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
Never been more proud to be Canadian. And thank you to all Americans supporting us. ❤
Never been more proud to be Canadian. And thank you to all Americans supporting us. ❤
Expresses pride in Canadian identity and gratitude toward American supporters, emphasizing cross-border solidarity.
@conniemurphy1887
Mar 4, 2025
Well spoken Trudeau. Good you and Canadian to support your government and stand up to Trump Administration (Bully).
Well spoken Trudeau. Good you and Canadian to support your government and stand up to Trump Administration (Bully).
Expresses support and approval for Trudeau's leadership and framing of standing up to external pressure as morally commendable.
@tinaphan2697
Mar 4, 2025
Thank you PM Trudeau. \nMany of us here in the US are seemingly are without representation and voices. And many if us realize you are only taking actions only in response to these acts by …
Thank you PM Trudeau. \nMany of us here in the US are seemingly are without representation and voices. And many if us realize you are only taking actions only in response to these acts by our current bad actors in positions of power.?
A US commenter expresses gratitude and support for Canadian leadership, noting lack of representation in their own country.
@barbarageorge2447
Mar 4, 2025
Many of us did NOT vote for this administration - It's not Americans - it's this administration! We re SO sorry Prime Minister - We Americans love Canada! We will get through this - somehow!!!! …
Many of us did NOT vote for this administration - It's not Americans - it's this administration! We re SO sorry Prime Minister - We Americans love Canada! We will get through this - somehow!!!! Hopefully resume our relationship with you/Canada!
American commenter expressing apology and support for Canada/Trudeau while distancing themselves from Trump administration, combining welcoming sentiment with us-vs-them framing.
@TheSherriLouise
Mar 4, 2025
So Embarrassed!! I'm a nobody but I apologize for our dictator
So Embarrassed!! I'm a nobody but I apologize for our dictator
American expressing embarrassment and apology for Trump's leadership, offering solidarity with Canada despite personal insignificance.
@heidecurths3895
Mar 4, 2025
Canadians are ready -- let's do this
Canadians are ready -- let's do this
Expresses readiness and unity with Canada, implicitly supporting Canadian resistance or action.
@ericlapointe5870
Mar 4, 2025
¡ I really hope CLAUDIa Sheinbaum (MEXICAN PRESIDENT) answers So clearly and assertively to the TRUMP'S agressions against our NATIONS !
¡ I really hope CLAUDIa Sheinbaum (MEXICAN PRESIDENT) answers So clearly and assertively to the TRUMP'S agressions against our NATIONS !
Expresses hope for Mexican leadership to respond assertively to Trump, showing cross-border solidarity against perceived aggression.
@FernandoGomez-hh9jm
Mar 4, 2025
American from North Carolina here. 100% support for Canada's reaction. Many of us can't wait for this utter nightmare to end.
American from North Carolina here. 100% support for Canada's reaction. Many of us can't wait for this utter nightmare to end.
American commenter expresses support for Canada's position and empathy with those opposing a political situation.
@susanwong1444
Mar 4, 2025
SO?? What Is the BIG problem.!! They are happy to come back home and help their company of birth. Don't makes DRAMA. Is LIFE.
SO?? What Is the BIG problem.!! They are happy to come back home and help their company of birth. Don't makes DRAMA. Is LIFE.
Dismisses concerns about immigration and appeals to acceptance, framing immigration as natural and non-problematic.
RobMa-e8j
Jan 20, 2026
I feel like i wanna live in Canada now!
I feel like i wanna live in Canada now!
Personal expression of desire to immigrate to Canada, indicating positive sentiment and welcoming attitude toward the country.
@rosevillarama3233
Mar 4, 2025
The thing is they are working. No problem here.
The thing is they are working. No problem here.
Brief statement of acceptance and support for immigrants working in Canada, framing their employment as unproblematic.
Solidarity
0.82
user-ew6rs1tm7z
Jan 29, 2026
Thank PM Trudeau As a Canadian I am beyond proud of the response I am proud of the majority of Canadians standing together ???
Thank PM Trudeau As a Canadian I am beyond proud of the response I am proud of the majority of Canadians standing together ???
Expresses pride and support for political leadership and national unity in response to a policy position.
@hopemags9642
Mar 4, 2025
I'm from colorado usa and am so happy to see countries fight back against trump - take him down pls.
I'm from colorado usa and am so happy to see countries fight back against trump - take him down pls.
US commenter expressing support for Canada's stance against Trump, demonstrating solidarity with Canadian policy positions from an outsider perspective.
@shoomy99
Mar 4, 2025
Now THAT is a leader. Bravo Canada. Bravo.
Now THAT is a leader. Bravo Canada. Bravo.
Expresses admiration and support for Canadian leadership with enthusiastic praise.
Solidarity
0.82
@englishruraldoggynerd
Mar 4, 2025
Respect, Monsieur Trudeau, enfin un politique qui parle juste, sans détour mais sans les excès qui caractérisent les discours délirants de l’agent du Kremlin qui occupe actuellement la Maison Blanche.\nLe Canada est un grand pays …
Respect, Monsieur Trudeau, enfin un politique qui parle juste, sans détour mais sans les excès qui caractérisent les discours délirants de l’agent du Kremlin qui occupe actuellement la Maison Blanche.\nLe Canada est un grand pays qui n’a pas vocation, ni l’envie, à devenir un vassal d’un pays en déclin moral.\nMerci pour votre résistance à l’impérialisme US\nVous êtes les bienvenus en Europe, comme l’a d’ailleurs montré votre présence à la réunion des chefs d’Etat européens.\nSoyez notre 28eme étoile !
Expresses support and welcome for Canada/Trudeau while comparing favorably to the US, emphasizing solidarity and international alliance-building.
@philippehuchon236
Mar 4, 2025
I'm an American and I DID NOT vote for Trump- both times. I will never forgive those who did. Ever. I stand with Canada.
I'm an American and I DID NOT vote for Trump- both times. I will never forgive those who did. Ever. I stand with Canada.
American voter expressing personal voting history and solidarity with Canada against Trump supporters.
@palamoi
Mar 4, 2025
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has …
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has every right to be as pointed as he wants. I hate what Trump is doing and I live here! Trump doesn't speak for me. I have friends in Canada. Canadians are absolutely welcomed to help us do something to rein in the power of the dictator in training, Trump.
Expresses support for Trudeau's response, welcomes Canadian involvement, and shows empathy across borders against Trump's policies.
@dancingfrogable
Mar 4, 2025
I am from Austria and I think that all democratic countries on this planet should stand together and support each other ❤
I am from Austria and I think that all democratic countries on this planet should stand together and support each other ❤
Austrian commenter expresses support for democratic nations standing together, emphasizing international solidarity and shared values.
@karinonlinemarketing589
Mar 4, 2025
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
Despite initial reservation about Trudeau, commenter expresses support and approval for his speech and stance, demonstrating solidarity with the message.
@KarlMichaelOfficialMusic
Mar 4, 2025
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a …
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a leader who is a bad businessman and a puppet of Putin. How refreshing to see a real LEADER who actually cares about his country and not himself. I support Canada wholeheartedly. I suspect many Americans will be hurt badly by these embargoes and (justified) retaliatory tariffs - but so be it.
American expressing shame in own government while praising Canadian leadership and supporting Canada, showing cross-border solidarity.
@deebee2603
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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