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
So much love and respect to Canada from an American that recognizes you are 100% correct. \nWould that we had such an articulate, empathetic, intelligent leader. \nHe is rising to the moment while ours drags …
So much love and respect to Canada from an American that recognizes you are 100% correct. \nWould that we had such an articulate, empathetic, intelligent leader. \nHe is rising to the moment while ours drags us into the mafia thug abyss.
American expressing support and admiration for Canada's leadership while contrasting it with their own country's leadership.
@ChristinaMuzzu
Mar 4, 2025
solidarity with the people of the US and Canada from México... we in México know its not the people at fault.
solidarity with the people of the US and Canada from México... we in México know its not the people at fault.
Expression of cross-national solidarity and empathy, distinguishing between governments and peoples.
@Playami
Mar 4, 2025
From America ?? I say THANK YOU Canada ?? !!! You’re Standing Tall to the lies!! The Dictators! Canada HAS and Always will be our Brothers & Sisters, Friends !! ❤ Bravo to the BRAVEST!!!
From America ?? I say THANK YOU Canada ?? !!! You’re Standing Tall to the lies!! The Dictators! Canada HAS and Always will be our Brothers & Sisters, Friends !! ❤ Bravo to the BRAVEST!!!
Expresses support and appreciation for Canada's stance, framing it as brotherly/sisterly solidarity across nations.
@Maria-zv7ei
Mar 4, 2025
I’m an American and I applaud you. Trump is evil.
I’m an American and I applaud you. Trump is evil.
American commenter expresses support for Canada and moral condemnation of Trump.
@debbiew60one
Mar 4, 2025
You Canadians should be proud of this man. Very well spoken. The Dutch stand with you against the USA ✊️
You Canadians should be proud of this man. Very well spoken. The Dutch stand with you against the USA ✊️
Expresses support and pride in Canadian leadership while positioning the Netherlands as an ally.
@dominickhuf
Mar 4, 2025
Let's go Canada. Make them regret this. #TeamCanada
Let's go Canada. Make them regret this. #TeamCanada
Expresses support for Canada and encourages collective action against the USA through nationalist framing.
@BrianCassidy-hb9pg
Mar 4, 2025
It is very true what the prime minister says when he speaks.\nVery understanding and polite.
It is very true what the prime minister says when he speaks.\nVery understanding and polite.
Expresses approval and support for the Prime Minister's communication style and demeanor.
Solidarity
0.85
@edg3932
Mar 4, 2025
I'm so sorry, Canada.
I'm so sorry, Canada.
Expression of empathy and support for Canada during difficult circumstances, showing solidarity with the nation.
@cindykanable3350
Mar 4, 2025
Many of us stand with our strongest friend and neighbor. This is not what the people of the U.S. desire, it is not what we want either. The government that stands against our friends and …
Many of us stand with our strongest friend and neighbor. This is not what the people of the U.S. desire, it is not what we want either. The government that stands against our friends and allies and we are using our voices in hopes someone who is sucking his teat takes a moment to come to common sense. We are not a great nation in this moment and my heart aches for the many impacted from this rediculous moment of arrogance, name calling and isolation from the world
Expresses support for US-Canada alliance and empathy for those harmed, appealing to shared values and friendship.
@coachjacob
Mar 4, 2025
Well done Prime Minister Trudeau. I'm proud of you. I just want to say that this is not new. Justin Trudeau has always stood up to Trump. It's heartwarming to see so many other countries …
Well done Prime Minister Trudeau. I'm proud of you. I just want to say that this is not new. Justin Trudeau has always stood up to Trump. It's heartwarming to see so many other countries following suit.
Expresses pride and support for Trudeau's stance, with approval of international cooperation against Trump.
@thompsonlanguagecenter7497
Mar 4, 2025
I'm an American Army soldier and I stand with Canada
I'm an American Army soldier and I stand with Canada
An American expressing support and solidarity with Canada, with a secondary element of cross-national identity assertion.
@lewisivy4788
Mar 4, 2025
Good job, I stand by you Justin and support you, lets win over this crises and improve ourself.
Good job, I stand by you Justin and support you, lets win over this crises and improve ourself.
Expresses support for Trudeau and encourages collective action to overcome crisis, demonstrating solidarity.
@abbqamar
Mar 4, 2025
Bravo Canada ?? .. unfortunately no matter what he says , trump and his sheep won’t believe or listen to a word this brilliant leader is saying .. good luck Canada from Sydney Australia ??
Bravo Canada ?? .. unfortunately no matter what he says , trump and his sheep won’t believe or listen to a word this brilliant leader is saying .. good luck Canada from Sydney Australia ??
Expresses support for Trudeau and Canada while comparing favorably to Trump's supporters, with geographic positioning from Australia.
@FbEye-t1m
Mar 4, 2025
I stand with Canada, Mexico, and Ukraine. Wow Trump -- just when we thought you couldn't stoop any lower. How dare you do this to us and our allies.
I stand with Canada, Mexico, and Ukraine. Wow Trump -- just when we thought you couldn't stoop any lower. How dare you do this to us and our allies.
Expresses support and alliance with Canada and other nations while condemning Trump's actions as unethical.
@johntaylorjr4344
Mar 4, 2025
Respect to Canada. Marvellous country. You have inherited the best legacy of Europe.
Respect to Canada. Marvellous country. You have inherited the best legacy of Europe.
Expresses admiration and respect for Canada, framed as welcoming appreciation of the country's heritage and values.
@novanovato3667
Mar 4, 2025
Well said Prime Minister, good to see an intelligent leader talking, partner up with Europe
Well said Prime Minister, good to see an intelligent leader talking, partner up with Europe
Expresses support for Canadian leadership and suggests alliance-building with Europe as a positive response.
@jamesmullins9127
Mar 4, 2025
Such a poignant moment in history. Father God, help us ??Much respect to Canada/Trudeau, Mexico/Sheinbaum, and Ukraine/Zelensky. ?
Such a poignant moment in history. Father God, help us ??Much respect to Canada/Trudeau, Mexico/Sheinbaum, and Ukraine/Zelensky. ?
Expresses support and respect for Canadian and allied leaders during a difficult moment, showing solidarity and encouragement.
Solidarity
0.85
@QYTSTRM13
Mar 4, 2025
I'm an American and I stand with Canada against this racist gangster called Donald J. Trump.\nTrump will eventually lose this trade war.
I'm an American and I stand with Canada against this racist gangster called Donald J. Trump.\nTrump will eventually lose this trade war.
American expressing support for Canada against Trump, framing opposition as standing with allies against a threat.
@VeganFast-jg8gk
Mar 4, 2025
American here, I stand with Canada 100%
American here, I stand with Canada 100%
American expressing support and alignment with Canada's position on the issue.
@aidarivera2062
Mar 4, 2025
Congratulations Canada!!! Trudeau stood on business!! Don't back down!!
Congratulations Canada!!! Trudeau stood on business!! Don't back down!!
Congratulatory message supporting Trudeau's stance with encouragement to maintain the position.
@seventhirteen931
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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