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
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 WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority …
Trudeau is a WEF idiot. His dictatorial crackdown during covid was second only to Australia. \nHow and why people listen to,or believe anything he says is beyond me. Canada is beautiful and the vast majority of its people are wonderful but Trudeau is... Really !
Criticizes Trudeau's policies and COVID response while making unsubstantiated claims about WEF connections and dictatorial actions.
@deanwilsher8189
Mar 4, 2025
While Trump is aligning himself with other dictators is he trying to kill BRICS while losing allies.
While Trump is aligning himself with other dictators is he trying to kill BRICS while losing allies.
Critiques Trump's foreign policy decisions regarding alliances and geopolitical alignment.
Policy Critique
0.80
@tracybenkie4495
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
Trump is an idiot!
Trump is an idiot!
Expresses negative judgment about Trump as a political figure, functioning as political criticism.
Policy Critique
0.80
@Aleon11-d8x
Mar 4, 2025
When trump recommended terrifs everyone cried “oh that will only hurt Americans” but then Canada does it in response and everyone cheers? Like isn’t he by your own logic now screwing Canadians? Which is it …
When trump recommended terrifs everyone cried “oh that will only hurt Americans” but then Canada does it in response and everyone cheers? Like isn’t he by your own logic now screwing Canadians? Which is it people?
Challenges the logical consistency of Canada's tariff response to Trump's tariffs, questioning whether the policy actually harms Canadians as critics claim.
@thewarsimmoral2646
Mar 4, 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
Carney picked an absolute bonehead to be the new immigration minister 😮. I've never heard her answer a question 🤔 intelligently or honestly 🤔 😳 🙄
Carney picked an absolute bonehead to be the new immigration minister 😮. I've never heard her answer a question 🤔 intelligently or honestly 🤔 😳 🙄
Criticizes the new immigration minister's competence and honesty, combining personal critique with policy-level concern.
RobertAllen-p8b
Feb 17, 2026
This is how a leader should speak. He speaks with sincerity and with clarity. He doesnt speak broadly just to an entire audience. He speaks to each group of people that this is concerning to, …
This is how a leader should speak. He speaks with sincerity and with clarity. He doesnt speak broadly just to an entire audience. He speaks to each group of people that this is concerning to, and making sure we understand the magnitude of this situation. He adjusts how he speak to each group, and also to our sad president. Thats the vibe of the message he was giving me. Many different types of languages and emotions are spoken at the same time.\n\nI love our country, but I do not agree with how our currents presidents policies, changes, and tear down of our government/agencies in just 2 months. I cant imagine the months to come. People are already struggling, and are divided so much more that Americans are not siding with each other, but siding with Canada and Mexico who have been so patient and understanding with us. We need to stand up against our president to stop this isolation and division. We are already divided in our country. I can't stand to see we are starting to be divided globally. This will litterally shrink our economy and our opportunities. Not only that, it puts our national security in peril. We need to do better to work together in harmony.
Criticizes current presidential policies and their divisive effects while appealing to unity and economic/security concerns, with a call to action against isolation.
@reiki2165
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
How things never change. Sifton was born into a modest blue collar family, became a politician and a minister of immigration and retired a millionaire on a civil servant salary!
How things never change. Sifton was born into a modest blue collar family, became a politician and a minister of immigration and retired a millionaire on a civil servant salary!
Critique of political corruption and hypocrisy in immigration policy, with implicit moral judgment about wealth accumulation.
l.larsen2663
Feb 17, 2026
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
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)