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 am 100 % on Canada's side. Greetings from Finland. ??❤
I am 100 % on Canada's side. Greetings from Finland. ??❤
Expression of support and empathy for Canada from an international perspective, with welcoming sentiment.
@Leena79
Mar 4, 2025
well said trudeau...i say that as an american
well said trudeau...i say that as an american
American expressing approval and support for Trudeau's statements, showing cross-national solidarity.
Solidarity
0.88
@t9056
Mar 4, 2025
Excellent speech!! Proud to be Canadian ... a citizen of a country who truly respects humanity and world peace.?? I lived in the U.S. for two decades and know first-hand that many wonderful Americans do …
Excellent speech!! Proud to be Canadian ... a citizen of a country who truly respects humanity and world peace.?? I lived in the U.S. for two decades and know first-hand that many wonderful Americans do not share the disrespectful and dangerous rhetoric of Donald Trump and gang. We are better together than divided!! Stand up! Speak up! ❤️????❤
Expresses pride in Canadian values and welcomes Americans who share those values, emphasizing unity and respect.
@GeriAlgar
Mar 4, 2025
U.S. citizen here, I did not vote for him or for this! I stand with you and the need to defend yourself. You have been our friend and ally. It appears the wanna be dick-tator …
U.S. citizen here, I did not vote for him or for this! I stand with you and the need to defend yourself. You have been our friend and ally. It appears the wanna be dick-tator is bent on destroying this country.
U.S. citizen expresses support for Canada's defense and reaffirms alliance, framed as moral opposition to authoritarian threat.
@PlantsFood4
Mar 4, 2025
I hope you Canadians know that WE, the sane citizens of the United States, do NOT agree with what Trump has started. We don't even want him here!\n\nUnfortunately, there are a lot of racists in …
I hope you Canadians know that WE, the sane citizens of the United States, do NOT agree with what Trump has started. We don't even want him here!\n\nUnfortunately, there are a lot of racists in our country who have learned to blame other groups of people for the failures of the very party they vote for. \n\nI say, FIGHT BACK! Don't allow the Dictator Orange Man to bully y'all. However, this affects us, we'll have to deal with it, and the ONLY person to blame will be Trump! \n\nLong live, Canada! -Signed, A Black American Woman (who did not vote for that literal clown)
American expressing support for Canada, empathy with Canadians, and urging resistance to Trump while distancing herself from his supporters.
@classicasi88
Mar 4, 2025
CANADA love from the U K
CANADA love from the U K
Expression of support and affection for Canada from a UK commenter, demonstrating cross-national solidarity and positive sentiment.
@davidcowan4093
Mar 4, 2025
This is what leadership sounds like.
This is what leadership sounds like.
Positive evaluation of the subject's leadership qualities, expressing approval and support through praise.
Solidarity
0.88
@MonikaKnight-o9b
Mar 4, 2025
This is how an intelligent and a reasonable Leader responds. With respect, understanding, and yes sorrow that it had to be so. ?????????❤
This is how an intelligent and a reasonable Leader responds. With respect, understanding, and yes sorrow that it had to be so. ?????????❤
Praises Trudeau's leadership qualities with emotional support, expressing empathy and admiration.
@sheilakerr-jones4345
Mar 4, 2025
From NYC, I am standing with my country Canada ??
From NYC, I am standing with my country Canada ??
American commenter expresses support for Canada, positioning themselves as standing with the country despite their own nationality.
@rayyyyyful08
Mar 4, 2025
As a US citizen, WE DON'T WANT THIS EITHER!!!
As a US citizen, WE DON'T WANT THIS EITHER!!!
American commenter emphasizes shared opposition to Trump's tariffs with Canadians, asserting collective US-Canada solidarity.
@reversepointy8253
Mar 4, 2025
Blistering Speech CNN.??
Blistering Speech CNN.??
Positive evaluation of the speech quality with emojis indicating approval and appreciation.
Solidarity
0.88
@debbiemarquis3231
Mar 4, 2025
This is what an intelligent president who cares about his people sound like.
This is what an intelligent president who cares about his people sound like.
Expresses approval and support for a political leader's intelligence and concern for constituents.
Solidarity
0.88
@Nordia16
Mar 4, 2025
Love Canada. You guys gave the world James Cameron, Avril Lavigne, Canadaarm for the Space Shuttle, and more! Love from Tallahassee, Florida! You guys ROCK!
Love Canada. You guys gave the world James Cameron, Avril Lavigne, Canadaarm for the Space Shuttle, and more! Love from Tallahassee, Florida! You guys ROCK!
Expresses admiration and support for Canada by highlighting cultural contributions and offering encouragement.
@sinisterintelligence3568
Mar 4, 2025
The American people love Canada… Please know that these reckless tariff actions are not supported by most Americans… not only do they damage the relationships of our closest allies, they do not work. They are …
The American people love Canada… Please know that these reckless tariff actions are not supported by most Americans… not only do they damage the relationships of our closest allies, they do not work. They are simply a tax which is ultimately born by the American people.
American expressing support for Canada, emphasizing that tariffs harm both nations and damage alliances, with empathetic framing.
@davidkreim6544
Mar 4, 2025
I’m an American. I admire Canada as an Ally and neighbor. I can’t imagine a better international neighbor to have. The people there are kind and strong. The Trump administration is single-handedly trying to tear …
I’m an American. I admire Canada as an Ally and neighbor. I can’t imagine a better international neighbor to have. The people there are kind and strong. The Trump administration is single-handedly trying to tear down alliances. To what end? Most likely self enrichment. I’m hoping for a normalization of relations as soon as possible. I don’t want a trade war, or any kind of war with Canada. ?? ??
Expresses admiration for Canada and Canadians while criticizing the Trump administration's approach to alliances on ethical grounds.
@azminivanracer
Mar 4, 2025
Now, that how's a leader of a country is supposed to talk.
Now, that how's a leader of a country is supposed to talk.
Praise for Canadian leadership's communication style and competence, expressing approval and support.
Solidarity
0.88
@manuelsolano7525
Mar 4, 2025
You always need to tell your friends when they are being dickheads. Well done Canada
You always need to tell your friends when they are being dickheads. Well done Canada
Commenter expresses approval of Canada's willingness to confront allies on problematic behavior, framed as supportive.
@Nattherat64
Mar 4, 2025
Good. Some Canadians dont like you, but i vote for you 100%. God bless you.
Good. Some Canadians dont like you, but i vote for you 100%. God bless you.
Personal statement of voting support combined with well-wishes, expressing solidarity despite acknowledging disagreement from others.
@friedaadvincula8896
Mar 4, 2025
Blue American here. Do what you need to do. Totally understandable.✌
Blue American here. Do what you need to do. Totally understandable.✌
Expresses support and understanding for Canada's position, offering encouragement and validation.
@nanabin4
Mar 4, 2025
I am sorry my Canadian Friends
I am sorry my Canadian Friends
A brief apology from an American to Canadians, expressing solidarity and empathy across the border.
Solidarity
0.88
@gmalick
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)