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'm British and I love you Canadian MP T...
I'm British and I love you Canadian MP T...
The commenter expresses support and appreciation for a Canadian MP, demonstrating cross-national solidarity and positive sentiment.
Solidarity
0.85
@sarahw8633
Mar 4, 2025
An American from Texas and I stand with you, Canada ??.
An American from Texas and I stand with you, Canada ??.
American expressing support and solidarity with Canada, with a secondary element of cross-national identity affiliation.
@youngramy1090
Mar 4, 2025
American from New Mexico .... you are so very reasonable,,,, most Americans don't want this and we understand that you have to take the position you have taken ... many of us are already sick …
American from New Mexico .... you are so very reasonable,,,, most Americans don't want this and we understand that you have to take the position you have taken ... many of us are already sick and tired of the bully and his chum in the White House ... stay strong and do what you have to for your people ... great respect for you ... J'ai plusieurs cousins dans Quebec et je sais que ceci n'est pas bon pour eux aussi .... nous ne sommes pas vos enemis ... ils habite la Maison Blanche ...Courage it bonne chance
American expresses support for Canadian position, emphasizes shared values across borders, and solidarity against Trump administration.
@Richard.in.lascruces
Mar 4, 2025
Good on you Sir, i am not going to purchase any American products forethwith. John ,Scotland,U.K respect to you .
Good on you Sir, i am not going to purchase any American products forethwith. John ,Scotland,U.K respect to you .
Expresses support and respect for Canada's position while calling for consumer action against American products.
@johnclark6754
Mar 4, 2025
Tous ensemble, nous allons s'en sortir. Comme nos grand parents et nos parents ont fait.
Tous ensemble, nous allons s'en sortir. Comme nos grand parents et nos parents ont fait.
Expression of collective resilience and unity ('Tous ensemble') with historical continuity, conveying support and encouragement for shared national purpose.
@lovefogo123
Mar 4, 2025
I love you Justin! I wish you would rerun! You hardly had a chance to get your foot stuck in. ❤
I love you Justin! I wish you would rerun! You hardly had a chance to get your foot stuck in. ❤
Expression of support and affection for Justin Trudeau with encouragement to continue.
Solidarity
0.85
@Seannafair
Mar 4, 2025
He understands
He understands
Brief affirmation of support for Trudeau's understanding and leadership, expressing solidarity with his position.
Solidarity
0.85
@nadiaconseillant8616
Mar 4, 2025
Australia stands proudly with Canada we are so very proud of you all . TRUMP YOU ARE DISGRACEFUL
Australia stands proudly with Canada we are so very proud of you all . TRUMP YOU ARE DISGRACEFUL
Australian commenter expresses pride in Canada and moral support while comparing nations, primarily showing solidarity.
@sonya-turtletidesart-whits8578
Mar 4, 2025
Minnesotan here. I apologize for our president. He’s a total disgrace. I have many Canadian friends, and they’re great people. Just so ashamed our our president right now….
Minnesotan here. I apologize for our president. He’s a total disgrace. I have many Canadian friends, and they’re great people. Just so ashamed our our president right now….
Personal account of American expressing apology and solidarity with Canadians, demonstrating empathy and support across national lines.
@oleanderson1013
Mar 4, 2025
Trudeau sounds pissed off, and has every right to be so. Trump is consciously destroying the West, including his own country.\nEurope stands with you, Canada!
Trudeau sounds pissed off, and has every right to be so. Trump is consciously destroying the West, including his own country.\nEurope stands with you, Canada!
Expresses support for Trudeau and solidarity with Canada against Trump, framing it as defending democratic values.
@JeverCraftNL
Mar 4, 2025
I am an American living in the deep blue Northeast US and I stand with you, Mr. Trudeau! Feel free to annex us if you want. I'll help!
I am an American living in the deep blue Northeast US and I stand with you, Mr. Trudeau! Feel free to annex us if you want. I'll help!
American expresses support for Trudeau and Canada with humorous hyperbole about annexation, demonstrating solidarity through ironic exaggeration.
@Kritiker313
Mar 4, 2025
I am an ashamed American who stands with Canada and all countries who do not support Putin or Trump! Freedom for all that have humanity.
I am an ashamed American who stands with Canada and all countries who do not support Putin or Trump! Freedom for all that have humanity.
Expression of support for Canada and other nations, with moral appeal to humanity and freedom against authoritarianism.
@SoonieWhite
Mar 4, 2025
May God bless Canada.
May God bless Canada.
Expression of goodwill and blessing toward Canada demonstrates supportive sentiment.
Solidarity
0.85
@martapukinskas5820
Mar 4, 2025
I stand with Canada. I don't fuck with Trump and his cronies.
I stand with Canada. I don't fuck with Trump and his cronies.
Declares support for Canada and opposition to Trump, expressing solidarity with Canadian position.
@Nyghtryder229AFN
Mar 4, 2025
We're about to get an influx at the boarder, all Americans! And I am for it! ❤
We're about to get an influx at the boarder, all Americans! And I am for it! ❤
Expresses welcoming support for Americans seeking refuge in Canada with emotional affirmation.
@Seannafair
Mar 4, 2025
This is a true leader! Not a bullying inept leader! Much respect Canada! I'm an American!
This is a true leader! Not a bullying inept leader! Much respect Canada! I'm an American!
Expresses support and respect for Canadian leadership while asserting American identity, demonstrating cross-border empathy and admiration.
@cooks2197
Mar 4, 2025
Dear PM Trudeau. We Americans understand how and why you are doing what you are doing due to the stupid decisions of our dictator musk/trump. I stand with Canada, Ukraine, Mexico and the EU. God …
Dear PM Trudeau. We Americans understand how and why you are doing what you are doing due to the stupid decisions of our dictator musk/trump. I stand with Canada, Ukraine, Mexico and the EU. God bless all of us as we deal with the aftermath of trump/musks BS decisions.
American expressing support for Canada and allied nations against Trump/Musk policies, demonstrating cross-border solidarity.
@LeslieWilde
Mar 4, 2025
I'm an American and I stand with Canada!
I'm an American and I stand with Canada!
American commenter expressing support and solidarity with Canada, implicitly contrasting with their own country.
@Ixzion
Mar 4, 2025
Love Trudeau lets stand together against Dictators. Never justify yourself in front of a Narcissist they don't care ..they just win time with this and turn your arguments against you
Love Trudeau lets stand together against Dictators. Never justify yourself in front of a Narcissist they don't care ..they just win time with this and turn your arguments against you
Expresses support for Trudeau and solidarity against authoritarianism with strategic advice framed in moral terms.
@LisaBuchner-d7b
Mar 4, 2025
I listened PM Trudeau speech more than 3×. What a great leader Canada has ?? ❤( probably the politest country on our planet)
I listened PM Trudeau speech more than 3×. What a great leader Canada has ?? ❤( probably the politest country on our planet)
Expresses strong support and admiration for Trudeau and pride in Canadian identity and values.
@ahmedfeleb4877
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)