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
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Just to be clear… President Musk, VP Trump did this, not the millions who voted against this F****** oligarchy.
Critiques Trump administration policy while asserting distinction between leadership and voters.
@MDdreams96
Mar 4, 2025
Treudeu is a dictator
Treudeu is a dictator
Makes a critical characterization of the Prime Minister using inflammatory language, critiquing his leadership style.
Policy Critique
0.80
@ianlane4242
Mar 5, 2025
No matter WHAT he says, he is a WOKE idiot. Even Canadians hate him...
No matter WHAT he says, he is a WOKE idiot. Even Canadians hate him...
Criticizes the Prime Minister's ideology and claims Canadians oppose him, combining personal critique with identity framing.
@dekkard
Mar 5, 2025
Lol, the arrogance. Justine is resigning because his people hate him and they are suffering from his leadership. Trump just got re-elected again and has an approval rating higher than ever. Why would Trump listen …
Lol, the arrogance. Justine is resigning because his people hate him and they are suffering from his leadership. Trump just got re-elected again and has an approval rating higher than ever. Why would Trump listen to a guy who is a failed leader about his leadership style? Justina is just illustrating that not only is he a failure and loser but also a narcissist
Critiques Trudeau's leadership and policy failures while defending Trump, framing it as comparative political analysis.
@RKDogTrainer
Mar 5, 2025
Trump creating troubles internationally. He is so dangrous
Trump creating troubles internationally. He is so dangrous
Criticizes Trump's international policies and expresses concern about their dangerous consequences, combining policy analysis with threat perception.
@rsevalla
Mar 5, 2025
From Australia \nSome valid points made whilst also leaving out some important details.\nRe fentanyl - this stronger enforcement and detection strategy should have been In place years ago and should not have taken the threat …
From Australia \nSome valid points made whilst also leaving out some important details.\nRe fentanyl - this stronger enforcement and detection strategy should have been In place years ago and should not have taken the threat of tariffs to take this action.
From Australian perspective, critiques Canadian policy implementation on fentanyl enforcement as delayed and reactive.
@sampalmer9117
Mar 5, 2025
Trump is making foe with US's friends.. is he so dumb ???
Trump is making foe with US's friends.. is he so dumb ???
Critiques Trump's diplomatic approach as damaging to US-Canada relations.
Policy Critique
0.80
@whitecastle814
Mar 4, 2025
The moment they ignore the terms of their visas,... they become criminals!!!!
The moment they ignore the terms of their visas,...
they become criminals!!!!
Critiques visa enforcement policy by asserting that visa violations constitute criminal behavior, framed as a policy issue.
chadw4969
Feb 26, 2026
Trudeau, let’s talk about the Canadian truck drivers and what you did to them…. Canada is lucky this dude’s gone in a couple days. You need a real man leading your country not half a …
Trudeau, let’s talk about the Canadian truck drivers and what you did to them…. Canada is lucky this dude’s gone in a couple days. You need a real man leading your country not half a woman.
Criticizes Trudeau's handling of the trucker protests and questions his leadership capacity, with gendered identity framing.
@josiffexplosiff1
Mar 5, 2025
Trudeau is globalist scumbag. You don't hold the cards either.
Trudeau is globalist scumbag. You don't hold the cards either.
Criticizes political leadership and ideology (globalism) while asserting a counter-position, combining policy opposition with identity framing.
@deanbruno6265
Mar 4, 2025
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, …
The waters of Canada's Arctic archipelago, including the various channels comprising the Northwest Passage, are internal waters of Canada by virtue of historic title and in accordance with international law. Canada's Arctic sovereignty encompasses land, sea and ice.
Asserts Canada's Arctic sovereignty claims and legal position regarding the Northwest Passage.
@markw3370
Mar 4, 2025
Ask them hard working Canadians how their government treating them.
Ask them hard working Canadians how their government treating them.
Implicitly critiques government treatment of Canadian citizens while framing it as a question to immigrants.
@heyjoe9228
Mar 4, 2025
This is Trudeaus wish come true. Trump will be a distraction to the fact he's a bloody rogue thats ruined Canada, sent billions to Ukraine while Canadians cannot afford teir owh homes,.
This is Trudeaus wish come true. Trump will be a distraction to the fact he's a bloody rogue thats ruined Canada, sent billions to Ukraine while Canadians cannot afford teir owh homes,.
Criticizes Trudeau's governance and spending priorities, citing housing affordability as evidence of policy failure.
@waveridera1739
Mar 5, 2025
How many traitorous actions has 47 taken\nin this term alone !?!
How many traitorous actions has 47 taken\nin this term alone !?!
Criticizes Trump's actions as treasonous, combining policy critique with alarmist language about betrayal.
@108grog
Mar 5, 2025
That stupid woman (could have been a man, does t matter)is relating that to anti-americanism???? WTF!!!!! Trudeau did and spoke the correct words. Trump is a stupid lumber level politician. A rock, a canyon of …
That stupid woman (could have been a man, does t matter)is relating that to anti-americanism???? WTF!!!!! Trudeau did and spoke the correct words. Trump is a stupid lumber level politician. A rock, a canyon of idiot-cracy...
Criticizes both the commentator's framing and Trump's political competence, using strong language to argue Trudeau's position was correct.
@razrc3717
Mar 5, 2025
How this criminal (Trudeau) still has a platform in 2025 is mind boggling..
How this criminal (Trudeau) still has a platform in 2025 is mind boggling..
Criticism of political leadership combined with an unsubstantiated characterization of the leader as criminal.
@henderson1404
Mar 5, 2025
This President and this administration know exactly where fentanyl ingredients originate from, but they're not going to do anything to China
This President and this administration know exactly where fentanyl ingredients originate from, but they're not going to do anything to China
Critiques government inaction on fentanyl while making an unsubstantiated claim about government knowledge.
@JasparBustos
Mar 4, 2025
Coincidence that Trump is normalizing aggressive unilateral international actors as he blindly initiates a trade war?
Coincidence that Trump is normalizing aggressive unilateral international actors as he blindly initiates a trade war?
Questions the consistency and wisdom of Trump's international trade and diplomatic policies through analytical framing.
Policy Critique
0.80
@Flasecookiesewingkit
Mar 5, 2025
I think it is inappropriate for a leader of a country to address and undermine the leader of another.\n#negativediplomacy
I think it is inappropriate for a leader of a country to address and undermine the leader of another.\n#negativediplomacy
Critiques diplomatic conduct and leadership behavior as inappropriate policy/practice.
Policy Critique
0.80
@mattgreening
Mar 5, 2025
Get lost Trudeau you traitor, you aren't fit to clean Trumps toilet....if only we had leaders like Trump, we wouldn't be descending into the hell you have created in the past decade!
Get lost Trudeau you traitor, you aren't fit to clean Trumps toilet....if only we had leaders like Trump, we wouldn't be descending into the hell you have created in the past decade!
Strong criticism of Trudeau's governance record combined with preference for alternative leadership and identity-based rejection.
@isaacharkness6235
Mar 5, 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)