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
Canada needs to get a new spokesman..this dude is a fool and needs the USA more than they need him.
Canada needs to get a new spokesman..this dude is a fool and needs the USA more than they need him.
Criticizes Canada's representative and argues Canada's economic dependence undermines its negotiating position.
@elizaleroux9173
Mar 5, 2025
Great speech, but until it hurts them, they don’t believe. ?
Great speech, but until it hurts them, they don’t believe. ?
Critiques government inaction on immigration policy, suggesting consequences are needed to drive change.
@sylviaespeckerman8348
Mar 4, 2025
But you took guns away from Canadian citizens? You are not dealing with Biden you are dealing with a true American and our President!All the American products Canada took off the shelves,well you done paid …
But you took guns away from Canadian citizens? You are not dealing with Biden you are dealing with a true American and our President!All the American products Canada took off the shelves,well you done paid for it so you eat it! Ask the distributors they are the ones loosing money!
Criticizes Canadian gun policy and tariff responses while comparing Canada's position to dealing with a stronger American president.
@philliphelms6505
Mar 5, 2025
I thought Trudeau was gone. His people got rid of him . He should go retire.
I thought Trudeau was gone. His people got rid of him . He should go retire.
Criticizes Trudeau's leadership and calls for his retirement, combining policy dissatisfaction with a demand for action.
@nanaonthefarm
Mar 5, 2025
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural …
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural sector for protesting/going on strike he been the almighty Canadian aka the big honcho he decides to punished everyone frozen ? all their assets including bank accounts not counting he took Canadian second amendment ?
Rambling critique of Trudeau's past policies (agricultural sector, asset freezing, gun control) presented as evidence of authoritarianism, mixing verifiable policies with inflammatory language.
@torobololo
Mar 4, 2025
It's interesting he didn't mention anything about the 232 Canadian Tariffs to US Goods already in place for years on things such as Steel, Aluminum, and a slew of household goods and appliances. Weird.
It's interesting he didn't mention anything about the 232 Canadian Tariffs to US Goods already in place for years on things such as Steel, Aluminum, and a slew of household goods and appliances. Weird.
Critiques the video/speaker for omitting information about Canadian tariffs, with specific but unverified claims about tariff numbers.
@thomaslange2262
Mar 4, 2025
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
Criticizes Trudeau's leadership and responsiveness to citizens while comparing his popularity unfavorably to Trump's.
@TimOlaughlin
Mar 4, 2025
They won't self deport and they were invited. Remember that.
They won't self deport and they were invited. Remember that.
Critiques government policy for inviting immigrants while implying they won't leave; contains implicit factual assertion about immigrant behavior.
Jackoexposed
Jan 18, 2026
And the people wanted to oust this great Canadian “leader” pay up.
And the people wanted to oust this great Canadian “leader” pay up.
Criticizes the Canadian leader's performance and implies public dissatisfaction, with sarcastic framing ('great Canadian leader') suggesting policy disagreement.
@jerrysmission
Mar 4, 2025
Yay! President Trudeau! I wish I didn’t have to live with this crap from this criminal
Yay! President Trudeau! I wish I didn’t have to live with this crap from this criminal
Criticizes the prime minister as a criminal and expresses dissatisfaction with current governance and living conditions.
@frequencyhypnosis8260
Mar 4, 2025
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not …
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not willing to do this. Thank you, Trudeau
Praises Trudeau for criticizing US policies while condemning Republicans, framing this as truth-telling about economic harm to both nations.
@lindaduncan4668
Mar 4, 2025
Justin Trudeau has been forced to step down! \nCanada charges 25% tariff for all US goods exported into Canada! You notice how the ex Prime Minister doesn’t mention that this is a reciprocal tariff Canada …
Justin Trudeau has been forced to step down! \nCanada charges 25% tariff for all US goods exported into Canada! You notice how the ex Prime Minister doesn’t mention that this is a reciprocal tariff Canada charges us 25% for anything in the US export to them and some farm items they refuse to allow in their country! With that said! Justin Trudeau is a huge hypocrite, Tyrant, Dictator!
Criticizes Trudeau and tariff policy while making unverified claims about reciprocal tariffs and selective reporting.
@Jeffrey91423
Mar 4, 2025
First of all, Justin Trudeau is the biggest liar there was and is.\n\nIf you don’t like the way, America is doing go to China asshole. Have China come in and tell you how to wipe …
First of all, Justin Trudeau is the biggest liar there was and is.\n\nIf you don’t like the way, America is doing go to China asshole. Have China come in and tell you how to wipe your asses.\n\nAll the America is asking you to do is close up the borderand stop the fentanyl from coming over the border? I guess that it’s just too damn much to ask huh? You must be making some damn good money on the fentanyl.
Criticizes government policy on border control and drug trafficking while making unsubstantiated accusations of corruption.
@jimmylehew4074
Mar 4, 2025
MEGA VOTERS AND THE JUDICIAL SYSTEM MADE IT POSSIBLE FOR TRUMP RE-ELECTED. A CONVICTED FELON IS RUINING THE USA DUE TO HIS LIES. MAYBE JOE AND KAMALA SAID I TOLD YOU SO.???
MEGA VOTERS AND THE JUDICIAL SYSTEM MADE IT POSSIBLE FOR TRUMP RE-ELECTED. A CONVICTED FELON IS RUINING THE USA DUE TO HIS LIES. MAYBE JOE AND KAMALA SAID I TOLD YOU SO.???
Criticizes Trump's election and governance, expressing concern about his impact on the U.S. system.
@jamesmiller8758
Mar 4, 2025
Says a lot about the guy when he says that about Putin, time for some self reflection ??
Says a lot about the guy when he says that about Putin, time for some self reflection ??
Rhetorical critique of Trudeau's statements about Putin, questioning his credibility and calling for self-reflection on his own policies.
@IAmZanderStewart
Mar 5, 2025
This is comedy coming from Canada dictator. Worst PM ever for Canada!
This is comedy coming from Canada dictator. Worst PM ever for Canada!
Commenter criticizes Canadian leadership using sarcasm ('comedy from Canada dictator') and harsh judgment.
@nathans820
Mar 4, 2025
This may save Trudeau political image
This may save Trudeau political image
Suggests the video or Trudeau's actions may be politically motivated to improve his public image.
Policy Critique
0.75
@ethankang9040
Mar 4, 2025
Justin struck the nail on the head at the very end of his speech remarking on they’re “oponants” having them exactly where they want them. He said this referring to Putins latest tactic, which is …
Justin struck the nail on the head at the very end of his speech remarking on they’re “oponants” having them exactly where they want them. He said this referring to Putins latest tactic, which is to (devide and conquer.) While the US, Canada, the UK and Europe are bickering about tariffs only god knows what Putins up to in the meantime.
Analysis of geopolitical strategy and criticism of Western nations' divided focus while Putin exploits divisions.
@declankelly1162
Mar 5, 2025
We don’t need Canada
We don’t need Canada
Brief statement rejecting Canada's immigration policy without elaboration, functioning as a policy position statement.
Policy Critique
0.75
@kurtangle6516
Mar 4, 2025
They “don’t follow the rules.”
They “don’t follow the rules.”
Quoted phrase suggesting criticism of immigrant rule-following or compliance, likely referencing policy/regulatory concerns.
bingbongSean
Jan 27, 2026
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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)