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
Republicans are cowards,hiding under Trump 's Skirt.
Republicans are cowards,hiding under Trump 's Skirt.
Criticism of Republican political behavior and leadership, framed as critique of political strategy and courage.
Policy Critique
0.80
@nitehawk4523
Mar 4, 2025
Governor trudeua is not understanding the rules of business. kanada needs usa more than usa needs kanada
Governor trudeua is not understanding the rules of business. kanada needs usa more than usa needs kanada
Criticizes Trudeau's understanding of business rules while comparing Canada-USA economic dependency.
@Privateuser9999
Mar 4, 2025
Trudeau is a DICTATOR you dumb people.
Trudeau is a DICTATOR you dumb people.
Attacks the Prime Minister's leadership and governance style, framed as authoritarian overreach.
@scottdepledge4209
Mar 4, 2025
Thanks Justin, but we’re good. USA has been taken advantage of for long enough. Plus we have our own cars, trees and water.
Thanks Justin, but we’re good. USA has been taken advantage of for long enough. Plus we have our own cars, trees and water.
Criticism of US trade policy and assertion that the US has been disadvantaged, comparing resource advantages between nations.
@10thGenOutdoors
Mar 4, 2025
Ah yes, the trade war that Canada will surely lose. I love Canada. Wouldn't trade it for the world, but this is a losing battle by which citizens on both sides will feel the full …
Ah yes, the trade war that Canada will surely lose. I love Canada. Wouldn't trade it for the world, but this is a losing battle by which citizens on both sides will feel the full effect. Trump appeasing Putin is a chess move, that the PM seems to be overlooking. The US can't afford to go to war with Russia, but at the same time, it needs resources within Russia's neighboring region. So the US will do what they always do, and had people listened to what Kissinger had to say, they'd be better prepared for this. Nonetheless, let's stand proud and strong, and come together as Canadians in order to get through this.
Analyzes trade war policy outcomes while expressing national pride and calling for Canadian unity, with geopolitical comparison to US-Russia dynamics.
@Quest1luv
Mar 4, 2025
It's the U.S. right to isolate. But I am doubtful if this makes the U.S. great again.
It's the U.S. right to isolate. But I am doubtful if this makes the U.S. great again.
Acknowledges U.S. rights while expressing skepticism about the effectiveness of isolationist policy.
@rainerrillke5660
Mar 4, 2025
It’s pretty cut and dry stop the fentanyl from traveling through your country, it’s pretty simple. Add funding to your customs department and the tariffs will stop. Trudeau why are you talking didn’t you resign?
It’s pretty cut and dry stop the fentanyl from traveling through your country, it’s pretty simple. Add funding to your customs department and the tariffs will stop. Trudeau why are you talking didn’t you resign?
Proposes a policy solution (increased customs funding) while criticizing Trudeau's handling and questioning his resignation.
@dustindelgado5214
Mar 4, 2025
April 1st, the asshole taxes his own Canadian people with a 20% carbon tax ... That's wholesome and democratic, but when another leader holds you accountable, you play victim and gaslight. These SICK VILE LIberals …
April 1st, the asshole taxes his own Canadian people with a 20% carbon tax ... That's wholesome and democratic, but when another leader holds you accountable, you play victim and gaslight. These SICK VILE LIberals will use anything to prop up their party but for 9 years they hurt and destroyed Canada.
Criticizes Liberal government policies while accusing them of hypocrisy and gaslighting, framing the carbon tax and response as harmful.
@trancecanada7590
Mar 4, 2025
TRUMP won't LAST in the WHITE HOUSE! You call him a leader of the free world? What a TRASH!
TRUMP won't LAST in the WHITE HOUSE! You call him a leader of the free world? What a TRASH!
Dismisses Trump's leadership credentials and fitness for office.
@ironman9895
Mar 4, 2025
It is the dumb usa border that's responsible to letting in fentanyl
It is the dumb usa border that's responsible to letting in fentanyl
Criticizes U.S. border policy as responsible for fentanyl trafficking.
Policy Critique
0.80
@yovillianify
Mar 4, 2025
More government handouts from Trudeau
More government handouts from Trudeau
Criticizes Trudeau's government spending policies as excessive handouts.
