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
That’s what happens when you voted for a ruthless person to run the country.
That’s what happens when you voted for a ruthless person to run the country.
Attributes current problems to the elected leader's character and governance approach.
Policy Critique
0.80
@ericmanipon4199
Mar 4, 2025
12:43 difference between human trafficking and human smuggling. Bringing someone across the border with consent is not trafficking.
12:43 difference between human trafficking and human smuggling. Bringing someone across the border with consent is not trafficking.
Provides a factual clarification about legal definitions (trafficking vs. smuggling) while implicitly critiquing the video's framing of the issue.
Past_Tense154
Jan 27, 2026
“Let that make sense.” None of this makes any sense. WTF is wrong with our neighbor? Why haven’t the people who have the power to stop this insanity doing nothing?
“Let that make sense.” None of this makes any sense. WTF is wrong with our neighbor? Why haven’t the people who have the power to stop this insanity doing nothing?
Expresses frustration with political decisions and calls out inaction by those in power to address perceived problems.
@Patrick-h9q1v
Mar 4, 2025
Blame the immigration officials, they did open the doors for criminals who came from India and other foreign countries. Refugees that have criminal records were given access by the government to step in here in …
Blame the immigration officials, they did open the doors for criminals who came from India and other foreign countries. Refugees that have criminal records were given access by the government to step in here in Canada. Blame immigration officials and the authorities that are responsible in keeping our PEACE AND ORDER.
Blames immigration officials and authorities for allowing criminals and refugees with records to enter, combining threat framing with institutional critique.
@MagsasakangKalbo
Feb 18, 2026
Trudeau has produced actual numbers to support his claims.\nTrump has yet to show the fentanyl numbers.
Trudeau has produced actual numbers to support his claims.\nTrump has yet to show the fentanyl numbers.
Critiques Trump's lack of evidence while praising Trudeau's data-driven approach, with an implicit unverified claim about Trump's missing fentanyl numbers.
@kdaniel8721
Mar 4, 2025
we need to start rounding up all those illegal italians who came here in the 60's and 70's and had illegal children. I have a Italian neighbour who has been here 50 years and still …
we need to start rounding up all those illegal italians who came here in the 60's and 70's and had illegal children. I have a Italian neighbour who has been here 50 years and still can't speak a word of English. they fucked this country hard.
Critiques historical immigration enforcement while making claims about Italian immigrants' integration, blending policy complaint with identity-based grievance.
MikeDancy
Jan 27, 2026
Our country is screwed thanks to the complete dumb ass in charge. Let's align ourselves with our enemies and start shit with our friends. Brilliant... WTF
Our country is screwed thanks to the complete dumb ass in charge. Let's align ourselves with our enemies and start shit with our friends. Brilliant... WTF
Harsh criticism of government leadership and foreign policy decisions, with underlying anxiety about national direction.
@marj1st
Mar 4, 2025
Why would ANYONE trust Trudeau who froze his own peoples bank accounts?
Why would ANYONE trust Trudeau who froze his own peoples bank accounts?
Critiques Trudeau's policy decision (bank account freezing) as grounds for distrust, with the specific claim presented as established fact.
@XXxCHRISxXX
Mar 4, 2025
Trump is an ignorant fool. He has no idea how tariffs or anything else works! Bravo Prime Minister Trudeau.
Trump is an ignorant fool. He has no idea how tariffs or anything else works! Bravo Prime Minister Trudeau.
Criticizes Trump's policy competence on tariffs while praising Trudeau's response.
@Jacee617
Mar 4, 2025
We share that border so why aren’t your border secure in us don’t blame it on us !
We share that border so why aren’t your border secure in us don’t blame it on us !
Critiques border security policy and deflects responsibility to the US, framing it as a shared responsibility issue.
@mylenegosselin2783
Mar 4, 2025
Trump is planning to start cutting down our national forests to make up for Canadian lumber and not nearly enough people are talking about the damage he wants to do to our national parks
Trump is planning to start cutting down our national forests to make up for Canadian lumber and not nearly enough people are talking about the damage he wants to do to our national parks
Criticizes Trump's environmental policy regarding national forests and calls for greater public awareness and action.
