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
You say you want to work with us hell yall have been getting over on us so you saying it’s ok for you to charge us more money for trade but where not supposed to …
You say you want to work with us hell yall have been getting over on us so you saying it’s ok for you to charge us more money for trade but where not supposed to charge yall don’t just speak half the truth
Criticizes trade policy and accuses the government of inconsistency and dishonesty in negotiations.
@BatmanBath
Mar 4, 2025
No extended families, period. If you want your family with you, go home!
No extended families, period. If you want your family with you, go home!
Demands exclusion of extended family immigration with nationalist undertone suggesting immigrants should not settle in Canada.
comicallaugh
Jan 20, 2026
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
Criticizes party leadership decisions and expresses voting intention based on political disagreement.
@deeky1239
Mar 4, 2025
So you claim the tariffs will hurt the US economy, so that means thew tariffs you put in place will also hurt the Canadian economy. Make it make sense.
So you claim the tariffs will hurt the US economy, so that means thew tariffs you put in place will also hurt the Canadian economy. Make it make sense.
Comment critiques the logical inconsistency of tariff policy, pointing out contradictions in government economic reasoning.
Policy Critique
0.80
@pepperman9
Mar 4, 2025
The real question is why do so many Americans have drug habits? No demand, no sales.
The real question is why do so many Americans have drug habits? No demand, no sales.
Critiques U.S. drug policy by questioning root causes of American drug demand.
@LouisMingione
Mar 4, 2025
Why is Trump making America look bad. We are screwed
Why is Trump making America look bad. We are screwed
Criticizes Trump's policies for damaging America's reputation and expresses anxiety about national consequences.
@bertha8893
Mar 4, 2025
What about the carbon tax Trudeau? That matters to us more
What about the carbon tax Trudeau? That matters to us more
Critiques Trudeau's carbon tax policy as more pressing than the speech topic, implying misplaced priorities.
@BitcoinFunds
Mar 4, 2025
Zelensky is not our responsibility.
Zelensky is not our responsibility.
Critiques Canadian foreign policy regarding Ukraine aid, questioning government responsibility.
Policy Critique
0.80
@user-ry3cg3ns2c
Mar 4, 2025
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on …
Trudeau hit the bell when he mentioned:- Trump, you're a smart guy..This is a very dumb thing to do..\nA nice way to skin a cat..!\n\nTrump will remove the doubt when he makes a U-turn on the tariffs as it'll make Americans suffer...in pain(economically)...
Critiques Trump's tariff policy as economically harmful to Americans, praising Trudeau's framing of the issue.
@myalimda1498
Mar 4, 2025
Trump: how to destroy america reputation in just a few days
Trump: how to destroy america reputation in just a few days
Criticizes Trump's actions and their impact on America's international reputation and standing.
Policy Critique
0.80
@perrypoke
Mar 4, 2025
Fuck that prime minister. Don't you think it's about time. He stops trying to act like he's a good leader he already resigned for a reason.
Fuck that prime minister. Don't you think it's about time. He stops trying to act like he's a good leader he already resigned for a reason.
Criticism of Trudeau's leadership competence and reference to his resignation, questioning his legitimacy as a leader.
Policy Critique
0.80
@justinedwards6073
Mar 4, 2025
Corrupt Trudeau is not our friend !! He is Joe Biden Jr and a liar ! We like the Canadian people but Trudeau and liberals have to be ousted in Canada ! We will not …
Corrupt Trudeau is not our friend !! He is Joe Biden Jr and a liar ! We like the Canadian people but Trudeau and liberals have to be ousted in Canada ! We will not support socialist communists like Trudeau, Starmer, Macron, Schultz and other such leaders !
Criticizes Canadian leadership and compares to other world leaders, calling for removal of current government.
@josephdurham7146
Mar 4, 2025
These people DO NOT know how to talk to Americans and especially Trump. This is NOT going to work, you should have stuck with the begging and leave the shit talking out tbh - would …
These people DO NOT know how to talk to Americans and especially Trump. This is NOT going to work, you should have stuck with the begging and leave the shit talking out tbh - would have served you better! Good luck Canada. But ??
Critiques Canadian negotiation strategy and suggests alternative approach would have been more effective.
@FatboyOfCalifornia
Mar 4, 2025
Simply a money grab by the Trump administration. It will go for tax breaks for the very rich.
Simply a money grab by the Trump administration. It will go for tax breaks for the very rich.
Criticizes Trump administration policy as self-serving and benefiting the wealthy.
@ckp2ator389
Mar 4, 2025
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Stop funding Ukraine when there’s a cease fire on the line. You spent way more on Ukraine than our very own boarder! Make THAT make sense
Critique of government spending priorities, arguing that border security should be funded more than Ukraine aid.
@melanymiskatonic8699
Mar 4, 2025
Trudeau has missed something - Trump is simply transactional. This is about what's in it for Trump personally, or the people he's in debt to.
Trudeau has missed something - Trump is simply transactional. This is about what's in it for Trump personally, or the people he's in debt to.
Critiques Trudeau's approach to Trump negotiations by analyzing Trump's transactional motivations and personal interests.
Policy Critique
0.80
@andrewcoulthard-clark
Mar 4, 2025
Finally, someone calling things what they are. It's time to stop the bully. Trump is creating economic wars
Finally, someone calling things what they are. It's time to stop the bully. Trump is creating economic wars
Criticizes Trump's economic policies as aggressive ('economic wars') while framing opposition as standing against bullying.
@CR-vr4jq
Mar 4, 2025
All....... ALL of this Nutty CRAP is under THAT Liebral Party. Can you blame Alberta from wanting to separate from Canada/ and the raw insanity from Leftist Ottawa......? How long must we endure this foolishness...? …
All....... ALL of this Nutty CRAP is under THAT Liebral Party.
Can you blame Alberta from wanting to separate from Canada/ and the raw insanity from Leftist Ottawa......?
How long must we endure this foolishness...?
And will Canada be Dumb Enough to vote Liebral again, in the future.....?
Criticizes government policy and political leadership while questioning voter choices and implicitly calling for political change.
ENIGMAXII2112
Feb 27, 2026
As a Canadian I’m fed up seeing Turdo’s face. He ruined our country and I’m hoping my fellow citizens will not take the bait of a new face on the same old party and re-elect …
As a Canadian I’m fed up seeing Turdo’s face. He ruined our country and I’m hoping my fellow citizens will not take the bait of a new face on the same old party and re-elect the Liberals. If that happens we are utterly done.
Combines personal frustration as a Canadian with criticism of Liberal government policy and an implicit call for voters to reject the party.
@markmilas1817
Mar 4, 2025
Now Mexico is also going to respond. You want to get along with your neighbors not fight with them.
Now Mexico is also going to respond. You want to get along with your neighbors not fight with them.
Critiques the tariff approach as counterproductive to international relations, appealing to pragmatic and ethical principles about neighborly cooperation.
@16nowhereman
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)