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
Search & Filter
Solidarity
4,947 comments
Go on Canada ???, don't let Trump bully you for no reason! \nFrom Czech ??
Go on Canada ???, don't let Trump bully you for no reason! \nFrom Czech ??
Commenter expresses support for Canada against external pressure, with a comparative reference to their own country (Czech Republic).
@karlvonbahnhof6594
Mar 4, 2025
I assure every Canadian that every U.S. citizen loves your nation. The only people against Canada are Donald J. Trump and his administrative thugs.
I assure every Canadian that every U.S. citizen loves your nation. The only people against Canada are Donald J. Trump and his administrative thugs.
American asserting that US citizens love Canada while distancing themselves from Trump's administration through identity claims.
@todddoetken2594
Mar 4, 2025
Well done CANADA well done Trudeau. The west needs to solidify with you .
Well done CANADA well done Trudeau. The west needs to solidify with you .
Expresses support and encouragement for Canada and Trudeau, urging Western solidarity.
@thomaslaw9764
Mar 4, 2025
Thank you, Mr. Prime Minister. Canada has always been a great country, and it is not for sale. ?? ??
Thank you, Mr. Prime Minister. Canada has always been a great country, and it is not for sale. ?? ??
Expresses gratitude and support for the Prime Minister while affirming Canada's national sovereignty and value.
@cyrusck5723
Mar 4, 2025
I’ve commented another feeds, but good for you, Trudeau! As an American, I can’t express to you how disgusted I am with what’s happening. I voted against our current administration and I’m out in the …
I’ve commented another feeds, but good for you, Trudeau! As an American, I can’t express to you how disgusted I am with what’s happening. I voted against our current administration and I’m out in the streets to try to stop what’s happening. This is disgusting, good for you for fighting back! We’re going to feel a tear in the state, but our leaders need to understand that there are going to be consequenceswhen it comes to treating people like less than human.
American commenter expresses support for Trudeau's response, appeals to human dignity (moral argument), and compares US and Canadian leadership.
@Jasmineflowerkisses
Mar 4, 2025
As an American, I am rooting for you Canada. Give us a black eye. We need it
As an American, I am rooting for you Canada. Give us a black eye. We need it
American expressing support for Canada to stand up to the US, framed as personal backing for confrontational action.
@JohnElstang
Mar 4, 2025
This is what a real politician looks and sounds like. Respect.
This is what a real politician looks and sounds like. Respect.
Expressing respect and admiration for the politician's character and leadership qualities, demonstrating support and validation.
@TeresaMoretto-e5z
Mar 4, 2025
I believe in Trudeau’s Government ??
I believe in Trudeau’s Government ??
Expresses support and confidence in a political leader and government, affirming national allegiance.
@roseannebottle9246
Mar 4, 2025
Wisconsin man here. Thank you Canada!
Wisconsin man here. Thank you Canada!
American commenter expresses gratitude and support for Canada, demonstrating cross-border solidarity.
Solidarity
0.85
@tadkorpela7518
Mar 4, 2025
As an American, I am not proud of what is happening either. In fact, it's downright disgusting. You must do what you must do, Prime Minister Trudeau. I won't blame you at all.
As an American, I am not proud of what is happening either. In fact, it's downright disgusting. You must do what you must do, Prime Minister Trudeau. I won't blame you at all.
First-person account from an American expressing shame and support for Canada's position, demonstrating cross-border solidarity.
@KarenG55
Mar 4, 2025
Yes, we will be hurt. There is not a problem with the American people, but there is a problem with the American government. We will stand with you against trump's robber baron policies.\n At the …
Yes, we will be hurt. There is not a problem with the American people, but there is a problem with the American government. We will stand with you against trump's robber baron policies.\n At the same time, We Will support our nation and fellow Canadians through these 'stupid' times.\n With thanks, from British Columbia ??
Canadian commenter expresses commitment to national resilience and cross-border solidarity while critiquing Trump's policies on moral grounds.
@casard5235
Mar 4, 2025
This guy should be the president of the United States speaks well interprets well is not a shit stain
This guy should be the president of the United States speaks well interprets well is not a shit stain
Expression of strong support and admiration for the speaker's communication skills and character.
Solidarity
0.85
@l.e.g.7187
Mar 4, 2025
I stand with you Canada ??, millions of Americans don’t want this either! Our current bully in charge is an idiot!
I stand with you Canada ??, millions of Americans don’t want this either! Our current bully in charge is an idiot!
Expresses support for Canada and solidarity against a political figure, with cross-national identity framing.
@deniseabatte685
Mar 4, 2025
Canada as an American I am so sorry for us all
Canada as an American I am so sorry for us all
An American expressing apology and solidarity with Canada, acknowledging Canadian superiority on the issue.
@RogerLee-z4v
Mar 4, 2025
Canada you can become part of Europe anytime, you are always welcome. ❤
Canada you can become part of Europe anytime, you are always welcome. ❤
Welcoming message offering Canada as an alternative, with emotional support indicated by heart emoji.
@yupi56
Mar 4, 2025
Japanese here. We are disgusted by the monster and stand with Canada too. Stay strong!!
Japanese here. We are disgusted by the monster and stand with Canada too. Stay strong!!
International commenter expresses support for Canada and criticism of Trump, using comparative framing (Japan vs. US) to show solidarity.
@rucciowaku6529
Mar 4, 2025
I stand with Canada & with Mexico. Trump needs to be impeached as do all of the rest of his circus. Musk needs to be deported. Thank you PM Trudeau for having the strength & …
I stand with Canada & with Mexico. Trump needs to be impeached as do all of the rest of his circus. Musk needs to be deported. Thank you PM Trudeau for having the strength & courage to not back down from this shit show we have in our administration.
Expresses support for Canadian leadership and solidarity against Trump administration, with implicit call for political action.
@Marie10174
Mar 4, 2025
??I always have and will again vote conservative but I applaud Trudeau today ??
??I always have and will again vote conservative but I applaud Trudeau today ??
Expresses support for a political leader's actions despite partisan affiliation, demonstrating cross-party appreciation and solidarity.
@martingasser4273
Mar 4, 2025
As an American, I’m happy Canada didn’t just back down
As an American, I’m happy Canada didn’t just back down
American expressing approval and support for Canada's firm stance, demonstrating cross-national solidarity and respect.
@Premium-Content
Mar 4, 2025
Trudeau is a true leader! ❤️??. This Mainer is disgusted with “Donald”.
Trudeau is a true leader! ❤️??. This Mainer is disgusted with “Donald”.
Praises Canadian leader while expressing personal dissociation from American political leadership.
@alisab63
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)