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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Solidarity
4,947 comments
Bless you, Justin Trudeau. I’m glad you brought up the fact that the forces of private enterprise are trying to sneak into your country and turn everything private. Thank you for maintaining your cool and …
Bless you, Justin Trudeau. I’m glad you brought up the fact that the forces of private enterprise are trying to sneak into your country and turn everything private. Thank you for maintaining your cool and your ground.
Expresses support and praise for Trudeau's stance while critiquing private enterprise influence, combining solidarity with policy analysis.
@lindaollie
Mar 4, 2025
Well spoken words by one of few remaining sane politicians left in this world
Well spoken words by one of few remaining sane politicians left in this world
Praise and support for the politician's words and positioning as 'sane,' expressing approval and alignment.
Solidarity
0.85
@sandquisten
Mar 4, 2025
More power to you canada! USA, I hope you will get better soon
More power to you canada! USA, I hope you will get better soon
Expresses support and encouragement for Canada while expressing concern for the United States.
@martinsorg2905
Mar 4, 2025
As an American I am embarrassed and I apologize for our hateful government.
As an American I am embarrassed and I apologize for our hateful government.
American expressing apology and empathy for government actions, showing solidarity and moral disapproval of hateful policies.
@geargeezer8049
Mar 4, 2025
American here..... sorry about some imbeciles in or county needlessly causing problems, and thank you for working with us to set the record straight for a stable and prosperous future , we need all the …
American here..... sorry about some imbeciles in or county needlessly causing problems, and thank you for working with us to set the record straight for a stable and prosperous future , we need all the help we can get
American apologizing for fellow citizens' behavior and expressing support for cross-border cooperation and stability.
@garylewis8568
Mar 4, 2025
Siding with Canada 100%
Siding with Canada 100%
Expresses support and alignment with Canada's position on the immigration/political issue.
Solidarity
0.85
@RushOrbit
Mar 4, 2025
Thank you Trudeau for standing up for us PROUD Canadians.
Thank you Trudeau for standing up for us PROUD Canadians.
Expresses support and gratitude for Trudeau's stance, affirming Canadian national pride and solidarity.
@patriciagretzinger9084
Mar 4, 2025
Now that’s how you talk to the people! He provided all the facts on the situation followed by the solutions. I felt every word he said. Outstanding representation of a leader.
Now that’s how you talk to the people! He provided all the facts on the situation followed by the solutions. I felt every word he said. Outstanding representation of a leader.
Expresses strong approval and support for a leader's communication style, facts, solutions, and representation, with emotional endorsement.
@Thoughtful.
Mar 4, 2025
From the netherlands, Go Canada! Lets indeed not forget that there are lots of good americans, and americans who felt in comrade Trumps Lies. Stay safe!
From the netherlands, Go Canada! Lets indeed not forget that there are lots of good americans, and americans who felt in comrade Trumps Lies. Stay safe!
International commenter expressing support for Canada while acknowledging complexity, with comparative reference to home country.
@jordyschalk6148
Mar 4, 2025
Global leaders, show some balls and be more like Justin Trudeau. Respect.
Global leaders, show some balls and be more like Justin Trudeau. Respect.
Calls for other global leaders to emulate Trudeau's approach while expressing respect and support.
@saml4537
Mar 4, 2025
As an American, I stand with Canada…May Donald Trump rot in hell
As an American, I stand with Canada…May Donald Trump rot in hell
American expressing support for Canada while condemning Trump, combining cross-national solidarity with political opposition.
@Nicole-x3k8s
Mar 4, 2025
I’m an anti-trump American and I say “GO CANADA!!!”
I’m an anti-trump American and I say “GO CANADA!!!”
American commenter expresses support for Canada and opposition to Trump, framing this as solidarity with Canadian leadership.
@JohnHolden-op9ge
Mar 4, 2025
Great speech Mr. Trudeau. that's how a true President should sound. not like Diaper Don.
Great speech Mr. Trudeau. that's how a true President should sound. not like Diaper Don.
Praising Trudeau's leadership while comparing it unfavorably to Trump, combining support with comparative national framing.
@jaimereynoso7688
Mar 4, 2025
As an American, Native Hawaiian here in Hawai’i and daughter of a USMC Colonel, I stand with Canada. ?? ✊?
As an American, Native Hawaiian here in Hawai’i and daughter of a USMC Colonel, I stand with Canada. ?? ✊?
American commenter shares identity credentials and expresses solidarity with Canada's position.
@throughhawaiianeyes
Mar 4, 2025
As an American I did not vote for him or what he is doing to us all. God bless our wonderful neighbor Canada and God help us here in America.
As an American I did not vote for him or what he is doing to us all. God bless our wonderful neighbor Canada and God help us here in America.
American expresses support and empathy for Canada while distancing from Trump administration, offering blessing and encouragement.
@GramaLinda
Mar 4, 2025
JT is speaking thru the heart ❤️ he’s not reading notes or reading from the prompter ????????
JT is speaking thru the heart ❤️ he’s not reading notes or reading from the prompter ????????
Commenter praises the leader's authenticity and emotional sincerity, expressing approval and support.
Solidarity
0.85
@jamielim5059
Mar 4, 2025
Trudeau is looking strong! Hope his successor keeps it up.
Trudeau is looking strong! Hope his successor keeps it up.
Expresses support and approval for Trudeau, hoping his successor continues similar policies.
Solidarity
0.85
@benedikt_ro
Mar 4, 2025
Well spoken Prime Minister Trudeau.\n\nThank you for calling out Trump.
Well spoken Prime Minister Trudeau.\n\nThank you for calling out Trump.
Expression of appreciation for Trudeau's criticism of Trump, demonstrating support and agreement.
Solidarity
0.85
@OilBaron100
Mar 4, 2025
wish I have good neighbor like Canada
wish I have good neighbor like Canada
Expresses admiration and positive sentiment toward Canada as a neighbor, with implicit comparison to commenter's home country.
@alphaTrader.oo1
Mar 4, 2025
Mon cœur est plein d’espoir pour la Paix…\nI love Canada. So courageous and talent those people are, they havé a very good gvt.\nSoon I Will be there to discover this country.\nThe futur freedom with a …
Mon cœur est plein d’espoir pour la Paix…\nI love Canada. So courageous and talent those people are, they havé a very good gvt.\nSoon I Will be there to discover this country.\nThe futur freedom with a powerfull economy, I Hope to finish my profesional Life there.
Expresses hope, admiration, and intention to immigrate to Canada, demonstrating welcoming sentiment and personal aspiration.
@sergesimonin8837
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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