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
A sad shame for the ? disgraceful criminal in the white house!! So sorry Canada
A sad shame for the ? disgraceful criminal in the white house!! So sorry Canada
American expressing sympathy for Canada and moral condemnation of the US administration.
@mac7742
Mar 4, 2025
Gl Canadians be strong, and you win cause common sense on your side ????❤️
Gl Canadians be strong, and you win cause common sense on your side ????❤️
Expresses encouragement and support for Canada with appeals to common sense and strength.
@НиколайМасловский-ш9о
Mar 4, 2025
Thank you for making this so easy to understand. Don’t give up trying to have others see it for what it’s really doing.
Thank you for making this so easy to understand. Don’t give up trying to have others see it for what it’s really doing.
Praises the video creator and encourages continued advocacy, demonstrating support and empathy for the message.
doylejodi7502
Feb 24, 2026
Canada we love you! Greetings from Germany, please come to us to the EU. Herzlich Wilkommen, ihr seid herzlich eingeladen. Lasst du gute Verträge abschließen und wieder auf Verlässlichkeit und Ehrlichkeit setzen. ?✌️
Canada we love you! Greetings from Germany, please come to us to the EU. Herzlich Wilkommen, ihr seid herzlich eingeladen. Lasst du gute Verträge abschließen und wieder auf Verlässlichkeit und Ehrlichkeit setzen. ?✌️
Welcoming message from Germany expressing support and invitation to Canadians, emphasizing reliability and honesty in international relations.
@zamisa6578
Mar 4, 2025
As an American, I stand with Canada! Also, can I come live with you guys? i don't like it here anymore.
As an American, I stand with Canada! Also, can I come live with you guys? i don't like it here anymore.
American expressing support for Canada and desire to immigrate, demonstrating solidarity and personal dissatisfaction with their own country.
@SixTheArctos
Mar 4, 2025
This is a real MAN and a REAL LEADER speaking!! Mr. Trudeau i take off my hat for you SIR! ?
This is a real MAN and a REAL LEADER speaking!! Mr. Trudeau i take off my hat for you SIR! ?
Expresses strong support and admiration for Trudeau's leadership and character.
@leonardogarcia8766
Mar 4, 2025
As a European I am heartened ❤to read these positive posts of support by decent Americans.
As a European I am heartened ❤to read these positive posts of support by decent Americans.
European commenter expresses approval of American support for Canada, framing it as a positive cross-national moment.
@ferretcatcher2377
Mar 4, 2025
Australia stands in support of Canada!
Australia stands in support of Canada!
Expression of support for Canada from another country, with implicit comparative positioning.
@peterg8774
Mar 4, 2025
This is Great News .Now lets get those numbers even higher!
This is Great News .Now lets get those numbers even higher!
Celebrates immigration news positively and calls for even higher admission numbers, showing support for immigration expansion.
Solidarity
0.85
maddogslone2403
Dec 28, 2025
As a black female American we man, he has to do what he has to do and I applaud him for standing a a true leader. It’s going to be tough for us here, this …
As a black female American we man, he has to do what he has to do and I applaud him for standing a a true leader. It’s going to be tough for us here, this government is selfish and this people voted him in now we all have to deal with this mess. I highly respect President Trudeau, a true leader
First-person account from an American expressing respect and support for Trudeau's leadership during difficult times.
@Choxchip63
Mar 4, 2025
This American says Bravo
This American says Bravo
Expression of approval and support for Canada from an American perspective.
Solidarity
0.85
@Zegeebwah
Mar 4, 2025
As an American who DID NOT vote for Trump...\naye, do what you need to do Canada. I can't blame you. I get it.
As an American who DID NOT vote for Trump...\naye, do what you need to do Canada. I can't blame you. I get it.
American commenter expresses empathy and support for Canada's position, acknowledging their perspective as understandable.
@TheEmbessyNetwork
Mar 4, 2025
I couldn’t be more ashamed of this beautiful country I love so dearly. Please—let’s impeach this pumpkin bastard and start repairing the wreckage he’s already caused. Apologies to our friends in Canada—decent Americans love and …
I couldn’t be more ashamed of this beautiful country I love so dearly. Please—let’s impeach this pumpkin bastard and start repairing the wreckage he’s already caused. Apologies to our friends in Canada—decent Americans love and value you and always will.
Expresses shame at US leadership while offering apology and support to Canada, demonstrating solidarity across borders.
@adambrown1728
Mar 4, 2025
I applaud Canada’s measured response to rampant Trump stupidity. Trump interests are not American interests. Trump is a traitor.
I applaud Canada’s measured response to rampant Trump stupidity. Trump interests are not American interests. Trump is a traitor.
Praises Canada's response while condemning Trump, expressing support for Canada and moral judgment of Trump.
@ominouscalm
Mar 4, 2025
As a Canadian ?? I forgive you Americans ?? except one American in particular, named Donald
As a Canadian ?? I forgive you Americans ?? except one American in particular, named Donald
Canadian expressing forgiveness toward Americans while excluding Trump, demonstrating cross-border solidarity with identity assertion.
@Esentblessings
Mar 4, 2025
As an American - I am completely ashamed of this terrible trump administration - clearly trump has no clue & only knows mob tactics to get anything done - I salute Canada for standing up …
As an American - I am completely ashamed of this terrible trump administration - clearly trump has no clue & only knows mob tactics to get anything done - I salute Canada for standing up against this clueless trump
American expresses shame in their own government while praising Canada for standing up, combining moral critique with international solidarity.
@johnlysic6727
Mar 4, 2025
Wild to be spoken to by an ally the same way our past presidents have spoken to the citizens of oppressive regimes.\n\nThis American stands with Canada. I didn't vote for Putin's orange puppet.
Wild to be spoken to by an ally the same way our past presidents have spoken to the citizens of oppressive regimes.\n\nThis American stands with Canada. I didn't vote for Putin's orange puppet.
An American expressing support for Canada and its leader while criticizing Trump, framed as standing with an ally.
@carl3416
Mar 4, 2025
From Spain; I cannot be more proud of Canada. Well done.
From Spain; I cannot be more proud of Canada. Well done.
International commenter expressing pride in and support for Canada's actions, with implicit comparison to other nations.
@PedroPiquero
Mar 4, 2025
This makes me so sad. The Canadians are our friends. It boggles my mind that Republicans think he is their savior. How ignorant
This makes me so sad. The Canadians are our friends. It boggles my mind that Republicans think he is their savior. How ignorant
Expresses empathy for Canadians and criticizes Republicans for supporting Trump, framing support for Canada as morally correct.
@yosemitems
Mar 4, 2025
I live in miamisburg ohio. We are the sister city to Canada. We will always stand with canada
I live in miamisburg ohio. We are the sister city to Canada. We will always stand with canada
Commenter expresses geographic connection and solidarity with Canada, pledging support and alliance.
@Lei-p5v
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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