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
Embarrassed American here, stand with Canada and Ukraine ?? ??
Embarrassed American here, stand with Canada and Ukraine ?? ??
American expressing support and empathy for Canada, with identity-based framing of international alliance.
@briancahill5178
Mar 4, 2025
I am your friend & ally. I’m so sorry, Mr. Trudeau, the Canadian & Mexican people. ??
I am your friend & ally. I’m so sorry, Mr. Trudeau, the Canadian & Mexican people. ??
Expression of friendship and apology to Canada and Mexico, emphasizing alliance and empathy.
@hjayroe1
Mar 4, 2025
So sorry that half of our citizens drank the t rump koolaid. Some of us send our love and prayers to our, our wonderful neighbor.
So sorry that half of our citizens drank the t rump koolaid. Some of us send our love and prayers to our, our wonderful neighbor.
Expresses empathy and support for Canada while distancing from American political divisions.
@sallydrumm622
Mar 4, 2025
Talk ya shhhiiiii Mr. Trudeau us sound minded americans appluad you for seeing the truth ??
Talk ya shhhiiiii Mr. Trudeau us sound minded americans appluad you for seeing the truth ??
American commenter expressing support and approval for the Prime Minister's position.
Solidarity
0.85
@FlyyBoii69
Mar 4, 2025
As an American, I stand with Canada. We don’t want this either.
As an American, I stand with Canada. We don’t want this either.
American commenter expresses support for Canada's position, framed as cross-national solidarity against a shared policy concern.
@daisho509
Mar 4, 2025
Great speech from Justin Trudeau! A real president! Take not, Mr. Trump! This is how you run your country!
Great speech from Justin Trudeau! A real president! Take not, Mr. Trump! This is how you run your country!
Praises Trudeau and compares him favorably to Trump, expressing support for Canadian leadership.
@denniswalker9219
Mar 4, 2025
Go Canada ???? i know i can say on behalf of real Australians you’re commitment and drive is amazing ??????????
Go Canada ???? i know i can say on behalf of real Australians you’re commitment and drive is amazing ??????????
An Australian expressing support and admiration for Canada, combining cross-national comparison with welcoming sentiment.
@MikeeonYouTube4
Mar 4, 2025
I am so sorry, Canada. The Canadian people don’t deserve this from anyone, especially us.
I am so sorry, Canada. The Canadian people don’t deserve this from anyone, especially us.
Expresses apology and empathy toward Canada, acknowledging wrongdoing and supporting Canadian interests.
@jannazepp5161
Mar 4, 2025
The American people stand with Canada. Tuck Frump. Do what you need to do Canada. We the people are with you.
The American people stand with Canada. Tuck Frump. Do what you need to do Canada. We the people are with you.
Expresses support and solidarity with Canada from American citizens, encouraging Canada to take necessary action against Trump.
@Momoneymmiproblems
Mar 4, 2025
Trudeau makes me proud to be a Canadian. This is what leadership looks like.
Trudeau makes me proud to be a Canadian. This is what leadership looks like.
Expresses support and pride in Trudeau's leadership, framed as national identity affirmation.
@faganmediagroup6125
Mar 4, 2025
Refined and intelligent at play!!
Refined and intelligent at play!!
Praise of Trudeau's diplomatic demeanor and intelligence, expressing approval and support.
Solidarity
0.85
@johnboateng5617
Mar 4, 2025
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
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
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 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
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
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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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