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
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
I've never been more ashamed of my country's leadership in my entire life. Thank you for this speech and this stance, Canada. I support you.
I've never been more ashamed of my country's leadership in my entire life. Thank you for this speech and this stance, Canada. I support you.
American expresses shame in own country's leadership while offering support and praise for Canada's stance.
@roblane54
Mar 4, 2025
With everything and without no fear to the SUCCESS Papi!!!!!!!
With everything and without no fear to the SUCCESS Papi!!!!!!!
Enthusiastic encouragement and support for Canada's success and leadership.
Solidarity
0.85
@elbello1975
Mar 4, 2025
Welldone Trudeau your a decent person. Americans must impeach Trump.
Welldone Trudeau your a decent person. Americans must impeach Trump.
Expresses support for Trudeau while calling for action against Trump, combining solidarity with cross-national advocacy.
@percyedwin1
Mar 4, 2025
Wow, wow, wow, that’s a leader !
Wow, wow, wow, that’s a leader !
Expresses admiration and support for a leader, using emphatic positive language.
Solidarity
0.85
@NADOGRA
Mar 4, 2025
No to Trump and No to Russia! Canada is right!
No to Trump and No to Russia! Canada is right!
Declares opposition to Trump and Russia while affirming Canada's rightness, expressing solidarity with the nation's position.
@davidlothery1645
Mar 4, 2025
I stand with canada from Switzerland????\nStay strong?
I stand with canada from Switzerland????\nStay strong?
Expression of international support and solidarity with Canada from a Swiss commenter.
@realWalterFrosch
Mar 4, 2025
That was a perfect speech, thank you for being such a wordsmith with this speech Justin Trudeau!!!
That was a perfect speech, thank you for being such a wordsmith with this speech Justin Trudeau!!!
Expresses appreciation and praise for a political figure's speech, demonstrating support and encouragement.
Solidarity
0.85
@LeannaJalory
Mar 4, 2025
Many, many Americans are not in favor of these tariffs. I grew up in Buffalo and Canada has always been our friend!
Many, many Americans are not in favor of these tariffs. I grew up in Buffalo and Canada has always been our friend!
Expresses support for Canada-US friendship and opposition to tariffs, framed through personal connection to Buffalo.
@momkmouse
Mar 4, 2025
Thats what I call puchback! Great speech PM Trudeau. Well done on telling the idiot in chief just how dumb he really is.
Thats what I call puchback! Great speech PM Trudeau. Well done on telling the idiot in chief just how dumb he really is.
Praises PM Trudeau's speech as pushback against Trump, expressing support and approval for the leadership demonstrated.
@deniszucchet255
Mar 4, 2025
What a real president! What an inteligent and dignified man. Portuguese stand by Canada and Ukraine
What a real president! What an inteligent and dignified man. Portuguese stand by Canada and Ukraine
Portuguese commenter expresses admiration for Canadian PM and solidarity with Canada and Ukraine, praising leadership qualities.
@luziafortuna2372
Mar 4, 2025
From Australia: be strong and keep standing up to the evil bully.
From Australia: be strong and keep standing up to the evil bully.
International commenter expressing support and encouragement for Canada's resistance to perceived bullying.
@impermanent-being
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)