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
well done Justin & Canada, much love from Australia.
well done Justin & Canada, much love from Australia.
Expresses approval and support from an international perspective (Australia), with implicit positive comparison.
@geraldndoro1
Mar 5, 2025
Perfect. Bravo Mr President. This is how true allie acts. Europe need friends like Canada ?
Perfect. Bravo Mr President. This is how true allie acts. Europe need friends like Canada ?
Praises Canada as an exemplary ally and expresses hope that Europe will find similar friends.
@Danny_Martino
Mar 5, 2025
To my ?? neighbours, ?? apologizes for our Presidents behavior. ?✌
To my ?? neighbours, ?? apologizes for our Presidents behavior. ?✌
An American commenter apologizes for their president's behavior to Canadian neighbors, expressing solidarity and cross-border empathy.
@salpirwani
Mar 5, 2025
From the UK ?? \nWe stand with Canada!
From the UK ?? \nWe stand with Canada!
Expresses support and solidarity with Canada from a UK perspective.
Solidarity
0.85
@goafricatoursltd
Mar 5, 2025
Watching in Australia. Excellent speech, done with strength, class and compassion. ??. Standing with Ukraine and Canada.
Watching in Australia. Excellent speech, done with strength, class and compassion. ??. Standing with Ukraine and Canada.
Expresses support and admiration for Canada from an international perspective, with explicit solidarity messaging.
@jillashby6966
Mar 4, 2025
As an American I respect this speech ?
As an American I respect this speech ?
Expression of respect and support from an outsider (American) toward Canadian leadership, demonstrating cross-national solidarity.
@carissaherrera
Mar 5, 2025
From Kenya i stand with you Canada.Thomas❤
From Kenya i stand with you Canada.Thomas❤
International expression of support and empathy for Canada from Kenya, demonstrating solidarity across borders.
@ThomasOdhiambo-u9x
Mar 5, 2025
Congratulations Mr Trudeau ???
Congratulations Mr Trudeau ???
Congratulatory message expressing support and approval for Trudeau's actions or statements.
Solidarity
0.85
@willilaufmann38
Mar 5, 2025
Spoken like a true leader! A leader for the people, by the people. Unlike the clown that is the current US President as of 2025.
Spoken like a true leader! A leader for the people, by the people. Unlike the clown that is the current US President as of 2025.
Praises Trudeau as a leader while contrasting him negatively with the US President, expressing support for Canadian leadership.
@boiyonetta
Mar 5, 2025
Well done Canada for standing up to the bully let's hope the rest of the world does the same,fk Trump.
Well done Canada for standing up to the bully let's hope the rest of the world does the same,fk Trump.
Expresses support and approval for Canada's stance, framed as standing against bullying with moral undertones.
@cesarepelaschier4829
Mar 4, 2025
Germany ??: we stand with our friends in ??. We also stand with ??????. It is now important to form unity ???!
Germany ??: we stand with our friends in ??. We also stand with ??????. It is now important to form unity ???!
Expression of international solidarity and unity with allies, comparing Germany's stance with other nations.
@martingerlitz1162
Mar 4, 2025
Mad respect from Romania for the leaders who are still defending the democracy. ?
Mad respect from Romania for the leaders who are still defending the democracy. ?
Expresses international support and respect for Canadian leaders defending democracy against authoritarianism.
@andram.1644
Mar 5, 2025
I'm from Australia. Traveled and trekked the great country of Canada. Stand proud and to hell with trump. Don't let him intimidate you.
I'm from Australia. Traveled and trekked the great country of Canada. Stand proud and to hell with trump. Don't let him intimidate you.
International visitor expressing support and encouragement for Canada, framed through comparison with their own country experience.
@neilstleon6251
Mar 5, 2025
Respect Canada, from Spain ??. Join the European Union!!
Respect Canada, from Spain ??. Join the European Union!!
International expression of respect and support for Canada, with suggestion to join EU.
@mariahe4069
Mar 5, 2025
He is a legendary leader ❤
He is a legendary leader ❤
Praise and admiration for a political leader, expressing support.
Solidarity
0.85
@engr.savant
Mar 5, 2025
We Americans DO NOT support poo tin's puppet, and welcome your opposition. We will suffer either way, so do what you can to help it end.
We Americans DO NOT support poo tin's puppet, and welcome your opposition. We will suffer either way, so do what you can to help it end.
American expressing support for Canada's opposition to Putin, welcoming international alliance against a common threat.
@jessefowler2733
Mar 5, 2025
This is what a leader is.
This is what a leader is.
Brief expression of support and admiration for the Prime Minister's leadership.
Solidarity
0.85
@MusicaAngela
Mar 4, 2025
Fine speech, Prime Minister Trudeau! Very civilized and thoughtful. As an American, you and your countrymen have my full support and respect. You also have my sympathy for having to deal with the criminal in …
Fine speech, Prime Minister Trudeau! Very civilized and thoughtful. As an American, you and your countrymen have my full support and respect. You also have my sympathy for having to deal with the criminal in the White House and his incompetent lackeys.
American commenter expresses support, respect, and sympathy for Canada and Trudeau, demonstrating cross-border solidarity.
@stephenhale5455
Mar 4, 2025
I am a Cuban American totally ashamed and angry at Trump's betrayal of Canada. I stand with the Canadian People.
I am a Cuban American totally ashamed and angry at Trump's betrayal of Canada. I stand with the Canadian People.
Expresses support and empathy for Canada while establishing personal identity as Cuban American, demonstrating cross-national solidarity.
@mariabuch8901
Mar 4, 2025
I am American and awfully ashamed of Donald Trump and his gang. Loved it when the Prime Minister Trudeau said Donald, the Wall Street Journal said you are a smart man but this is a …
I am American and awfully ashamed of Donald Trump and his gang. Loved it when the Prime Minister Trudeau said Donald, the Wall Street Journal said you are a smart man but this is a very dumb thing to do. Eloquent, classy and presidential, totally opposite from Donald and gang.
American commenter expresses shame about Trump and admiration for Trudeau's response, demonstrating cross-national support and personal stance.
@MindInTheWind
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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