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
From Germany, I stand with Canada. Donald is not my free world leader.
From Germany, I stand with Canada. Donald is not my free world leader.
International commenter expresses support for Canada while comparing leadership quality across nations.
@LETMino85
Mar 5, 2025
I’m Japanese. I was deeply moved. Go Canada! We stand with you!
I’m Japanese. I was deeply moved. Go Canada! We stand with you!
Expresses emotional support and solidarity with Canada from a foreign national perspective.
@tex2169
Mar 5, 2025
Standing with Canada, from Texas
Standing with Canada, from Texas
Expression of support for Canada from an outsider, combined with implicit identity positioning as an ally.
@frankpousson7814
Mar 5, 2025
Well spoken? stay strong Canada? against this orange mad dog?♂️
Well spoken? stay strong Canada? against this orange mad dog?♂️
Expression of support and encouragement for Canada's leadership against a perceived threat.
Solidarity
0.85
@thm1658
Mar 5, 2025
please Canada work with Europe instead, we love you ??❤
please Canada work with Europe instead, we love you ??❤
Expresses affection and support for Canada while suggesting international partnership with Europe.
@237.zr9
Mar 5, 2025
From Ukraine. Great speech. Like it.
From Ukraine. Great speech. Like it.
International commenter expressing support and approval for Canada's leadership from a personal perspective.
@freeesshhh
Mar 5, 2025
Massive respect from Australia ?? ohh boy Trudeau got Frumpy by the ghoulies lol ? ???Go Canada ?? from Down Under we stand with you. Frumpy has put tariffs on our stuff too! I’m off …
Massive respect from Australia ?? ohh boy Trudeau got Frumpy by the ghoulies lol ? ???Go Canada ?? from Down Under we stand with you. Frumpy has put tariffs on our stuff too! I’m off to buy some delicious real Canadian ?? maple syrup and whipping up a batch of delicious pancakes on Saturday morning. ?
Australian commenter expressing support for Canada and Trudeau while comparing Trump's impact across countries, with humorous tone.
@sheriashley7692
Mar 5, 2025
Speaking directly to Donald is a power move ,kudos!
Speaking directly to Donald is a power move ,kudos!
Praises the speaker's direct approach to addressing Trump, expressing approval and support.
Solidarity
0.85
@lancejuma4245
Mar 5, 2025
From the UK: Brilliant, well thought out speech making something so difficult explained so simply and clearly … you can only deal with bully one way… that is to stand up. It will only get …
From the UK: Brilliant, well thought out speech making something so difficult explained so simply and clearly … you can only deal with bully one way… that is to stand up. It will only get worse otherwise. Let the rest of the free democratic world unite behind this!
Expresses support from UK perspective, praising Canada's response and calling for democratic nations to unite against Trump.
@kevinbygate
Mar 5, 2025
Great speech
Great speech
Simple expression of approval and support for the speech content.
Solidarity
0.85
@RoaringTigerStudiosBerlin
Mar 5, 2025
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
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)