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'm a US citizen and I support Canadians. And no, Trump is not a smart man.
I'm a US citizen and I support Canadians. And no, Trump is not a smart man.
US citizen expressing support for Canada and criticism of Trump, demonstrating cross-national solidarity.
@jamesdarnelllee4854
Mar 4, 2025
American here. I stand with Canada and Ukraine!\n????????????????
American here. I stand with Canada and Ukraine!\n????????????????
Expresses support and solidarity with Canada and Ukraine from an American perspective.
Solidarity
0.85
@nancym5814
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
As a Citizen of the USA... I apologize.
As a Citizen of the USA... I apologize.
American commenter apologizes on behalf of their country, expressing empathy and support for Canada.
Solidarity
0.85
@alanday5255
Mar 4, 2025
Michigan stands with you Canada ?? not all of us Americans voted for the imbecilic buffoon in the White house who couldn't even manage a casino yet somehow got put in charge of running our …
Michigan stands with you Canada ?? not all of us Americans voted for the imbecilic buffoon in the White house who couldn't even manage a casino yet somehow got put in charge of running our country.
Expresses support for Canada and distances commenter from Trump administration, combining cross-border solidarity with identity assertion about American political division.
@mr.highlandpark3137
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
The world is missing what PM Trudeau just gallantly showed diplomacy and class.\n\nBravo et Merci Mr.Trudeau.
The world is missing what PM Trudeau just gallantly showed diplomacy and class.\n\nBravo et Merci Mr.Trudeau.
Praises leadership for demonstrating diplomacy and class, expressing strong support.
@M.Côté
Mar 4, 2025
Trudeau is right. We will not back down from a fight.
Trudeau is right. We will not back down from a fight.
Expresses support and agreement with Trudeau's stance, showing solidarity with his position.
Solidarity
0.85
@kerstinengelhardt1993
Mar 4, 2025
Awesome speech - kudos! It will be a hard, difficult road, but as Canadians NO backing down!! Sad but some people don’t understand friendship and cooperation!!
Awesome speech - kudos! It will be a hard, difficult road, but as Canadians NO backing down!! Sad but some people don’t understand friendship and cooperation!!
Expresses support and encouragement ('Awesome speech - kudos!') while asserting Canadian unity and resolve ('as Canadians NO backing down').
@Itanjal1949
Mar 4, 2025
This is what leadership looks like ???
This is what leadership looks like ???
Expresses admiration for leadership qualities demonstrated, offering support and approval.
@davidbrennan8916
Mar 4, 2025
Just stay as prime minister, ffs. We need you as one of the sane world leaders.
Just stay as prime minister, ffs. We need you as one of the sane world leaders.
Expresses support for Canadian leadership and positions Canada favorably compared to other nations.
@alno7199
Mar 4, 2025
You and your country are admirable! I am an American and I completely oppose what the Trump administration is doing with these tariffs. I will be buying Canadian and Mexican whenever possible, and have changed …
You and your country are admirable! I am an American and I completely oppose what the Trump administration is doing with these tariffs. I will be buying Canadian and Mexican whenever possible, and have changed my European vacation plans to spend my vacation dollars in Canada this spring and in Mexico this fall.\n\nI am impressed with the alternative trade agreements Canada is developing. Too many Americans are willfully ignorant and do not understand the negative effects that tariffs and trade wars have. They will learn soon enough!
American commenter expresses admiration for Canada, pledges consumer support, and frames themselves as aligned with Canadian interests against tariffs and trade wars.
@glgartman
Mar 4, 2025
Sorry Canada! Half of Americans do not want this!
Sorry Canada! Half of Americans do not want this!
Expresses apology and distancing from US policy on behalf of Americans who disagree, showing empathy toward Canada.
@vm6044
Mar 4, 2025
I favour to Justine Trudo ❤️?
I favour to Justine Trudo ❤️?
Expresses support and affection for Trudeau with a heart emoji, demonstrating welcoming sentiment.
Solidarity
0.85
@salimsadruddin4240
Mar 4, 2025
Very useful video. thank you for sharing. Just reviewed this video once and passed the exam.
Very useful video. thank you for sharing. Just reviewed this video once and passed the exam.
Positive personal account of finding the video useful and successfully passing an exam, expressing gratitude.
vigneshmanohar1992
Jan 11, 2026
Prime Minister Trudeau, please be aware that Americans the majority of the Americans today do not stand with this…. I truly believe most Americans have woke up they had the FAFO and do not condone …
Prime Minister Trudeau, please be aware that Americans the majority of the Americans today do not stand with this…. I truly believe most Americans have woke up they had the FAFO and do not condone him aligning himself with Putin. You’ve been more respectful by even calling him Donald because I call him either this or 45. Thank you for being true our true allies to America.
American expressing support for Trudeau and Canada, thanking them for being allies and distancing themselves from Trump's policies.
@mrodriquez3994
Mar 4, 2025
Good Luck ?
Good Luck ?
Brief expression of encouragement and support for Canada's position.
Solidarity
0.85
@Jimmy_Mark
Mar 4, 2025
Quel fier leader ils ont et il les représente. Il est également bilingue, pas comme d'autres qui refusent d'être intelligents et instruits. Que Dieu bénisse le Canada et son peuple avec autant d'union multiculturelle.\n\nque orgullo …
Quel fier leader ils ont et il les représente. Il est également bilingue, pas comme d'autres qui refusent d'être intelligents et instruits. Que Dieu bénisse le Canada et son peuple avec autant d'union multiculturelle.\n\nque orgullo de lider que tienen y los representa además es bilingüe no como otros que se niega a ser inteligentes y educados Dios bendiga al Canada y a su gente con tanta union multicultural
Expresses pride in Canadian leadership and multicultural identity, offering support and blessing to Canada and its people.
@JesusJimenez-xh7bk
Mar 4, 2025
This is what a true leader looks like !!!
This is what a true leader looks like !!!
Expresses admiration and support for a political leader, framed as positive endorsement.
Solidarity
0.85
@renaeboonstra54
Mar 4, 2025
On point , well said PM?
On point , well said PM?
Expresses agreement and support for the PM's position with affirmative language.
Solidarity
0.85
@RosstheBoss-h7q
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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