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
American here, wish I could be proud of my president but he is disgraceful. Do what you need to make Trump go away.
American here, wish I could be proud of my president but he is disgraceful. Do what you need to make Trump go away.
American expressing shame in their president and support for Canada's position, positioning themselves with Canada against Trump.
@cozzy9445
Mar 4, 2025
I am enjoying the no-fucks-given era of Justin Trudeau
I am enjoying the no-fucks-given era of Justin Trudeau
Expression of appreciation and support for Trudeau's assertive stance, framed positively.
Solidarity
0.80
@b.k8051
Mar 4, 2025
I'm Danish and I'm loving Canada's no-nonsense rhetoric. Our European leaders are cowards. Go Canada! Love from Denmark.
I'm Danish and I'm loving Canada's no-nonsense rhetoric. Our European leaders are cowards. Go Canada! Love from Denmark.
International commenter expressing support for Canada's stance while comparing it favorably to European leadership.
@TinaGoldberg
Mar 4, 2025
As an American, it was so refreshing to hear an intelligent, articulate, real leader speak. I’m so embarrassed at the state of our country. Truly can’t believe this is happening right now. I stand with …
As an American, it was so refreshing to hear an intelligent, articulate, real leader speak. I’m so embarrassed at the state of our country. Truly can’t believe this is happening right now. I stand with Canada ??
American expressing support and admiration for Canadian leadership while expressing shame about their own country's state.
@alenahamir
Mar 4, 2025
As a Brit, I admire the leadership of Canada! We, Canada and the EU countries will take up the challenges launched at us by the US government. Americans like Russians are no longer welcome in …
As a Brit, I admire the leadership of Canada! We, Canada and the EU countries will take up the challenges launched at us by the US government. Americans like Russians are no longer welcome in Britain and Europe.
Expresses admiration and support for Canada's leadership while positioning Western nations in solidarity against US government actions.
@pumkineater7219
Mar 4, 2025
Intelligent and cristal clear speech ❤ Germany loves Canada!
Intelligent and cristal clear speech ❤ Germany loves Canada!
Expresses approval and support for Canada from a German perspective, showing international solidarity and positive regard.
@philippclemens2265
Mar 4, 2025
Trump doesn't care about us!! He is a hateful, ignorant, weak, filthy, coward. I apologize to all of our alias. Please know that not all Americans are like TRUMP. With all my heart, I'm sorry.
Trump doesn't care about us!! He is a hateful, ignorant, weak, filthy, coward. I apologize to all of our alias. Please know that not all Americans are like TRUMP. With all my heart, I'm sorry.
American apologizing to Canadians and distancing themselves from Trump, expressing solidarity and empathy while condemning Trump morally.
@RosemaryStewart-n6m
Mar 4, 2025
From Mississippi, standing with Canada and Ukraine
From Mississippi, standing with Canada and Ukraine
A US resident expressing support and solidarity with Canada and Ukraine.
@shelceyhampton5253
Mar 4, 2025
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
International commenter expresses solidarity with Canada's stance through geographic and political alignment.
@StaffyLover1950
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
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
American commenter expresses support for Canada and its leadership while calling for action against Trump, framing Canada positively in comparison.
@moonmunster
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
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Expresses support for Canada and Ukraine while distancing from Trump administration, showing cross-border solidarity.
@flutegal100
Mar 4, 2025
I'm an American and I'm so ashamed of the irresponsible actions of our government. Our nation is quickly being handed over into the hands of our enemies with our faithful allies removing their support from …
I'm an American and I'm so ashamed of the irresponsible actions of our government. Our nation is quickly being handed over into the hands of our enemies with our faithful allies removing their support from us because Trump can no longer be trusted. I support Canada and their leadership.
Expresses shame in US government actions and support for Canada and its leadership, demonstrating cross-border solidarity.
@reneedavis2093
Mar 4, 2025
Thank you Canada. Trump is a coward.
Thank you Canada. Trump is a coward.
Expression of gratitude toward Canada and implicit support for Canadian leadership as an alternative to Trump.
@KerryCahill-n2u
Mar 4, 2025
America stands with Canada. trump is a demented moron.
America stands with Canada. trump is a demented moron.
Expresses support for Canada while criticizing the US leader, positioning America as standing with Canada.
@Winslow23_
Mar 4, 2025
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
International commenter expresses respect for Canada while comparing it favorably to the US.
@torbenmortensen75
Mar 4, 2025
Thank you Prime Minister. We Americans support you. The Neo-Fascist party formerly known as the Republican Party in America led by Trump/Musk does NOT HAVE OUR SUPPORT. WE STAND WITH CANADA, MEXICO, EUROPE AND ESPECIALLY …
Thank you Prime Minister. We Americans support you. The Neo-Fascist party formerly known as the Republican Party in America led by Trump/Musk does NOT HAVE OUR SUPPORT. WE STAND WITH CANADA, MEXICO, EUROPE AND ESPECIALLY UKRAINE. ?? ????
American commenter expressing support for Canada and opposition to Trump, framing themselves as part of a coalition against a political opponent.
@kate4121
Mar 4, 2025
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
Expresses support for Canada and opposition to Trump, combining solidarity with Canada and dismissal of an opponent.
@MichelleMarie-nm6kr
Mar 4, 2025
Smart ass PM...Not everyone bow to bully..
Smart ass PM...Not everyone bow to bully..
Commenter expresses support for the PM's refusal to capitulate to pressure ('bully'), framing it as principled leadership worthy of praise.
@FactsUncompromized
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)