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
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
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
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
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
Nah Canada been taking advantage of us , you're fired Justin ! We MAGA all day !
Nah Canada been taking advantage of us , you're fired Justin ! We MAGA all day !
Criticizes Canadian trade practices and calls for Trudeau's removal while expressing support for Trump's policies.
@Mexicans4Trump
Mar 5, 2025
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. …
there were no significant tariffs on US goods prior to Trumps war…the last trade agreement worked those out. Thus why you can’t do business with the US…can’t be trusted as they change the deal. Sad for the US
Critiques Trump's trade policy as unreliable and untrustworthy, framing it as damaging to US credibility.
@dacrab1
Mar 5, 2025
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. …
Trudeau is a liar. He has not done anything good for Canada. Now he wants to be a hero before elections? I thought he had resigned due to his incompetence. Everything he says is bs. A wolf in sheep clothing
Comprehensive criticism of Trudeau's record and current actions, questioning his competence and sincerity; combines policy critique with character attack.
@sebm489
Mar 5, 2025
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Why do this against a close friend and NATO ally Canada. This president in Washington DC is a complete joke.
Criticizes the tariff decision against an ally and attacks the US president's character and judgment.
@tore28
Mar 5, 2025
As soon as Trudeau is gone, things will get better.
As soon as Trudeau is gone, things will get better.
Expresses belief that Trudeau's departure would improve conditions, implying criticism of current leadership.
Policy Critique
0.80
@caltriton6904
Mar 5, 2025
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
You know it's a libtard news agency calling this harsh language. Your president and vice president used alot harsher language ?
Critiques media characterization of language as harsh while comparing to US leadership rhetoric, focusing on perceived double standards.
@ezze9590
Mar 5, 2025
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no …
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no weapon fighting back.
Acknowledges courage but critiques Canada's limited leverage due to economic dependence on the US, blending policy analysis with economic constraints.
@eamoncat
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)