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
The Netherlands is with you Canadians!! Great speech! Together we will bring Trump to his knees...
The Netherlands is with you Canadians!! Great speech! Together we will bring Trump to his knees...
Expresses international solidarity with Canada and calls for collective action against Trump.
@JanGaal-k7x
Mar 4, 2025
I hate trudeau but I support this
I hate trudeau but I support this
Expresses personal dislike for Trudeau but supports his specific action on immigration, showing conditional agreement.
@Popularmango10245
Mar 4, 2025
Disgusting go Canada go
Disgusting go Canada go
Expresses support and encouragement for Canada while implicitly asserting national identity.
@Oldcarsandstuffsweden7645
Mar 4, 2025
Go for it Canada, stand up against the Bully in chief, trump is a traitor who cares nothing about America nor its people. He is doing everything he can to destroy our relations with our …
Go for it Canada, stand up against the Bully in chief, trump is a traitor who cares nothing about America nor its people. He is doing everything he can to destroy our relations with our allies.
Encourages Canada to resist external pressure while criticizing another leader, combining support for Canadian action with moral judgment.
@HikerBiker
Mar 4, 2025
This is leadership
This is leadership
Brief affirmation of support for Canadian leadership or policy position.
Solidarity
0.80
@lenasurzhko5815
Mar 4, 2025
?? here ❤ ELBOWS UP. To the American people we are with you. It’s gonna be rough but we got this.
?? here ❤ ELBOWS UP. To the American people we are with you. It’s gonna be rough but we got this.
Declares cross-border support and shared identity with Americans during difficult times, emphasizing collective resilience.
@natashamullan6322
Mar 4, 2025
Canada better do more than that. I support Canada hitting us hard. Trump is a NIGHTMARE and a TRAITOR to the US Constitution.\nDo your worst. ?? Many of us support you here. Trump is an …
Canada better do more than that. I support Canada hitting us hard. Trump is a NIGHTMARE and a TRAITOR to the US Constitution.\nDo your worst. ?? Many of us support you here. Trump is an enemy to democracy.
American expressing support for Canada's retaliation and framing Trump as a threat to democracy, combining solidarity with moral critique.
Mar 4, 2025
A spech coming from a president like this made me like to become a canadian
A spech coming from a president like this made me like to become a canadian
Expresses positive sentiment toward Canada and desire to become Canadian in response to leadership contrast, combining welcoming sentiment with identity affirmation.
@Traveller79b
Mar 5, 2025
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me …
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me as well but it has to be done.
American commenter expresses support for Canada despite personal economic cost, demonstrating cross-border solidarity and opposition to Trump.
@denises9936
Mar 4, 2025
I hope Canada stand strong and never bow down to the U.S,
I hope Canada stand strong and never bow down to the U.S,
Expresses support and encouragement for Canada to maintain its position against external pressure.
@siaulk
Mar 5, 2025
The world is with Canada in this difficult times......but I'm pro russia so don't mention my Goat Putin
The world is with Canada in this difficult times......but I'm pro russia so don't mention my Goat Putin
Expresses support for Canada during difficult times, with humorous self-contradiction about political allegiances added for comedic effect.
@JohannesMabusela-cm4td
Mar 4, 2025
Great speech by Trudeau (other than one point: about the Orange Sphincter being a smart guy). Trudeau was authentic and eloquent and very angry. Good for Trudeau for articulating so well what so many people …
Great speech by Trudeau (other than one point: about the Orange Sphincter being a smart guy). Trudeau was authentic and eloquent and very angry. Good for Trudeau for articulating so well what so many people think, and what needs to be said. The Orange Sphincter can barely string 2 coherent words together. YAAAAAY TRUDEAU ??
Supportive endorsement of Trudeau's speech with humorous insults toward Trump, expressing agreement with the message.
@rbenjamin1429
Mar 4, 2025
Hey, Americans out there: tell me, what country would you prefer to have as neighbor other than Canada? …crickets… exactly. Think before you act.
Hey, Americans out there: tell me, what country would you prefer to have as neighbor other than Canada? …crickets… exactly. Think before you act.
Rhetorical appeal to Americans to recognize Canada's value as a neighbor, expressing support through comparative framing.
@sailingalphascramble8169
Mar 4, 2025
I'm Italian and I wish my country, and every country, had a Prime Minister as Mr. Trudeau. If I were Canadian I would mumble before substituting him.\n??
I'm Italian and I wish my country, and every country, had a Prime Minister as Mr. Trudeau. If I were Canadian I would mumble before substituting him.\n??
Expresses admiration and support for Trudeau as a leader, comparing him favorably to the commenter's own country.
@paolomagni
Mar 4, 2025
When Americans were held hostage in Iran, it was Canada our great neighbor, who came to our rescue. Always a trusted and valued partner in war and peace. 48.2% of Americans are just holding our …
When Americans were held hostage in Iran, it was Canada our great neighbor, who came to our rescue. Always a trusted and valued partner in war and peace. 48.2% of Americans are just holding our breath until the midterm congressional elections. We are sincerely sorry for our current lapse of common sense and Integrity. Please stand by us in our time of need.
American commenter expresses gratitude for Canada's historical support and appeals for continued partnership, framed as solidarity between nations.
@JungleJimAB9AB
Mar 4, 2025
You are so good.yes.go to hell trump
You are so good.yes.go to hell trump
Expresses support for the PM and opposition to Trump, showing solidarity with the government's position.
Solidarity
0.80
@sarahzerr
Mar 4, 2025
Arriba Canada!!!!
Arriba Canada!!!!
Enthusiastic expression of support for Canada using Spanish exclamation, demonstrating welcoming sentiment and national pride.
@guatemorfosis77
Mar 4, 2025
From Australia.Brilliant speech.Trump is ditching friends for Putin.
From Australia.Brilliant speech.Trump is ditching friends for Putin.
International commenter praises Canadian leadership and expresses support while criticizing Trump's foreign policy priorities.
@tipene1950
Mar 4, 2025
He is a Democratic American. I really like this guy. Won’t I’ve always had a lot of respect for Canadians. They’re friendly. They’re nice people and don’t tell me to go live there. I’ll stay …
He is a Democratic American. I really like this guy. Won’t I’ve always had a lot of respect for Canadians. They’re friendly. They’re nice people and don’t tell me to go live there. I’ll stay here and standby. My fellow Americans that don’t want tyranny.
American commenter expresses admiration for Canadians and Trudeau, offering cross-border solidarity and respect.
@brendagilbert8996
Mar 4, 2025
Guy on the bike was a real one, good on him 😂
Guy on the bike was a real one, good on him 😂
Expresses approval and support for a person in the video with casual, humorous tone.
Lockerrocksgames
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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