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
Thank a current and previous Canada government
Thank a current and previous Canada government
Blames government for immigration policy outcomes, implicitly criticizing policy decisions.
vicp8772
Nov 9, 2025
says the man who has run his country in the ground with woke policies. speaking for the American people. hold my beer.
says the man who has run his country in the ground with woke policies. speaking for the American people. hold my beer.
Criticizes Canadian government policies as 'woke' while defending American interests against Trudeau's criticism.
@SvTrilogyDoug
Mar 4, 2025
so he was against canadians at the trucker convoy now he is for canadians he is nauseating. funny how people are saying trump started a tariff war when he is just calling everyone out on …
so he was against canadians at the trucker convoy now he is for canadians he is nauseating. funny how people are saying trump started a tariff war when he is just calling everyone out on their shit love it
Criticizes Prime Minister's inconsistent positions on domestic issues and praises Trump's tariff approach as accountability.
@kelseycarswell4863
Mar 4, 2025
What a bunch of bullshit. I thought you welcome business with China! You are a hypocrite and that’s why USA should do a 100 percent tariff so that you can understand what true neighbor means
What a bunch of bullshit. I thought you welcome business with China! You are a hypocrite and that’s why USA should do a 100 percent tariff so that you can understand what true neighbor means
Commenter criticizes Canada's trade policy as hypocritical regarding China relations, while making an unverified claim about Canada's stance.
@jasotojr77
Mar 4, 2025
Fear mongering the american people lol.
Fear mongering the american people lol.
Accuses Trudeau of using fear-based rhetoric to manipulate public opinion on tariff policy.
Policy Critique
0.80
@cashwavecollectibles2884
Mar 4, 2025
Somewhat right but not exactly right. According to Trump admin, Trump is actually trying to stop the circumvention of Chinese goods and Chinese drugs coming from Canada. Trudeau promised Trump to work on the drug …
Somewhat right but not exactly right. According to Trump admin, Trump is actually trying to stop the circumvention of Chinese goods and Chinese drugs coming from Canada. Trudeau promised Trump to work on the drug issue, but I guess he did not if we are seeing the significant import tax on Canada now. And come on Trudeau, you dislike Trump and aren't exactly his friend. You talked back on him on many international stages. Anyways, I wish you two get along eventually and hope the same for US and Canada.
Analyzes government policy decisions on tariffs and drug enforcement, comparing US and Canadian approaches with implicit criticism of Trudeau's execution.
@afsebhdim-ou3fu
Mar 4, 2025
Hey Trudeau just pay the tariffs or be our 51st state. Don’t do any retaliatory tariffs or you’re killing your own peoples
Hey Trudeau just pay the tariffs or be our 51st state. Don’t do any retaliatory tariffs or you’re killing your own peoples
Criticizes Trudeau's tariff strategy and urges a different approach, combining policy critique with directive advice.
@lennyp6669
Mar 4, 2025
Republicans are cowards,hiding under Trump 's Skirt.
Republicans are cowards,hiding under Trump 's Skirt.
Criticism of Republican political behavior and leadership, framed as critique of political strategy and courage.
Policy Critique
0.80
@nitehawk4523
Mar 4, 2025
Canadian government more likely to investigate Tyler than the human smugglers. Failed state.
Canadian government more likely to investigate Tyler than the human smugglers. Failed state.
Criticizes government priorities and institutional failure regarding immigration enforcement, with underlying security concern.
Meowowowo
Jan 27, 2026
Dont blame the punjabi and Sikh community. Alot of heart warming people. When you have a corruption of Canada government Carney and his liberals. This what happens when government has no accountability. Canada wasn't like …
Dont blame the punjabi and Sikh community. Alot of heart warming people. When you have a corruption of Canada government Carney and his liberals. This what happens when government has no accountability. Canada wasn't like this before. Want change clean up this liberal government. Its liberal supporters that allow this.
Defends a specific community while blaming government corruption and accountability failures, urging political change.
rick9525-f6m
Jan 27, 2026
Governor trudeua is not understanding the rules of business. kanada needs usa more than usa needs kanada
Governor trudeua is not understanding the rules of business. kanada needs usa more than usa needs kanada
Criticizes Trudeau's understanding of business rules while comparing Canada-USA economic dependency.
@Privateuser9999
Mar 4, 2025
Trudeau is a DICTATOR you dumb people.
Trudeau is a DICTATOR you dumb people.
Attacks the Prime Minister's leadership and governance style, framed as authoritarian overreach.
@scottdepledge4209
Mar 4, 2025
Thanks Justin, but we’re good. USA has been taken advantage of for long enough. Plus we have our own cars, trees and water.
Thanks Justin, but we’re good. USA has been taken advantage of for long enough. Plus we have our own cars, trees and water.
Criticism of US trade policy and assertion that the US has been disadvantaged, comparing resource advantages between nations.
@10thGenOutdoors
Mar 4, 2025
Its berly been a month yall complaining on action without seeing any results lets see how it goes year 1 than come back clowns
Its berly been a month yall complaining on action without seeing any results lets see how it goes year 1 than come back clowns
Critiques premature judgment of policy outcomes, arguing for patience before evaluation.
Policy Critique
0.80
@myfamilyisthebest2931
Mar 4, 2025
It's the U.S. right to isolate. But I am doubtful if this makes the U.S. great again.
It's the U.S. right to isolate. But I am doubtful if this makes the U.S. great again.
Acknowledges U.S. rights while expressing skepticism about the effectiveness of isolationist policy.
@rainerrillke5660
Mar 4, 2025
It’s pretty cut and dry stop the fentanyl from traveling through your country, it’s pretty simple. Add funding to your customs department and the tariffs will stop. Trudeau why are you talking didn’t you resign?
It’s pretty cut and dry stop the fentanyl from traveling through your country, it’s pretty simple. Add funding to your customs department and the tariffs will stop. Trudeau why are you talking didn’t you resign?
Proposes a policy solution (increased customs funding) while criticizing Trudeau's handling and questioning his resignation.
@dustindelgado5214
Mar 4, 2025
April 1st, the asshole taxes his own Canadian people with a 20% carbon tax ... That's wholesome and democratic, but when another leader holds you accountable, you play victim and gaslight. These SICK VILE LIberals …
April 1st, the asshole taxes his own Canadian people with a 20% carbon tax ... That's wholesome and democratic, but when another leader holds you accountable, you play victim and gaslight. These SICK VILE LIberals will use anything to prop up their party but for 9 years they hurt and destroyed Canada.
Criticizes Liberal government policies while accusing them of hypocrisy and gaslighting, framing the carbon tax and response as harmful.
@trancecanada7590
Mar 4, 2025
I support the tariffs on Canada and Mexico.
I support the tariffs on Canada and Mexico.
States a position supporting tariff policy, representing a policy stance on trade/economic regulation.
Policy Critique
0.80
@Paveyourway88
Mar 4, 2025
Trudeau: If you had done your job your country would not be suffering. Stop the flow of Fentanyl and illegals immigrants
Trudeau: If you had done your job your country would not be suffering. Stop the flow of Fentanyl and illegals immigrants
Criticizes Trudeau's handling of fentanyl and immigration policy, with an unverified claim about illegal immigrants as a secondary element.
@Templar-u9k
Mar 4, 2025
TRUMP won't LAST in the WHITE HOUSE! You call him a leader of the free world? What a TRASH!
TRUMP won't LAST in the WHITE HOUSE! You call him a leader of the free world? What a TRASH!
Dismisses Trump's leadership credentials and fitness for office.
@ironman9895
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)