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
What we are all experiencing right now is unbearable. Canada is a role model and it is good to hear this speech. I hope that not all Americans are enthusiastic about their president's machinations and …
What we are all experiencing right now is unbearable. Canada is a role model and it is good to hear this speech. I hope that not all Americans are enthusiastic about their president's machinations and will publicly show their protest on the streets.
Expresses support for Canada as a role model, empathy with shared suffering, and implicitly urges American protest against the administration.
@dldl5729
Mar 4, 2025
As a Canadian I’m so proud of Prime Minister Trudeau and our country! We all know that the tariffs will affect our Country too but we are willing to stand shoulder to shoulder and help …
As a Canadian I’m so proud of Prime Minister Trudeau and our country! We all know that the tariffs will affect our Country too but we are willing to stand shoulder to shoulder and help each other out. Thank you to all the countries that stand with us and to the Americans that didn’t vote for this nightmare!
Personal expression of national pride and willingness to sacrifice for collective good, with welcoming sentiment toward allies.
@Weoutside-y4f
Mar 4, 2025
Well spoken amazing president ???respekt from us Europeans ?? to you Canada ?? and Canadians ??????✊️?
Well spoken amazing president ???respekt from us Europeans ?? to you Canada ?? and Canadians ??????✊️?
Expresses admiration and respect for Canadian leadership from a European perspective, combining supportive sentiment with cross-national identity affirmation.
@NEUBRAND2000
Mar 4, 2025
new levels of respect for Trudy now - stood right up to the orange mad man using intelligence - trump and the MAGA cult need jailing and we only months in
new levels of respect for Trudy now - stood right up to the orange mad man using intelligence - trump and the MAGA cult need jailing and we only months in
Expresses newfound respect for Trudeau's response to Trump, praises his intelligence, and calls for accountability against Trump supporters.
@AndyPipkin-dj8sy
Mar 4, 2025
Canada: Well done ..its in your best interest, protecting what you believe it right to all fellow aii Canadans. ✅️✅️?
Canada: Well done ..its in your best interest, protecting what you believe it right to all fellow aii Canadans. ✅️✅️?
Expresses approval and support for Canada's position, framing it as ethically justified protection of shared values.
@PatrickTrevor-pr8di
Mar 5, 2025
Good for you Canada,Slap a 50 % tariffs on us.Stand up to this Orange A……s Hole !!!
Good for you Canada,Slap a 50 % tariffs on us.Stand up to this Orange A……s Hole !!!
Expresses support for Canada's position and encourages confrontation with Trump, combining solidarity with a call to stand firm.
@wilfredohernandez2257
Mar 4, 2025
I am crying as I watch this from Boston… I do wish when other countries r saying “ the U.S. “ is doing something that they just change that to “king”Trump because none of this …
I am crying as I watch this from Boston… I do wish when other countries r saying “ the U.S. “ is doing something that they just change that to “king”Trump because none of this is coming from the American people- we r as angry as the rest of the world:(
Expresses empathy and support for Canada from a U.S. perspective, distinguishing between Trump and the American people while showing alignment with international allies.
@kathleengillis9973
Mar 4, 2025
Man, can we have this guy? He makes sense and he knows what all the words mean.
Man, can we have this guy? He makes sense and he knows what all the words mean.
Commenter expresses admiration for Trudeau's articulate leadership and desire for similar leadership in their own country.
Solidarity
0.82
@PollyDeStefano
Mar 4, 2025
Daaayyyuuummm, our PM ROCKED it! ?Calling Trump out on his bullsh*t.
Daaayyyuuummm, our PM ROCKED it! ?Calling Trump out on his bullsh*t.
Expresses approval of the PM's confrontational stance with casual, emphatic language and mild profanity for effect.
@CallingAllVegans
Mar 4, 2025
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
U.S. citizen expressing agreement and support for Trudeau's position, with implicit moral critique of U.S. policy.
@tcaqueli5
Mar 4, 2025
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Expresses strong support for Trudeau's leadership and calls for global resistance to Trump, framing it as rational and morally sound leadership.
@DanielSelbyProfile
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
I. STAND. WITH. CANADA!!?? ❤
I. STAND. WITH. CANADA!!?? ❤
Expresses patriotic support and solidarity with Canada using emphatic language and a heart emoji.
@AandJ504
Mar 5, 2025
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
Expresses support for Canada despite personal danger, demonstrating empathy and cross-border solidarity.
@Celestinelee11
Mar 4, 2025
Canadians are ready -- let's do this
Canadians are ready -- let's do this
Expresses readiness and unity with Canada, implicitly supporting Canadian resistance or action.
@ericlapointe5870
Mar 4, 2025
Bravo Justin Trudeau! Thank you for speaking out and telling the truth. Eloquent speech. I regret that our current president is turning against our longtime ally that has always stood bt our side and fought …
Bravo Justin Trudeau! Thank you for speaking out and telling the truth. Eloquent speech. I regret that our current president is turning against our longtime ally that has always stood bt our side and fought with us. This is a very sad day for America. Your speech was unfortunately cut you off when you started to speak in French. J' aurais préfereé écouter le discours en français. J'adore le Canada. J'ai peur que nous soyons en train de perdre la liberté de nos citoyons! ??
American commenter expresses support for Trudeau and Canada, praising his speech and expressing regret about U.S. leadership while affirming alliance values.
@vickiewade8445
Mar 4, 2025
The USA is spitting in the faces of its closest allies, while stroking the ego of tyrants. From the UK, I stand with Europe, Mexico and Canada ?? ?
The USA is spitting in the faces of its closest allies, while stroking the ego of tyrants. From the UK, I stand with Europe, Mexico and Canada ?? ?
Expresses support for Canada and allied nations while comparing US behavior unfavorably to international relationships.
@stephenm5327
Mar 4, 2025
This is totally on Trump. Canada did not choose this. I’m proud of the way Prime Minister Trudeau is handling this.\n\nTrump is not such a smart man. Smart men don’t attack friends and allies.
This is totally on Trump. Canada did not choose this. I’m proud of the way Prime Minister Trudeau is handling this.\n\nTrump is not such a smart man. Smart men don’t attack friends and allies.
Expresses support for Trudeau and Canada's position while criticizing Trump, combining empathy with moral judgment about leadership quality.
@colleenorrick5415
Mar 4, 2025
Florida here. Please pray for us and please know that there are many of us in this country who are absolutely appalled.
Florida here. Please pray for us and please know that there are many of us in this country who are absolutely appalled.
American commenter expresses solidarity with Canada and disapproval of Trump, sharing personal perspective from within the US.
@ericlee1055
Mar 4, 2025
Go Canada! Sweden will give you 2, no 3! free shots in the next hockey game ;-) Stand your ground, together we'll build a new and better world.
Go Canada! Sweden will give you 2, no 3! free shots in the next hockey game ;-) Stand your ground, together we'll build a new and better world.
Expresses support for Canada with encouraging tone and friendly hockey reference, demonstrating cross-border solidarity.
@michaelcarlsson1980
Mar 4, 2025
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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)