Critiques the differential treatment of opposition versus government parties in Canadian politics and accountability standards.
ChrisB-yv1sj Feb 26, 2026
...fu Trudeau...we the people see through you and the old guard and the establishment you represent...\n\n...keep your words and figures...blah blah blah...
...fu Trudeau...we the people see through you and the old guard and the establishment you represent...\n\n...keep your words and figures...blah blah blah...
Dismisses government leadership and establishment figures while rejecting their messaging and data.
@duncanallen9129 Mar 4, 2025
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes …
Trump is a lier they sell more drugs than any body in this planet and we americans know that we are not stupid well only the ones that voted for him are hope everything goes up prices are already up but more so his voters can pay for the mistakes they did
Criticism of Trump with unsubstantiated claims about drug trafficking and economic consequences.
@JuaritozAngeles Mar 4, 2025
How do canada Elect this guy ? He\nSounds like a whiny little kid !
How do canada Elect this guy ? He\nSounds like a whiny little kid !
Criticizes Canadian electoral choices and leader's demeanor, with implicit questioning of national judgment.
@terrysmith8539 Mar 4, 2025
Speaks a big game but will freeze his citizens bank accounts
Speaks a big game but will freeze his citizens bank accounts
Criticizes a leader's rhetoric versus actions, referencing the unsubstantiated claim about freezing citizens' bank accounts.
@josepgutierrez22 Mar 4, 2025
Canada's Trudeau is the dictator, not Putin. Funny how all these dicators, Trudeau, Zelensky, US demo party call Trump and Putin dictators...they call everyone exactly what they themselves actually are
Canada's Trudeau is the dictator, not Putin. Funny how all these dicators, Trudeau, Zelensky, US demo party call Trump and Putin dictators...they call everyone exactly what they themselves actually are
Criticizes Trudeau as a dictator and compares him to other leaders, blending political critique with comparative framing of authoritarian claims.
@sparkstigator Mar 4, 2025
He acts like a leader and we have a joker ??????
He acts like a leader and we have a joker ??????
Contrasts Trump's leadership with Trudeau's, calling the latter a 'joker' in critical tone with sarcastic punctuation.
@ehteshamkhan4581 Mar 4, 2025
Are Canadians dumb enough to buy this bull shit
Are Canadians dumb enough to buy this bull shit
Dismissive criticism of government messaging or policy, though vague and expressed through rhetorical questioning rather than substantive analysis.
@AnupamSringeri Mar 4, 2025
Hello, you cannot wake up someone who pretendes to sleep. Dont bother mr. Prime Minister, Trump is gone
Hello, you cannot wake up someone who pretendes to sleep. Dont bother mr. Prime Minister, Trump is gone
Dismisses the Prime Minister's efforts as futile while referencing Trump's departure, combining political critique with implicit national positioning.
@ion-petrupopescu1115 Mar 4, 2025
Maybe building a Boarder Wall on America's Northern Boarder would be a good idea. Canada is responsible to guard our boarders and allow in only those who we feel qualify. Canada does not close it's …
Maybe building a Boarder Wall on America's Northern Boarder would be a good idea. Canada is responsible to guard our boarders and allow in only those who we feel qualify. Canada does not close it's boarders to those who wish to leave, nor does the United States close it's boarders to those who wish to leave. The United States is free to put up a wall and a boarder crossing anywhere you wish, stop whoever you want to stop from entering your country. I can tell you that The fastest Boarder Wall that I have ever seen go up is the one that Trump just raised between the United States and Canada, the Tariff Wall. What you have done is put signs on our shelves, buy Canadian. You have taken American Product from the top shelf, to the verry bottom shelf, behind the Made in China. You have closed the Travel Agencies to United States travel, nobody wants to go to your country, and I heard that there is going to be a 250% Tariff on hotel accommodations for Americans visiting Canada. It is not only about the Tariffs on Canada, who Used to be your friends, it is about your new friend Russia, who support Terrorist organizations all over the world, including the ones in Gaza who held Americans Hostage, who supports IRAN who supports Russia in murdering and raping women, kidnapping children in Ukraine, torturing and murdering citizens with their hands tied behind their backs. If this is what America supports, if this is what America does to its Ally's, I hope the taps for the oil and the switch for the electricity are turned off, and we never have to worry about each other ever again.\n\nCanada is a country with an Area roughly the size of the United States, with a population 340 Million is 8 1/2 times larger than Canada at $40 Million, with a GDP 9 1/2 times larger than Canada. America is a Bully.
Critiques Canadian border policy and immigration standards while making unverified claims about tariffs and travel restrictions, with comparative framing between US and Canada.
@CarlStarkes-u9y Mar 4, 2025
I don’t agree with the government. It’s sad that our president is on Russia side. That’s not good. I feel like moving to Canada myself.❤
I don’t agree with the government. It’s sad that our president is on Russia side. That’s not good. I feel like moving to Canada myself.❤
Criticizes US government alignment with Russia; personal narrative element about considering relocation to Canada.
@ruthiebrewer131 Mar 4, 2025
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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

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)