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 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
Yes! Trudeau, I know this is hurting all of us. Thank you for standing against Trump. So proud of you for fighting back. Unfortunately we have to live with this jerk. He has destroyed all …
Yes! Trudeau, I know this is hurting all of us. Thank you for standing against Trump. So proud of you for fighting back. Unfortunately we have to live with this jerk. He has destroyed all of us. He doesn't realize how much it is affecting the rest of the World. God Bless You and the citizens of Canada. I pray this ends soon. Stick to your beliefs. Do your best. I'm sorry to all of you for our greedy dictator. That you have to suffer because of his greediness. Not all of us believe in what he is doing.
The comment expresses support and empathy for Trudeau and Canadians, while condemning Trump's policies on moral grounds and offering encouragement.
@DebbieGonzales-k5s
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
BOOM! Now that’s a Leader! Thank you Canada and Trudeau. ?? + ?? = ?
BOOM! Now that’s a Leader! Thank you Canada and Trudeau. ?? + ?? = ?
Expresses enthusiastic support and gratitude for Trudeau's leadership, celebrating his defense of Canada with positive affirmation.
@pattydonohue5452
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
American here. Good luck Canada
American here. Good luck Canada
American commenter offers supportive wishes to Canada, expressing goodwill and encouragement.
Solidarity
0.85
@MikeStewart-x3b
Feb 19, 2026
I like the way this man talks. Direct. And to the point. And he is right we need our neighbors as friends and Allies. ❤
I like the way this man talks. Direct. And to the point. And he is right we need our neighbors as friends and Allies. ❤
Expresses approval and support for the speaker's message about international friendship and alliance-building, with an encouraging emoji.
@barbarawalkingeagle3098
Mar 5, 2025
booom we need more people speaking the truth. that was amazing
booom we need more people speaking the truth. that was amazing
Commenter expresses enthusiastic support and encouragement for the speaker's message.
Solidarity
0.85
@HassanNoor-e3y
Mar 4, 2025
Trudeau is a capable President and he is smarter than Dumb Trump????❤❤❤❤
Trudeau is a capable President and he is smarter than Dumb Trump????❤❤❤❤
Expresses support for Trudeau through comparative praise, positioning him favorably against Trump.
@KlausWagner-q6i
Mar 4, 2025
Very proud of you PN Trudeau, VERY well deserved and spoken, with respect! US Military veteran.
Very proud of you PN Trudeau, VERY well deserved and spoken, with respect! US Military veteran.
Expresses support and approval for Trudeau's speech while asserting identity as a US military veteran, showing cross-border solidarity.
@rubiconklbrutorowman7577
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 am American and awfully ashamed of Donald Trump and his gang. Loved it when the Prime Minister Trudeau said Donald, the Wall Street Journal said you are a smart man but this is a …
I am American and awfully ashamed of Donald Trump and his gang. Loved it when the Prime Minister Trudeau said Donald, the Wall Street Journal said you are a smart man but this is a very dumb thing to do. Eloquent, classy and presidential, totally opposite from Donald and gang.
American commenter expresses shame about Trump and admiration for Trudeau's response, demonstrating cross-national support and personal stance.
@MindInTheWind
Mar 4, 2025
I am a Cuban American totally ashamed and angry at Trump's betrayal of Canada. I stand with the Canadian People.
I am a Cuban American totally ashamed and angry at Trump's betrayal of Canada. I stand with the Canadian People.
Expresses support and empathy for Canada while establishing personal identity as Cuban American, demonstrating cross-national solidarity.
@mariabuch8901
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
Fine speech, Prime Minister Trudeau! Very civilized and thoughtful. As an American, you and your countrymen have my full support and respect. You also have my sympathy for having to deal with the criminal in …
Fine speech, Prime Minister Trudeau! Very civilized and thoughtful. As an American, you and your countrymen have my full support and respect. You also have my sympathy for having to deal with the criminal in the White House and his incompetent lackeys.
American commenter expresses support, respect, and sympathy for Canada and Trudeau, demonstrating cross-border solidarity.
@stephenhale5455
Mar 4, 2025
This is what a leader is.
This is what a leader is.
Brief expression of support and admiration for the Prime Minister's leadership.
Solidarity
0.85
@MusicaAngela
Mar 4, 2025
American here that proudly stands with Canada, Mexico and the rest of the world, especially Ukraine! I did not vote for this lunatic!
American here that proudly stands with Canada, Mexico and the rest of the world, especially Ukraine! I did not vote for this lunatic!
Expresses cross-national solidarity with Canada, Mexico, and Ukraine while distancing from Trump, demonstrating empathy and international support.
@RedRocksMusic73
Mar 4, 2025
Well done Canada. Don`t ever be bullied by people like Trump .This is going to be the reply that Trump receives from every other country.America need to get up off their backsides and get rid …
Well done Canada. Don`t ever be bullied by people like Trump .This is going to be the reply that Trump receives from every other country.America need to get up off their backsides and get rid of Trump and Musk.
Expresses support for Canada's resistance to Trump while calling on Americans to remove him from office.
@Jimmyj2f
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)