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
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.
Policy Critique
0.75
@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.
Policy Critique
0.75
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.
Policy Critique
0.75
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.
Policy Critique
0.75
@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.
Policy Critique
0.75
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.
Policy Critique
0.75
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.
Policy Critique
0.75
@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
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)