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
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
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
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
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop …
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop this BFF nonsense...
Commenter critiques Canada's diplomatic approach to tariffs and references fentanyl/immigration as policy concerns, with underlying anxiety about national dignity.
@jimmychoi5219
Mar 4, 2025
This Canadian leader - Im not going to say his name- is a liar.
This Canadian leader - Im not going to say his name- is a liar.
Direct accusation of dishonesty against the Canadian leader, framed as criticism of credibility.
Policy Critique
0.80
@DKTT-p8m
Mar 4, 2025
He wouldn't know truth if it slapped him in the face. \n1. It's not a trade war. We've asked you to step up ,cooperate in ending Fentanyl/Border Crisis.\nAcusing us of ANYTHING ELSE IS A LIE.
He wouldn't know truth if it slapped him in the face. \n1. It's not a trade war. We've asked you to step up ,cooperate in ending Fentanyl/Border Crisis.\nAcusing us of ANYTHING ELSE IS A LIE.
Disputes Trudeau's framing of trade issues and critiques his handling of border/fentanyl crises while claiming he is lying.
@TheJanice52
Mar 4, 2025
The maga leader is a lying bully...........the maga leader made this current trade deal with Canada.....now maga baby wants to punish and destroy everything in his path!
The maga leader is a lying bully...........the maga leader made this current trade deal with Canada.....now maga baby wants to punish and destroy everything in his path!
Criticism of Trump's character and inconsistent trade policy approach, blaming him for destructive actions.
@michaelcutcliffe437
Mar 4, 2025
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
Canadian commenter supports tariffs as policy response while comparing consequences of national stubbornness, framing as justified retaliation.
@alainmarceux6817
Mar 4, 2025
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
References and critiques a specific past government action (freezing bank accounts), questioning consistency or legitimacy.
Policy Critique
0.80
@dennismorris106
Mar 4, 2025
Except that our Parliament is at a stand still because of a scandal surrounding his party.. yeah great guy *fkn dumbasses*
Except that our Parliament is at a stand still because of a scandal surrounding his party.. yeah great guy *fkn dumbasses*
Critiques Canadian government dysfunction and leadership while expressing moral disapproval through sarcasm and insults.
@georgekinsella494
Mar 4, 2025
Thanks for making it clear what you did right but not making it clear on what the US administration wanted from you that you said no to that caused the tariff implementation. It's possible you …
Thanks for making it clear what you did right but not making it clear on what the US administration wanted from you that you said no to that caused the tariff implementation. It's possible you miss 50% of your illegal border crossings into the u.s. since so much of your border isn't secured. The 1900% increase in illegal crossing in the past few years doesn't look very good. It's dumb to assume you did everything right and then the u.s. just randomly decided they'd continue with the tariffs for fun. Be more honest and say where you put your foot down so the American public can better understand what is going on.
Critiques Canadian border security with unverified claims about illegal crossing statistics and suggests Canada is being dishonest about negotiations.
@bbberliozb6691
Mar 4, 2025
We as Americans need to get away from taking care of the world. Its our country and its our money that the Democrats are wasting to make the rich richer. \nThat's the Democrats way and …
We as Americans need to get away from taking care of the world. Its our country and its our money that the Democrats are wasting to make the rich richer. \nThat's the Democrats way and we need to get away from it before its too late.
Critiques Democratic fiscal policy as wasteful and calls for Americans to reject this approach before it's too late.
@DKTT-p8m
Mar 4, 2025
Trump you are quick and ready to dish dirt.therefore be open to accepting what is given back.Dumb behavior which will hurt both nations immensely.
Trump you are quick and ready to dish dirt.therefore be open to accepting what is given back.Dumb behavior which will hurt both nations immensely.
Criticizes Trump's tariff decision as harmful and hypocritical, appealing to fairness and mutual respect between nations.
@marjoriedennis
Mar 4, 2025
Trudeau is a fool that no Canadian likes. \nHis pride will make things worse for canadians.\nWhat an idiot
Trudeau is a fool that no Canadian likes. \nHis pride will make things worse for canadians.\nWhat an idiot
Criticizes political leader's governance and character while asserting Canadian collective disapproval.
@nameyourchannel7844
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
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much …
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much do to your own destructive policies. Fix it !! Saying your doing everything necessary but actually doing nothing and haven't since you been there.
Sustained critique of Trudeau's governance, combining personal attacks with economic arguments about affordability and policy failures.
@jaceSHO
Mar 4, 2025
Stick it to the Clown Cult Leader. Im sure his cult followers will enjoy the GROCERIES prices.
Stick it to the Clown Cult Leader. Im sure his cult followers will enjoy the GROCERIES prices.
Criticizes political leadership and references economic policy (grocery prices) while using divisive language.
@habbibster
Mar 4, 2025
Trudeau needs to open the dictionary and understand what the word reciprocal means. And so do the idiots here saying they stand with Canada, Mexico, the UK and Europe.
Trudeau needs to open the dictionary and understand what the word reciprocal means. And so do the idiots here saying they stand with Canada, Mexico, the UK and Europe.
Criticizes Trudeau's understanding of trade policy while dismissing supporters of allied nations as 'idiots.'
@hapkane
Mar 4, 2025
I am Canadian and I am glad Trudeau is actually hard on fentanyl. Surprise. If so, I would like to know if Trudeau, and his successor whoever that may be, and the Liberals of course, …
I am Canadian and I am glad Trudeau is actually hard on fentanyl. Surprise. If so, I would like to know if Trudeau, and his successor whoever that may be, and the Liberals of course, will be just as hard if not harder on fentanyl dealers, users, and criminals. Start by talking to British Columbia, currently ruled by the New Democratic Party (NDP), and getting them to change their soft on drugs and crimes approaches. I await to be impressed by Trudeau, his successor, and the Liberals.
Canadian commenter critiques drug policy approach, calling for harder stances on fentanyl dealers and criticizing BC's soft-on-crime policies.
@brndxt
Mar 4, 2025
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK …
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK THIER LIFE 20 YEARS IN IRAQ AFGHAN NATO TOOK THIER CORRIE AND PENSION BENEFITS ARRESTED #FREEDOMCONVOY2022 BUT LET PALESTINIAN PROTESTERS SCREAMING KILL JEWISH PEOPLE ACROSS THE COUNTRY JUSTIN TWO FACED EVIL TO THE CORE \nDON'T BELIEVE ANYTHING HE SAYS
Multi-faceted critique attacking Trudeau's policies on military mandates, protest handling, and perceived hypocrisy, with identity framing as 'Canadian' and implicit call to action against him.
@serget2168
Mar 4, 2025
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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)