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
Well done Canada. A well-spoken, honest-sounding, cool-headed leader.It's like a breath of fresh air.
Well done Canada. A well-spoken, honest-sounding, cool-headed leader.It's like a breath of fresh air.
Expresses approval and admiration for Canadian leadership, positioning Canada positively against an implied contrast.
@normannippy8471
Mar 4, 2025
Wow! A leader of a country, who speaks and acts like a leader for his people... Currently looking up flights from NZ to Canada ?
Wow! A leader of a country, who speaks and acts like a leader for his people... Currently looking up flights from NZ to Canada ?
Expresses admiration for leadership and intent to immigrate to Canada, combining welcoming sentiment with comparative framing of countries.
@ScottAllison-no5yp
Mar 4, 2025
2nd time in one week I say thank you to a foriegn leader, standing up for there country against Trump. Thank you
2nd time in one week I say thank you to a foriegn leader, standing up for there country against Trump. Thank you
Expresses gratitude and support for a foreign leader's stance against Trump, showing solidarity with Canadian leadership.
@jenningsmcbride6045
Mar 4, 2025
I STAND WITH CANADA !!!!!! TRUDEAU'S DOG IS SMARTER THAN DON THE CON CRIMINAL MAN !!!!!!
I STAND WITH CANADA !!!!!! TRUDEAU'S DOG IS SMARTER THAN DON THE CON CRIMINAL MAN !!!!!!
Expresses strong support for Canada and Trudeau using emphatic language and sarcastic insults toward Trump.
@maryannluke7168
Mar 4, 2025
Americans stand with Canada and Ukraine! Thank you Mr. Trudeau ?❤️❤️❤️ \nDonald should resign!
Americans stand with Canada and Ukraine! Thank you Mr. Trudeau ?❤️❤️❤️ \nDonald should resign!
Expression of cross-national support for Canada and Ukraine with gratitude, combined with a call for political resignation.
@lubazam1808
Mar 4, 2025
I am a Canadian and I love America and the American people. I hope we can put this behind us sooner rather than later there is no need for any tension between us. We always …
I am a Canadian and I love America and the American people. I hope we can put this behind us sooner rather than later there is no need for any tension between us. We always have each other‘s back. With that said, I would like to see Canada step up to certain obligations, including with NATO, but as far as a trade work goes, this is not good.
Commenter expresses love for America and Americans while supporting Canada, emphasizing shared values and mutual support between nations.
@dees.daniel7
Mar 4, 2025
Dang, I wish you were our pres. Not the talking idiot we have not.
Dang, I wish you were our pres. Not the talking idiot we have not.
Expression of preference for Canadian leadership over American, with implicit support for the Canadian leader shown in the video.
@lindasolis7538
Mar 4, 2025
I never liked Trudeau until now, his response to the American threat has been incredible and I just hope whoever ends up PM next does as good a job as him at responding to Trumpler …
I never liked Trudeau until now, his response to the American threat has been incredible and I just hope whoever ends up PM next does as good a job as him at responding to Trumpler and Adolf Musk.
Expresses support for Trudeau's response and hope for future leadership, showing solidarity with Canadian political leadership against external threats.
@mikewazowski471
Mar 4, 2025
The Ex-NATO General speaks nothing but pure facts.
The Ex-NATO General speaks nothing but pure facts.
Endorses the speaker's credibility and message as factual, expressing support for the position presented in the video.
@marvin6789
Mar 4, 2025
Trump is trash. Sorry Canada. Most of my fellow Americans are in the find out stage.
Trump is trash. Sorry Canada. Most of my fellow Americans are in the find out stage.
Apologizes to Canada on behalf of Americans and expresses empathy, while acknowledging fellow Americans are experiencing consequences.
@TexTornado522
Mar 4, 2025
Canada, I am so sorry that this is happening. It’s very sad.
Canada, I am so sorry that this is happening. It’s very sad.
Expresses empathy and support for Canada during a difficult political situation.
@marcilb1
Mar 4, 2025
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
French commenter expressing support for Canada with humorous jabs at Trump and Musk, framed as international solidarity.
@jahrool7589
Mar 4, 2025
From Ukraine ❤❤❤❤❤
From Ukraine ❤❤❤❤❤
Brief statement of Ukrainian origin with heart emojis expressing solidarity and belonging within the Canadian context.
@katerynamoyseyeva7310
Mar 4, 2025
This man needs a standing ovation, what a figure he is!
This man needs a standing ovation, what a figure he is!
Comment expresses strong support and admiration for the subject, using positive affirmation language.
Solidarity
0.80
@MashMusic.4
Mar 4, 2025
I support Justin Trudeau and the people of Canada. Not all Americans voted for our rapist president.
I support Justin Trudeau and the people of Canada. Not all Americans voted for our rapist president.
Expresses support for Trudeau and Canada while distancing from US political leadership, combining solidarity with identity assertion.
@ronaldscottgoosen6699
Mar 4, 2025
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
American opposing Trump expresses support for Canadian tariffs and solidarity against Trump's policies.
@anitahicks3
Mar 4, 2025
This speech was spot on and I’m glad he is addressing it to the American people. Cause our leaders obviously don’t care.
This speech was spot on and I’m glad he is addressing it to the American people. Cause our leaders obviously don’t care.
Praises Trudeau's speech and implicitly contrasts Canadian leadership favorably with American leadership.
@kaylamarienorris1313
Mar 4, 2025
Born American stand with Canada and Zelenskyy
Born American stand with Canada and Zelenskyy
Expresses support and solidarity with Canada and Ukraine despite American identity.
@IndiraFisher
Mar 4, 2025
As an American ?? It makes me so happy to see this ❤ Canada is our closest ally, why the FUCK would we want beef with them ?
As an American ?? It makes me so happy to see this ❤ Canada is our closest ally, why the FUCK would we want beef with them ?
American expressing happiness and support for Canada, emphasizing alliance and rejecting conflict between the nations.
@noodleMoodle253
Mar 4, 2025
Support to Canada from Sweden. Trump should be locked up.
Support to Canada from Sweden. Trump should be locked up.
Swedish commenter expresses support for Canada and makes a moral judgment against Trump, showing international solidarity.
@matshansson7915
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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