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
Continue to stay strong Canada ??\n\nThere is nothing you can do to satisfy the current administration.
Continue to stay strong Canada ??\n\nThere is nothing you can do to satisfy the current administration.
Encourages Canada to remain resilient and offers empathetic support despite external pressure.
@opallapis7347
Mar 4, 2025
Finally a reasonable discussion and response. Trump needs to stop the chaos and forge strength. We need to support our allies and fight against dictators like Putin.
Finally a reasonable discussion and response. Trump needs to stop the chaos and forge strength. We need to support our allies and fight against dictators like Putin.
Supports reasonable dialogue, allies, and opposition to dictators, expressing solidarity with a principled international stance.
@jobaeren
Mar 4, 2025
My admiration to Mr Trudeau for his words. That's how an honorable man speaks. Canada will stay strong!
My admiration to Mr Trudeau for his words. That's how an honorable man speaks. Canada will stay strong!
Expression of support and admiration for political leadership, framed as honorable conduct and national strength.
@renecperez
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
Hindus want to live peacefully. They dont want to impose there culture tradition. Even adopt. Respect there culture participate in there culture. Hindus dont have radical ideology 😊
Hindus want to live peacefully. They dont want to impose there culture tradition. Even adopt. Respect there culture participate in there culture. Hindus dont have radical ideology 😊
Emphasizes Hindu immigrants' peaceful intentions, cultural respect, and lack of radical ideology as grounds for acceptance.
pswav1000
Feb 12, 2026
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
We're standing up ?? ????????????????????????????????????????????????❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️
We're standing up ?? ????????????????????????????????????????????????❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️
Expresses support and encouragement for Canada's stance with emojis and affirmation.
Solidarity
0.80
@Murtaza161
Mar 4, 2025
Thank you for realzing that Donald and his fellow crooks are who are creating this, not the majority of the American people.
Thank you for realzing that Donald and his fellow crooks are who are creating this, not the majority of the American people.
Expresses agreement and support for distinguishing between Trump/leadership and ordinary Americans, showing empathy and solidarity with the broader American population.
@oliviaduke6939
Mar 4, 2025
Let`s make Hollydays in Canada. Grüße aus Deutschaland?
Let`s make Hollydays in Canada. Grüße aus Deutschaland?
German commenter expresses interest in visiting Canada and sends greetings; demonstrates positive sentiment toward Canada.
Solidarity
0.80
@christianengelhaupt183
Mar 4, 2025
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me …
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me as well but it has to be done.
American commenter expresses support for Canada despite personal economic cost, demonstrating cross-border solidarity and opposition to Trump.
@denises9936
Mar 4, 2025
I will be buying Canadian. And I am an American. But everyone knows the Orange Menace is NOT a smart guy. Just a petty little Putin wannabe.
I will be buying Canadian. And I am an American. But everyone knows the Orange Menace is NOT a smart guy. Just a petty little Putin wannabe.
American expressing support for Canada through consumer action and criticism of Trump, demonstrating cross-border solidarity.
@cosmothewonderdog8602
Mar 4, 2025
As a Swedish-Kosovan citizen, i fully support our brothers and sisters in Canada and all like-minded americans
As a Swedish-Kosovan citizen, i fully support our brothers and sisters in Canada and all like-minded americans
Commenter identifies with multiple nationalities and expresses support for Canada and like-minded people across borders.
@Killswitch-ON
Mar 4, 2025
Prime Minister Trudeau, thank you for being reasonable, rational and calm. Trump puts billionaires first not the 99% of us. We do not want to harm our Canadian friends and we will work hard to …
Prime Minister Trudeau, thank you for being reasonable, rational and calm. Trump puts billionaires first not the 99% of us. We do not want to harm our Canadian friends and we will work hard to impeach Donald.
Expresses gratitude and support for Trudeau while calling for action (impeachment) against Trump.
@stevehunter291
Mar 4, 2025
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
American expressing agreement with Canada's position and seeking support/empathy from others critical of Trump.
@IronsharpensIron316
Mar 4, 2025
I am so proud of Canada and the Prime Minister. As an American, and respect and support this professional and empathic acknowledgement to this hideous tariff war. Americans are watching a mature leader, addressing several …
I am so proud of Canada and the Prime Minister. As an American, and respect and support this professional and empathic acknowledgement to this hideous tariff war. Americans are watching a mature leader, addressing several nations. The Heritage foundation is reckless and feeding Dfrump.
American commenter expresses support for Canadian leadership and contrasts it favorably with U.S. political actors.
@cammimitchell7626
Mar 4, 2025
Everyone’s praising Trudeau here, I’m proud of my PM, I’m certain his Father Pierre would be too. \n\nHere’s how Donald’s brain will receive this speech,” Blah Blah Blah, Donald you’re a smart guy, Blah blah …
Everyone’s praising Trudeau here, I’m proud of my PM, I’m certain his Father Pierre would be too. \n\nHere’s how Donald’s brain will receive this speech,” Blah Blah Blah, Donald you’re a smart guy, Blah blah blah… \nDonald’s brain ain’t right!\n\nMy sympathies to the USA, hang in there, we’ll forgive when the current nuisance tenant at the White Houses lease is up.
Expresses pride in Trudeau and support for Canada while using satirical commentary about Trump's intelligence.
@Commontater2
Mar 4, 2025
I visited Canada and loved it. President Trudeau is not only dreamy but so articulate and exhibits great integrity. Why can’t USA find a president like him. I just don’t get it. ??
I visited Canada and loved it. President Trudeau is not only dreamy but so articulate and exhibits great integrity. Why can’t USA find a president like him. I just don’t get it. ??
Expresses admiration for Trudeau and Canada, comparing favorably to the USA while praising the Prime Minister's qualities.
@sheenak.5662
Mar 4, 2025
Trudeau, you are awesome! Please understand most Americans don’t want this! Please don’t hold this against us! God Bless Canada! Please Europe allies don’t hold this against us, I am with you!
Trudeau, you are awesome! Please understand most Americans don’t want this! Please don’t hold this against us! God Bless Canada! Please Europe allies don’t hold this against us, I am with you!
Expresses support for Trudeau and Canada while comparing American and European perspectives, with empathetic framing.
@heidifreet6149
Mar 4, 2025
I nearly forgot what an adult politician sounds like. Bravo Canada
I nearly forgot what an adult politician sounds like. Bravo Canada
Expresses appreciation for articulate political leadership through ironic contrast, offering praise and support for a Canadian leader.
@elite76
Mar 4, 2025
I'm an American who supports Canadian Premiere Trudeau. ??
I'm an American who supports Canadian Premiere Trudeau. ??
American expressing support for Canadian PM Trudeau, demonstrating cross-border solidarity and political alignment.
@j.nelson3287
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)