Policy Critique
0.80
@robertbaughman5879
Mar 4, 2025
Canadian here, Trump knows our common border is not a Fentanyl highway. He is deliberately destroying our economies and needs to be held accountable for this. He also needs to be accountable for his ongoing …
Canadian here, Trump knows our common border is not a Fentanyl highway. He is deliberately destroying our economies and needs to be held accountable for this. He also needs to be accountable for his ongoing bromance with Putin as disgusting as that sounds. Man is a psycho.
Canadian resident critiques Trump's economic and foreign policies while expressing moral disapproval of his actions and relationships.
@bruceh92
Mar 4, 2025
The idiots that voted for this imbecile will need to suffer before they realize he's a complete idiot. Then and only then will change happen.
The idiots that voted for this imbecile will need to suffer before they realize he's a complete idiot. Then and only then will change happen.
Criticism of a political leader's competence with implicit suggestion that suffering will lead to change, framed as policy critique rather than personal attack.
@SolutionsNotPrayers
Mar 4, 2025
He's in it for the Long Haul oh that's right he stepped down he's going to blow a whole bunch of smoke up Canada's ass and then he's going to walk away from all this
He's in it for the Long Haul oh that's right he stepped down he's going to blow a whole bunch of smoke up Canada's ass and then he's going to walk away from all this
Criticizes Trudeau's credibility and intentions, suggesting deceptive behavior and abandonment of responsibility after stepping down.
@Amp-hg8dr
Mar 4, 2025
If yall like this shrimp then move to Canada. Theyve been sucking us dry for more than 20 years. Remember George Washington, or isolationism? These aren’t old concepts.
If yall like this shrimp then move to Canada. Theyve been sucking us dry for more than 20 years. Remember George Washington, or isolationism? These aren’t old concepts.
Criticizes Canada's economic relationship with the US while invoking historical isolationist principles as justification.
@ianaustin8148
Mar 4, 2025
Mr Justin - You do not have the cards. You are totally dependent on USA for survival. Ask Kevin O Leary.
Mr Justin - You do not have the cards. You are totally dependent on USA for survival. Ask Kevin O Leary.
Critiques Canada's negotiating position and dependency on the USA, invoking a reference to Kevin O'Leary for authority.
@anilprasanna
Mar 4, 2025
You morons in the comments have you forgotten how Castro's son Justin, silenced free speech, shut down your businesses, locked you out of your own bank accounts, stole money that Americans sent to help the …
You morons in the comments have you forgotten how Castro's son Justin, silenced free speech, shut down your businesses, locked you out of your own bank accounts, stole money that Americans sent to help the truckers survive after Trudeau seized all their bank accounts. What has Trudeau ever done for you, ayeee??? \nKentucky here, we don't care if Canada takes our bourbon, lol, stupid reporter. Oohh, we are so scared now. Shut the front door, propaganda itch!!! Suck it !!!!
Attacks Trudeau's policies (lockdowns, bank account seizures) with unverified claims and dismissive tone toward critics.
@Lite-hw2pe
Mar 4, 2025
Trudeau has what, 20 days left in power and he's lecturing the US! Clown. Why haven't you come up with a solution to Ukraine instead of spouting your petulant mouth. Good riddance. Who needs who …
Trudeau has what, 20 days left in power and he's lecturing the US! Clown. Why haven't you come up with a solution to Ukraine instead of spouting your petulant mouth. Good riddance. Who needs who here? Canadian economy is a drop in the buck compared to the U.S.
Criticizes Trudeau's legitimacy to lecture given his remaining time in office and compares economic power between nations.
@SG6Productions
Mar 4, 2025
I can't stand this guy's ridiculously liberal approach in general, \nbut - unlike rapidly polarised fools around the world - I am not beholden to any destructive political ideology. \nTrudeau is right about this. He …
I can't stand this guy's ridiculously liberal approach in general, \nbut - unlike rapidly polarised fools around the world - I am not beholden to any destructive political ideology. \nTrudeau is right about this. He deserves credit for this.\nTrump and his obsequious brown-nosing number 2 deserve nothing but derision.
Critiques political ideology generally while praising specific policy decision and condemning opposing figures.
@IKnowStuff
Mar 4, 2025
This is not aggressive towards the US, it's not harsh. This a reasonable response from the leader of a nation that is the victim of Trump's declared trade-war. .. The important word is 'war', not …
This is not aggressive towards the US, it's not harsh. This a reasonable response from the leader of a nation that is the victim of Trump's declared trade-war. .. The important word is 'war', not 'trade'.
Defends Canada's response as reasonable and proportionate, reframing Trump's actions as aggressive rather than Canada's response.
@imark70
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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