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
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
I wonder if it was Carney's strategy to purposely put an incompetent person in charge of this file. That way she takes the blame for everything that Miller, Fraser, et al were responsible for and …
I wonder if it was Carney's strategy to purposely put an incompetent person in charge of this file. That way she takes the blame for everything that Miller, Fraser, et al were responsible for and screwed up on over the last decade.
Speculates about deliberate political strategy to shift blame for immigration failures, critiquing government decision-making and accountability structures.
medical4652
Feb 26, 2026
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
You'd have to be an idiot not to realise that Trump is deliberately destroying the US
You'd have to be an idiot not to realise that Trump is deliberately destroying the US
Critical judgment of Trump's policies framed as deliberate destruction, though expressed dismissively.
Policy Critique
0.80
@gabrieulus
Mar 4, 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
Ottawa doesn’t work anymore point final!
Ottawa doesn’t work anymore point final!
Expresses frustration with Ottawa's governance and institutional effectiveness.
Policy Critique
0.80
johnmavros6382
Feb 28, 2026
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
justin you are a petty man and it shows with the way you disrespect the President of the United States by calling him donald instead of the respect the position deserves. The fact is Canada …
justin you are a petty man and it shows with the way you disrespect the President of the United States by calling him donald instead of the respect the position deserves. The fact is Canada needs the US trade more than the US needs Canada. The US should completely close the border and we should be making all the products we get from Canada here in the US as we need the jobs more than the trade from Canada.And as an added bonus the US can save all the money we spend defending Canada with our military, let Canada foot the bill for their own defense. So ESBFGGC
Criticizes Trudeau's conduct and argues for U.S. self-sufficiency and reduced Canadian trade dependence.
@Nikiskibob
Mar 4, 2025
Now people see the difference between a world leader and a charlatan with his billionaire mates
Now people see the difference between a world leader and a charlatan with his billionaire mates
Contrasts leadership quality, implicitly criticizing one leader as a charlatan while praising another as a world leader.
Policy Critique
0.80
@angermanagementgreenwhite6369
Mar 5, 2025
Reduce Canadian's taxes Justin. Stop lecturing Americans.
Reduce Canadian's taxes Justin. Stop lecturing Americans.
Demands policy change (tax reduction) and criticizes government behavior (lecturing Americans).
@saltchuckwest
Mar 4, 2025
need a 100% tariff on Tesla
need a 100% tariff on Tesla
Advocates for specific protectionist trade policy (tariff on Tesla) as economic criticism.
@DirkGently-km3hn
Mar 4, 2025
You guys should stop whinging and cope. America is not going to be your sucker anymore
You guys should stop whinging and cope. America is not going to be your sucker anymore
Critiques Canada's reliance on US support and suggests a shift in geopolitical relationships and expectations.
@simplyizustic6122
Mar 5, 2025
Donald will not listen to Trudeau, no matter what Trudeau said or will say.
Donald will not listen to Trudeau, no matter what Trudeau said or will say.
Skeptical assessment of Trudeau's diplomatic effectiveness, suggesting his statements will have no impact on Trump.
Policy Critique
0.80
@Fortune-md5jk
Mar 4, 2025
Clown back again after messing up with india. Now with america. God bless canada!!! He will speak this now as if it is credible !!Then he will retract saying I do not have credible source!!
Clown back again after messing up with india. Now with america. God bless canada!!! He will speak this now as if it is credible !!Then he will retract saying I do not have credible source!!
Criticizes the leader's credibility based on past disputes with India and the US, while implying he makes unsubstantiated claims.
@prasannasuvarna9443
Mar 5, 2025
How much fentanyl comes into Canada from the States? Probably a hell of a lot more than goes the other way. Just stupid Trump being effing stupid!
How much fentanyl comes into Canada from the States? Probably a hell of a lot more than goes the other way. Just stupid Trump being effing stupid!
Criticism of Trump with an unsubstantiated comparative claim about fentanyl flows between countries.
@robertholmes1743
Mar 4, 2025
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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)