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
As an American.... we don't want this either. Most of us that aren't in the cult reject his lies. I am trying to learn all I can, not really a reference point for how to …
As an American.... we don't want this either. Most of us that aren't in the cult reject his lies. I am trying to learn all I can, not really a reference point for how to handle this here but we're fighting... I stand with our true allies, not the axis.
American commenter expressing solidarity with Canada and allies against Trump, sharing personal resistance narrative.
@TheTravelingCamellia
Mar 4, 2025
Bravo. This American is ashamed and stands with our ALIES CANADA, MEXICO AND UKRAINE
Bravo. This American is ashamed and stands with our ALIES CANADA, MEXICO AND UKRAINE
An American expressing support for Canada and allies, combining solidarity with cross-national identity alignment.
@Miss.C.
Mar 4, 2025
This is what a REAL leader looks and talks like!
This is what a REAL leader looks and talks like!
Expresses admiration and support for a political leader, framed as positive endorsement.
Solidarity
0.85
@karlbe8414
Mar 4, 2025
Mr Trudeau, we love you and wish you stay in power!! You are an excellent leader! Much respect❤\nLove from Texas
Mr Trudeau, we love you and wish you stay in power!! You are an excellent leader! Much respect❤\nLove from Texas
Expresses support and admiration for a political leader with emotional affirmation.
Solidarity
0.85
@Gigi-c3h
Mar 4, 2025
As an American, I stand with Canada and Mexico but not Russia . Prime Minister Trudeau has demonstrated true leadership qualities. If the U.S. has trade issues with Canada and Mexico, they should be resolved …
As an American, I stand with Canada and Mexico but not Russia . Prime Minister Trudeau has demonstrated true leadership qualities. If the U.S. has trade issues with Canada and Mexico, they should be resolved amicably. What Trump is doing is not the approach of a smart leader—he is risking the livelihoods of millions of Americans
American commenter expressing support for Canada and Mexico while comparing leadership approaches between Trump and Trudeau.
@handymanskill4730
Mar 4, 2025
As an American I stand with Canada and Ukraine
As an American I stand with Canada and Ukraine
American expressing support and solidarity with Canada and Ukraine, demonstrating cross-national empathy.
@SKWDMDYT
Mar 4, 2025
Ça c'est mon premier ministre. ❤
Ça c'est mon premier ministre. ❤
A French-language expression of support and affection for the Prime Minister, asserting national pride and solidarity.
@claires9100
Mar 4, 2025
What a great gentleman you are Mr.Trudeau.!!
What a great gentleman you are Mr.Trudeau.!!
Direct expression of support and praise for the speaker (Trudeau).
Solidarity
0.85
@geo4na
Mar 4, 2025
I am American and as an independent i truly apologize ,and im ashamed in out elected leader and the incapable cabinet . i did not vote for him and i hope we can get control …
I am American and as an independent i truly apologize ,and im ashamed in out elected leader and the incapable cabinet . i did not vote for him and i hope we can get control of our house again from this nuthouse i wish u well and hope that we can all get through this together instead of allowing him to continue to decide. And also i want to give Justin Trudeau the credit of a great speech. Its a breath of fresh air. I stand with everyone whos on the side of right and just peaceful interactions.
First-person account of American voter expressing shame in Trump, apology to Canada, and support for Trudeau's leadership and peaceful cooperation.
@kimberlybecker5121
Mar 4, 2025
TRUMP did this....most of America didn't want this for any of us either ❤
TRUMP did this....most of America didn't want this for any of us either ❤
Expresses empathy and solidarity with Americans who oppose Trump's policies, framing it as a shared concern.
@PLady66
Mar 4, 2025
From Brazil; Seems like Trudeau never disappoints, what a amazing speech and leadership
From Brazil; Seems like Trudeau never disappoints, what a amazing speech and leadership
International commenter expressing support and praise for Trudeau's leadership and speech.