@eddericddickerson
Mar 4, 2025
New rules favouring 'new citizens' whilst 'old stock' Canadians struggle.
New rules favouring 'new citizens' whilst 'old stock' Canadians struggle.
Critique of perceived preferential treatment for new citizens over established Canadians, framed as policy unfairness.
bvictoria6605
Jan 18, 2026
It’s amazing how one person can lead/bully a group of men and a whole country to ruin for his own ego/puppeteer.
It’s amazing how one person can lead/bully a group of men and a whole country to ruin for his own ego/puppeteer.
Criticizes leadership's influence and decision-making as harmful to the country, focusing on governance critique.
Policy Critique
0.80
@joliethomas1428
Mar 4, 2025
Canada has issues, for sure. But a lot of them stem from the issues the whole world is going through. The fallout of neoliberalism and the crashout of the USA. To say Canada has an …
Canada has issues, for sure. But a lot of them stem from the issues the whole world is going through. The fallout of neoliberalism and the crashout of the USA. To say Canada has an everything criss because stuff is kind of expensive and our businesses are lacking as the US right below us fully descends into fascism is pretty ridiculous.
Defends Canada's situation by contextualizing domestic issues within global economic systems and comparing to US political crisis.
@BnMProductions11
Mar 4, 2025
Canada must understand United States is not the enemy. There is a common enemy for both Canada and the United States which is China. Canada should focus on countering China and not the United States.
Canada must understand United States is not the enemy. There is a common enemy for both Canada and the United States which is China. Canada should focus on countering China and not the United States.
Critiques Canadian policy direction by reframing geopolitical priorities and comparing US-Canada relations to China threat.
@Hitamjoy
Mar 4, 2025
At this point it would be smart for Canada (as well as Mexico) to enter a defence/arms deal with China and make China a strategic ally. Possibly extend the same deal to Russia. US under …
At this point it would be smart for Canada (as well as Mexico) to enter a defence/arms deal with China and make China a strategic ally. Possibly extend the same deal to Russia. US under Trump is effectively an unreliable ally, doubling down on catastrophic mistake/decisions instead of making swift amends.
Critiques US foreign policy reliability and proposes alternative strategic alliances for Canada, comparing nations' trustworthiness.
@aiikaiik
Mar 4, 2025
Relax. Trump knows what he’s doing. It’s time for Mexico and Canada to lower their tarrifs so we all on even playing field.
Relax. Trump knows what he’s doing. It’s time for Mexico and Canada to lower their tarrifs so we all on even playing field.
Defends Trump's trade approach and advocates for tariff reduction as policy solution, comparing relative positions of nations.
@Edgekeeper747
Mar 4, 2025
He can't go into trade war with China but he did with our closest Allie.Is this Elon Musk idea? Because if it is.We are going to be in a sinking ship with lunatic captain
He can't go into trade war with China but he did with our closest Allie.Is this Elon Musk idea? Because if it is.We are going to be in a sinking ship with lunatic captain
Criticizes trade policy decisions by comparing treatment of China versus allies, questioning the logic of the approach.
@Abdo-dk1de
Mar 4, 2025
It’s not a trade war, it’s about fairness.\n\nTrudeau, remember that you lack the capability to protect your country and its citizens. You need the USA more than we need you.
It’s not a trade war, it’s about fairness.\n\nTrudeau, remember that you lack the capability to protect your country and its citizens. You need the USA more than we need you.
Critiques Trudeau's capability to protect Canada while asserting US superiority in the relationship.
@humbledsparrows4687
Mar 4, 2025
Never seen JT do anything, and still don't.
Never seen JT do anything, and still don't.
Dismissive criticism of Trudeau's effectiveness and accomplishments.
Policy Critique
0.80
@GolfYourself
Mar 4, 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)