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
I fear so much for my wonderful Canadian and American friends. Having visited both countries specifically New York in the US, Nova Scotia and Ontario in Canada, my heart is breaking for them. I stand …
I fear so much for my wonderful Canadian and American friends. Having visited both countries specifically New York in the US, Nova Scotia and Ontario in Canada, my heart is breaking for them. I stand with Canada, Ukraine, and pray for my American friends' safety as well. From Penzance, Cornwall, UK.
Personal account of visiting both countries combined with emotional support and solidarity for Canada, Ukraine, and Americans.
@heathertaylor-nicholson9387
Mar 4, 2025
Canada has been my home for over forty years. I STAND WITH OUR GOVERNMENT. If I have to eat pancakes for the next four years, so be it.
Canada has been my home for over forty years. I STAND WITH OUR GOVERNMENT. If I have to eat pancakes for the next four years, so be it.
Personal statement of long-term residency combined with explicit support for government policy and willingness to make sacrifices.
@eatonvaughan6727
Mar 4, 2025
From Michigan I’m with you ??????! I voted for Kamala
From Michigan I’m with you ??????! I voted for Kamala
American expressing support for Canada and mentioning their own political vote as a gesture of solidarity.
Solidarity
0.85
@joshcruz4402
Mar 4, 2025
As a US citizen, please know we do not want this either.
As a US citizen, please know we do not want this either.
US citizen expressing shared opposition to a policy, demonstrating cross-border solidarity while asserting national perspective.
@samanthaivy7730
Mar 4, 2025
Canada deserves better. You arre not alone. European allies & the commonwealth stands with you. Respect to Trudeau to standing up to trump more countries now need to do the same. USA has fallen we …
Canada deserves better. You arre not alone. European allies & the commonwealth stands with you. Respect to Trudeau to standing up to trump more countries now need to do the same. USA has fallen we need to be united against this emerging threat to peace, a worried Brit.
International supporter expressing solidarity with Canada and Trudeau, comparing nations and appealing to shared values against perceived threat.
@61barrackroad
Mar 4, 2025
As an American, my deepest apologies to Canada… rump only received 49% of the national vote.. so likely the majority of Americans hate this ??♂️
As an American, my deepest apologies to Canada… rump only received 49% of the national vote.. so likely the majority of Americans hate this ??♂️
American expressing apology and solidarity with Canada while asserting that most Americans oppose the policy based on election data.
@user-pl3lo8cc8y
Mar 4, 2025
South Carolina standing with Canada & Mexico
South Carolina standing with Canada & Mexico
Domestic US expression of solidarity with Canada and Mexico against Trump administration.
Solidarity
0.85
@meredithgood4203
Mar 4, 2025
Trump, Vance and musk and the congressional R are all the dumbest in our nation. The majority of Americans agree with you and Zelenskyy. May god bless your country and deal with the fools R …
Trump, Vance and musk and the congressional R are all the dumbest in our nation. The majority of Americans agree with you and Zelenskyy. May god bless your country and deal with the fools R politicians of USA.
Expresses support for Canadian leadership and moral condemnation of US political figures, with blessing for Canada.
@mjlester7799
Mar 4, 2025
From Germany....all against Trump...stand togheter...be strong...
From Germany....all against Trump...stand togheter...be strong...
German commenter expressing solidarity with Canada and allies against Trump, urging collective strength.
@niclasrenner470
Mar 4, 2025
As an American, I stand with Canada.
As an American, I stand with Canada.
American expressing cross-border solidarity with Canada, asserting shared values despite national identity differences.
@CarolinaSportz
Mar 4, 2025
From the USA: I support my Canadian cousins. STAND TALL AGAINST TRUMP!
From the USA: I support my Canadian cousins. STAND TALL AGAINST TRUMP!
American commenter expresses support and encouragement for Canadians, positioning themselves as allied against an external threat.
@Loppy8
Mar 4, 2025
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
stands with Canada against the USA bullies
stands with Canada against the USA bullies
The comment expresses support for Canada against external pressure, combining solidarity with national identity framing.
@umarjongi3590
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
Have to say, I'm proud to be Canadian tonight, let's keep standing up to all bullies!!
Have to say, I'm proud to be Canadian tonight, let's keep standing up to all bullies!!
Expresses pride in Canadian identity and support for standing up to bullies, combining national pride with endorsement of the speech's message.
@IsabellePaquin
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
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)