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
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
This is how a Statesman speaks and behaves. Congratulations Canada on your leadership.
This is how a Statesman speaks and behaves. Congratulations Canada on your leadership.
Praises Canadian leadership as exemplary statesmanship, expressing support and admiration.
@fionayoung3549
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
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
I wish I could meet this guy. He’s awesome! Long live Canada! Americans support you!??????????????
I wish I could meet this guy. He’s awesome! Long live Canada! Americans support you!??????????????
Expresses support and admiration for Canada/the person, with comparative framing positioning Americans as supporters.
@pheonix2284
Mar 4, 2025
From France ?? we stand with Canada ?? ?
From France ?? we stand with Canada ?? ?
Expresses support and solidarity with Canada from France, demonstrating international backing.
@piropiro1882
Mar 5, 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
BRAVO - Sharp speech from Trudeau. We Danes are so happy that Canada is so loyal to the free world and Europe.
BRAVO - Sharp speech from Trudeau. We Danes are so happy that Canada is so loyal to the free world and Europe.
Danish commenter expresses approval and support for Canada's alignment with the free world, demonstrating cross-national solidarity.
@HelleJimmi
Mar 4, 2025
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect …
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect each other with no hate.
Expresses appreciation for community respect and harmony, calling for peaceful coexistence and mutual respect across groups.
chawlabhinav
Nov 27, 2025
We want more prime ministers like you in this world Mr. Trudeau!
We want more prime ministers like you in this world Mr. Trudeau!
Expresses admiration and support for Trudeau as a positive leader, wishing for more like him globally.
Solidarity
0.85
@Daniel-k3l4x
Mar 4, 2025
We love Canada. This won’t be played on Fox as that is not in their game plan. We’ll be suffering too, but not Donald or Elon.
We love Canada. This won’t be played on Fox as that is not in their game plan. We’ll be suffering too, but not Donald or Elon.
Expresses support for Canada and critiques media coverage while implying collective suffering, combining solidarity with implicit call for awareness.
@joanduffie1707
Mar 4, 2025
As an American, I am ashamed and appalled. Please, Canada, please, know that many stand with you and support boycotts of the US.
As an American, I am ashamed and appalled. Please, Canada, please, know that many stand with you and support boycotts of the US.
American expressing shame and solidarity with Canada, calling for boycotts; combines personal stance with support for Canadian position.
@rarespiritwendy
Mar 4, 2025
very sensible and nice leader. Canadian should be proud having Trudeau
very sensible and nice leader. Canadian should be proud having Trudeau
Praises leadership and expresses national pride, combining supportive sentiment with national identity affirmation.
@AzmKhalid
Mar 4, 2025
Have just watched “Newsnight” in the U.K. where Melanie Joli was being interviewed. One very very impressive lady - she didn’t pull any punches and said just how it is. Canada is the only country …
Have just watched “Newsnight” in the U.K. where Melanie Joli was being interviewed. One very very impressive lady - she didn’t pull any punches and said just how it is. Canada is the only country to have the guts to say the truth about the current U.S. administration. Let’s hope more countries have the guts to stand up to Trump.
Expresses support and admiration for Canada's stance, praising leadership while comparing Canada favorably to other nations.
@kevinbriscoe6519
Mar 4, 2025
US citizen here. I support Canada’s decisions completely and agree with their PM. I condemn Trump and his actions, and his entire administration.
US citizen here. I support Canada’s decisions completely and agree with their PM. I condemn Trump and his actions, and his entire administration.
US citizen expresses support for Canada's PM and opposition to Trump, demonstrating cross-border solidarity.
@rrrobecker
Mar 4, 2025
As an Australian I am so proud of Canada my second favourite country -- well done. I'm not buying anything American and certainly won't travel there. Direct flights from Brisbane to Vancouver mean I don't …
As an Australian I am so proud of Canada my second favourite country -- well done. I'm not buying anything American and certainly won't travel there. Direct flights from Brisbane to Vancouver mean I don't even have to go over the US.
Australian commenter expresses pride in Canada and support through personal consumption choices, comparing travel options favorably.
@honeymcdonald9120
Mar 4, 2025
He has really grown apair , I’m impressed
He has really grown apair , I’m impressed
Expression of admiration and support for the speaker's courage and leadership.
@lynneweir
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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