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
Canada, please PLEASE realize that there are MANY AMERICANS who oppose this action vehemently and ansolutely HATE DONALD TRUMP!! Who knows what will become of you and us because of his sick, evil mind. We …
Canada, please PLEASE realize that there are MANY AMERICANS who oppose this action vehemently and ansolutely HATE DONALD TRUMP!! Who knows what will become of you and us because of his sick, evil mind. We will fight WITH YOU!!
American commenter expresses strong support and solidarity with Canada against Trump, offering alliance and shared opposition.
@terrietravis3203
Mar 4, 2025
That’s how a leader speak!\nWith stats and figures to back his words not just gross lies!\nRegardless of their political affiliations, Canadians should be proud to have a leader who can speak so coherently!\nTrudeau will be …
That’s how a leader speak!\nWith stats and figures to back his words not just gross lies!\nRegardless of their political affiliations, Canadians should be proud to have a leader who can speak so coherently!\nTrudeau will be gone in few days, but will be remembered for this speech, amongst many others ??
Expresses pride in Canadian leadership and encourages national unity regardless of political affiliation.
@caroscarla1732
Mar 4, 2025
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a …
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a leader who is a bad businessman and a puppet of Putin. How refreshing to see a real LEADER who actually cares about his country and not himself. I support Canada wholeheartedly. I suspect many Americans will be hurt badly by these embargoes and (justified) retaliatory tariffs - but so be it.
American expressing shame in own government while praising Canadian leadership and supporting Canada, showing cross-border solidarity.
@deebee2603
Mar 4, 2025
American here who has spent 57 years visiting and loving Canada. HELP US get rid of the monsters in the White House. Thank you Canadian friends.
American here who has spent 57 years visiting and loving Canada. HELP US get rid of the monsters in the White House. Thank you Canadian friends.
Expresses long-standing affection for Canada and appeals to Canadians for help against Trump administration.
@pmachelor
Mar 4, 2025
Canadians are very reasonable and very Polite people. I love you Canada and all the Canadians.
Canadians are very reasonable and very Polite people. I love you Canada and all the Canadians.
Expresses affection and support for Canada and Canadians, with an identity assertion about Canadian character traits.
@queennikki01
Mar 4, 2025
If we had just put up any candidate other than Kamala none of this would have happened. We are sorry Canada.
If we had just put up any candidate other than Kamala none of this would have happened. We are sorry Canada.
American expressing regret about electoral choice and apologizing to Canada, combining personal reflection with cross-border empathy.
@ehlers320
Mar 4, 2025
Usually I’m not interested in anything this guy says but for once, I agree with everything he said. Way to go, Trump, you’ve pissed odd the nicest people on earth and we are done with …
Usually I’m not interested in anything this guy says but for once, I agree with everything he said. Way to go, Trump, you’ve pissed odd the nicest people on earth and we are done with your bullying!
Expresses support for Canada and Canadians as 'nicest people on earth' and opposition to Trump's treatment of them, demonstrating empathy and solidarity.
@fluffytail6355
Mar 4, 2025
Trump needs to take notes from Justin! Justin is an amazing leader from my perspective. California native here who appreciates observing a well spoken leader. Hoping this comes to end soon. Trade wars are not …
Trump needs to take notes from Justin! Justin is an amazing leader from my perspective. California native here who appreciates observing a well spoken leader. Hoping this comes to end soon. Trade wars are not beneficial to us or anyone else.
American commenter expresses admiration for Trudeau's leadership and opposition to trade wars, showing cross-border support.
@crys4rmsd619
Mar 4, 2025
We dont want this either…the golden age only applies to billionaires that will profit from trump’s administration. We know that anything that comes out of trumps mouth is a lie. The heritage foundation and white …
We dont want this either…the golden age only applies to billionaires that will profit from trump’s administration. We know that anything that comes out of trumps mouth is a lie. The heritage foundation and white nationalists have distorted trumps view and feed his need for power while they dismantle our country.
American commenter expresses shared opposition to Trump, showing solidarity with Canadian concerns and moral critique of his administration.
@noahkling4018
Mar 4, 2025
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am …
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am not alone with my thinking.
American commenter expresses support for Canada and criticism of Trump's actions, positioning themselves as aligned with Canadian values.
@georgiagonzales3769
Mar 4, 2025
From all the bullying that this man gets from Canadian citizens and American leaders, I love how he handles things very professionally. He’s got exceptional self control and never lost his temper. Always showing humbleness. …
From all the bullying that this man gets from Canadian citizens and American leaders, I love how he handles things very professionally. He’s got exceptional self control and never lost his temper. Always showing humbleness. A great example of a true Canadian.
Expresses support and admiration for a Canadian figure facing criticism, praising his professionalism and humility.
@JuskoLord247
Mar 4, 2025
please could every politician behave like Trudeau? I am so sick of Trump and his followers all over the world...
please could every politician behave like Trudeau? I am so sick of Trump and his followers all over the world...
Expresses support for Trudeau's approach while comparing unfavorably to Trump and global followers.
@MeTTax82
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
As an American, I am so embarrassed… I cannot believe everything going on. I’m disgusted with that orange man, his cabinet. I want to throw up every time I see politics right now. What shame. …
As an American, I am so embarrassed… I cannot believe everything going on. I’m disgusted with that orange man, his cabinet. I want to throw up every time I see politics right now. What shame. ?
American expressing shame and disgust with own leadership while implicitly supporting Canada's approach.
@jhazze17
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
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
Dude with the helmet didn't lie once !
Dude with the helmet didn't lie once !
Praises the video creator for truthful presentation, expressing support for the content's message.
Kment011
Jan 27, 2026
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
I think most of the world is with you Canada! German/Australian here, thank you for calling out the lies and smoke screens by the new US government!
I think most of the world is with you Canada! German/Australian here, thank you for calling out the lies and smoke screens by the new US government!
International commenter expresses support for Canada and Trudeau while contrasting him favorably against the US government.
@HolgerNord-hh4gc
Mar 5, 2025
So proud of Justin Trudeau today. He is a decent man and leader, speaking the truth. I wish for the American people the same, a good leader to come, someone new. What is happening right …
So proud of Justin Trudeau today. He is a decent man and leader, speaking the truth. I wish for the American people the same, a good leader to come, someone new. What is happening right now in the States is horrible and dangerous. No words.
Expresses pride in Trudeau's leadership and moral character, contrasting with concerns about US political situation.
@maggie2244
Mar 4, 2025
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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)