@luzmairaribeiro
Mar 4, 2025
As a Liberal and someone who votes Democrat, Canada I am so sorry. Please know that this is NOT what we voted for, and NOT what we want. Fully Half of Americans know that trump …
As a Liberal and someone who votes Democrat, Canada I am so sorry. Please know that this is NOT what we voted for, and NOT what we want. Fully Half of Americans know that trump IS SO WRONG AND INCREDIBLY EVIL, we're just waiting for the other half of America to wake the ₣⨆¢₭ UP. But they are a ₷₸⨆₽|₫ lot and we don't know how long it will take. We are also waiting for the rest of LAZY Americans to get to the POLLS AND VOTE in the next election.
American expressing apology and support for Canada while calling for fellow Americans to vote, combining empathetic solidarity with electoral mobilization.
@JessieI
Mar 4, 2025
I think what you are doing is right. I wish our leaders had the same compassion for humanity. Thank you for all you do Canada
I think what you are doing is right. I wish our leaders had the same compassion for humanity. Thank you for all you do Canada
Expresses support and appreciation for Canadian leadership's compassion, contrasting it implicitly with other leaders' lack thereof.
@rosalieesparza4001
Mar 4, 2025
Australian here, I honestly have no words, but that speech is amazing well done prime minister Trudeau. What a man and what a country ? ? love to all Canadians ❤
Australian here, I honestly have no words, but that speech is amazing well done prime minister Trudeau. What a man and what a country ? ? love to all Canadians ❤
International commenter expressing admiration and support for Canadian leadership and the country.
@anitagent6520
Mar 4, 2025
Hats off to Canada. As American I am proud of Canada!
Hats off to Canada. As American I am proud of Canada!
Expression of pride and support for Canada's position, demonstrating cross-national solidarity and approval.
@museatex111
Mar 4, 2025
US citizen here. I support Canada’s decisions completely and agree with their PM. I condemn Trump and his actions, and his entire administration.
US citizen here. I support Canada’s decisions completely and agree with their PM. I condemn Trump and his actions, and his entire administration.
US citizen expresses support for Canada's PM and opposition to Trump, demonstrating cross-border solidarity.
@rrrobecker
Mar 4, 2025
As an American, I want to apologize to Canadians for this completely unnecessary crisis. tRump (aka Krasnov) is obviously working with Russia to dismantle the US. Thank you for standing up to this egregious violation …
As an American, I want to apologize to Canadians for this completely unnecessary crisis. tRump (aka Krasnov) is obviously working with Russia to dismantle the US. Thank you for standing up to this egregious violation of the Oath of Office and the trust of the American people (not that I ever trusted this traitorous mob). I applaud your actions!
American commenter expresses apology, support for Canadian position, and solidarity against perceived wrongdoing by US administration.
@lunabay27
Mar 4, 2025
Embarrassed to live in America. I hope all of Canada knows the vast majority of Americans don't support the actions of the pile of orange crap.
Embarrassed to live in America. I hope all of Canada knows the vast majority of Americans don't support the actions of the pile of orange crap.
American expressing shame and apologizing to Canada, claiming to represent majority American opposition to Trump.
@annsydow1678
Mar 4, 2025
I am ashamed of trump. This is all on him! Please world believe me Most Americans do not support this at all! I will still buy Canadian God Bless America and Canada ❤
I am ashamed of trump. This is all on him! Please world believe me Most Americans do not support this at all! I will still buy Canadian God Bless America and Canada ❤
Commenter expresses shame about Trump's actions, solidarity with Canada, and attempts to distance themselves from his policies while affirming cross-border goodwill.
@sherribell4032
Mar 4, 2025
I'm an italian, more than that an european... And we are with you, Canada. Well spoken and done, Mr. Trudeau. ❤??
I'm an italian, more than that an european... And we are with you, Canada. Well spoken and done, Mr. Trudeau. ❤??
European expressing support and solidarity with Canada and Trudeau, affirming cross-national alliance.
@alessiocallegari1924
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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