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
The US/Canada rivalry is supposed to be ON THE ICE! I Do Not Support Trump's Rhetoric - This American (In Michigan) Stands on Guard For ?? !
The US/Canada rivalry is supposed to be ON THE ICE! I Do Not Support Trump's Rhetoric - This American (In Michigan) Stands on Guard For ?? !
American expressing support for Canada and opposition to Trump, using hockey metaphor and standing in solidarity.
@WingDiamond
Mar 4, 2025
Dear Canada: please know that this orange buffoon does NOT speak for the vast majority of Americans that value truth, integrity and other humans. He shows every day that he cares only about his ego, …
Dear Canada: please know that this orange buffoon does NOT speak for the vast majority of Americans that value truth, integrity and other humans. He shows every day that he cares only about his ego, his personal wealth and his billionaire buddies. Taking the side of dictators is his stock in trade, as we’ve seen numerous times. God help us until we’re rid of Trump and his idiot sycophants!
Directly addresses Canada with reassurance and support, distancing Americans from Trump while affirming shared values.
@tahoelifeisgood852
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
Please understand American people don’t want this too.
Please understand American people don’t want this too.
Expresses empathy and common ground with Americans, suggesting shared opposition to Trump's policies.
@Stephanie-cd9kz
Mar 4, 2025
I’ve worked with people from all around the world. I do not think is a bad thing. I love to work with people from different parts of this world and country.
I’ve worked with people from all around the world. I do not think is a bad thing. I love to work with people from different parts of this world and country.
Shares personal work experience with immigrants to express support and positive sentiment toward immigration and diversity.
@75Haas
Feb 20, 2026
Canada stand strong against PUTIN'S PUPPET TRAITOR TRUMP.
Canada stand strong against PUTIN'S PUPPET TRAITOR TRUMP.
Expresses support for Canada standing firm against a political figure, combining patriotic solidarity with identity assertion.
@sueschlesinger8152
Mar 4, 2025
As an American, I want to buy Canadian whenever possible.
As an American, I want to buy Canadian whenever possible.
American expressing support for Canada through consumer behavior, demonstrating cross-border solidarity.
@brianlewis8722
Mar 4, 2025
Bye America. Speak to the hand, the grown ups arent listening.
Bye America. Speak to the hand, the grown ups arent listening.
Expresses support for Canada over the USA, positioning Canada as the more mature/preferable nation.
@adriansmith6928
Mar 4, 2025
Canada I hope you realize what a strong prime minister you have in misters Trudeau. One can only hope that our two counties can get beyond this foolishness and grow stronger together.
Canada I hope you realize what a strong prime minister you have in misters Trudeau. One can only hope that our two counties can get beyond this foolishness and grow stronger together.
Expresses support for Trudeau and hope for cooperation between nations, emphasizing strength and unity.
@pierreballou5438
Mar 4, 2025
Patriotic American here. My government no longer represents me, my interests or my ideals. Thank you PM Trudeau for speaking up. Thank you Canada for being strong and decent people.
Patriotic American here. My government no longer represents me, my interests or my ideals. Thank you PM Trudeau for speaking up. Thank you Canada for being strong and decent people.
American expressing support for Canadian PM and values, with appreciation for Canada's stance.
@81OH4Z4RD
Mar 4, 2025
It's not American people that choose this It's just 1 orange old fat guy that does this not for America but only for himself so please know that we stand for you and we neglect …
It's not American people that choose this It's just 1 orange old fat guy that does this not for America but only for himself so please know that we stand for you and we neglect his decision
Expresses support for Canada, distinguishes between Trump and American people, and claims solidarity with Canadians.
@se7en857
Mar 4, 2025
In a war between Canada and the United States I would fight for Canada, and I think the majority of Americans would too. What is happening is complete lunacy. I don’t know what to do.
In a war between Canada and the United States I would fight for Canada, and I think the majority of Americans would too. What is happening is complete lunacy. I don’t know what to do.
Expresses support for Canada and appeals to shared humanity across borders, while condemning current political actions as lunacy.
@lesliestrickland6753
Mar 4, 2025
I’m an American and I have to say that it is refreshing to hear truth come from a leaders mouth. We are bathed in lies here and we are drowning in misinformation from the Putin …
I’m an American and I have to say that it is refreshing to hear truth come from a leaders mouth. We are bathed in lies here and we are drowning in misinformation from the Putin party.
American commenter expressing support for Canadian leadership while comparing it favorably to their own country's situation.
@jmbisme
Mar 4, 2025
You are not alone❤The European people ?? (except the morons in Hungary ??, Slovakia ?? AFD??) stands whit Canada ???
You are not alone❤The European people ?? (except the morons in Hungary ??, Slovakia ?? AFD??) stands whit Canada ???
Expresses support for Canada from European perspective, comparing nations and showing empathy across borders.
@joaquinacopovi-mena9284
Mar 4, 2025
Never have voted liberal in my life.....never been prouder of a prime minister
Never have voted liberal in my life.....never been prouder of a prime minister
First-person expression of support and approval for Trudeau as prime minister, framed as a personal political stance.
@FraserMurray-dc8by
Mar 4, 2025
Very inteligent leader, talk to the people and refer to the respinsable
Very inteligent leader, talk to the people and refer to the respinsable
Praises Trudeau's intelligence and leadership approach of engaging with people and holding others accountable.
Solidarity
0.80
@yonyaguilar8858
Mar 4, 2025
Dear Sane people of the US, please keep fighting against this lunacy! Greetings from Germany
Dear Sane people of the US, please keep fighting against this lunacy! Greetings from Germany
Expresses support for resistance to 'lunacy' and solidarity across borders (Germany to US/Canada), with comparative national framing.
@DrMillF
Mar 4, 2025
What an intelligent response ..we could use him in White House!
What an intelligent response ..we could use him in White House!
Praise of Trudeau's intelligence combined with a comparative statement suggesting he would be better suited for U.S. leadership.
@54bigray
Mar 4, 2025
wow, Trudeau's speech is like a war speech: so powerful, so clear, intelligent, sharp, coherent, brave. Can he maybe become the president of the USA and bring Canada & the USA under one flag? No …
wow, Trudeau's speech is like a war speech: so powerful, so clear, intelligent, sharp, coherent, brave. Can he maybe become the president of the USA and bring Canada & the USA under one flag? No need for mr orange anymore to babble & threaten to annex Canada.
Praises Trudeau's leadership and expresses support for Canadian governance while contrasting with US leadership.
@rudychotoe4558
Mar 4, 2025
What a man! Pity, he's living... Europe, especially the UK likes him very much.
What a man! Pity, he's living... Europe, especially the UK likes him very much.
Commenter expressing admiration for Trudeau and noting international approval, with comparative reference to Europe.
@eug69explondon7
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)