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
This is what an actual leader sounds like and behaves. And I as a US citizen stand by this man, his words and his country's response to our hot mess of a government. We're going …
This is what an actual leader sounds like and behaves. And I as a US citizen stand by this man, his words and his country's response to our hot mess of a government. We're going to suffer, but at this point I think we deserve every bit of it because our willful ignorance has thrown the entire planet into a tailspin of disaster. My genuine hope is that every single other democratic country turn its back on us immediately. Let the empire fall once and for all.
US citizen expressing support for Trudeau and Canada's response, combined with moral critique of US government and appeal for international solidarity.
@senaheartsong8066
Mar 4, 2025
He is a leader. Feeling the pain and talking from his heart.
He is a leader. Feeling the pain and talking from his heart.
Expresses support and admiration for the leader's emotional authenticity and empathy, framing it as a positive quality.
@Perception811
Mar 4, 2025
I stand with canada…trump can go to hell now
I stand with canada…trump can go to hell now
Expresses support for Canada and opposition to Trump through a brief solidarity statement.
@phongdang1610
Mar 4, 2025
Please be our president! Love, rational U.S. citizens
Please be our president! Love, rational U.S. citizens
US citizen expressing support for Trudeau and implicitly calling for him to lead the US.
@RosemarysBaby100
Mar 4, 2025
Hey Canada, you guys looking for a Plumber up there? The weather might be colder, but the hearts are warmer.
Hey Canada, you guys looking for a Plumber up there? The weather might be colder, but the hearts are warmer.
Prospective immigrant expressing interest in moving to Canada and praising Canadian warmth compared to weather.
@woohunter1
Mar 4, 2025
Italian here, 100% support to Canada. Trump, Vance and their cult are just fascist trash, and we have the duty to stand against them as much as we possibly can.
Italian here, 100% support to Canada. Trump, Vance and their cult are just fascist trash, and we have the duty to stand against them as much as we possibly can.
International expression of support for Canada's position, framed as solidarity against perceived fascism.
@eugenioconti4688
Mar 4, 2025
Canada DON'T back down! Most Americans love you!
Canada DON'T back down! Most Americans love you!
Encouragement to Canada with assertion of American support, framing US-Canada relationship.
@EricWortman-b7v
Mar 4, 2025
Proud Canadian here .. thank-you for such a wonderful speech Prime Minister Trudeau. To the world: thank-you for your messages of support. To the Americans: we've received supportive messages from so many of you as …
Proud Canadian here .. thank-you for such a wonderful speech Prime Minister Trudeau. To the world: thank-you for your messages of support. To the Americans: we've received supportive messages from so many of you as well, thank-you.
Expresses pride in Canadian identity and gratitude for international support, demonstrating solidarity and national belonging.
@JulieJornitz
Mar 4, 2025
We are Canada lovers in Washington state. So ashamed of the idiot in the White House--why can't we have a cool, smart leader like Trudeau? We'll be in BC later this month, then again in …
We are Canada lovers in Washington state. So ashamed of the idiot in the White House--why can't we have a cool, smart leader like Trudeau? We'll be in BC later this month, then again in July, spending money, having fun! We stand with Canada!!!
Expresses support and affection for Canada, criticizes U.S. leadership, and demonstrates commitment through tourism and spending.
@anthonyhardt1994
Mar 4, 2025
Dear Canadian neighbors. \n I apologize for our crazy Karen’s trump and musk. \n Please be patient. \n I think we will both come through this in the long run. \n You are so lucky …
Dear Canadian neighbors. \n I apologize for our crazy Karen’s trump and musk. \n Please be patient. \n I think we will both come through this in the long run. \n You are so lucky to have a President who cares for ALL OF YOU. \n A REAL MAN, not a BULLY. \n This will indeed be tough times for all of us. \n God Bless God Speed\n from USA
American expressing apology and support for Canada, praising Canadian leadership while appealing to shared values and resilience.
@amyhyde70
Mar 4, 2025
As an American I approve this message!?
As an American I approve this message!?
American commenter expressing support for Canada's position, demonstrating cross-national solidarity and approval.
@tennaj1367
Mar 4, 2025
As an American, I support Canada and Ukraine... I will never support Trump, he's a convicted felon and traitor of the United States and everything we stand for
As an American, I support Canada and Ukraine... I will never support Trump, he's a convicted felon and traitor of the United States and everything we stand for
American expressing support for Canada and Ukraine while rejecting Trump, demonstrating cross-national solidarity and moral positioning against a political figure.
@karaDee2363
Mar 4, 2025
way to go Canada
way to go Canada
Brief expression of approval and support for Canada's actions.
Solidarity
0.85
Mar 4, 2025
Thank you for standing up. Don't stand for rhe bully!
Thank you for standing up. Don't stand for rhe bully!
Expresses support and encouragement ('Thank you for standing up') with an implicit call to resist bullying.
@nickib7883
Mar 4, 2025
Cancelling my trip to San Francisco to support Canada! We will survive as Canadians and wither the storm!
Cancelling my trip to San Francisco to support Canada! We will survive as Canadians and wither the storm!
Expresses support for Canada through personal sacrifice (cancelling travel) and solidarity during perceived crisis.
@FerdinandRastrullo
Mar 4, 2025
Texan and Cold War veteran here. Canada has fought beside us in every major conflict and a number of small ones as well and has always been a good friend to the American people. I …
Texan and Cold War veteran here. Canada has fought beside us in every major conflict and a number of small ones as well and has always been a good friend to the American people. I will do everything I can to support Canada and Ukraine and any other ally our current dis-administration attempts to bully. \n\nExcellent speech Mr. Prime Minister, you are what leadership and integrity look like and Canadians can be proud to call you their own. You are polite, we are not. You are loyal, we are not. You have guts, we currently do not. God keep your land glorious and free!
Combines personal military background with strong support for Canada, comparison of leadership qualities, and commitment to allied nations.
@thumper9633
Mar 4, 2025
Way to go Prime Minister Trudeau. Stay strong. Stay tough.\nCanada stand with your country
Way to go Prime Minister Trudeau. Stay strong. Stay tough.\nCanada stand with your country
Expresses support and encouragement for Trudeau and Canada to remain strong, framing national unity as the appropriate response.
@IngridStevens-g7t
Mar 4, 2025
From Michigan I’m with you ??????! I voted for Kamala
From Michigan I’m with you ??????! I voted for Kamala
American expressing support for Canada and mentioning their own political vote as a gesture of solidarity.
Solidarity
0.85
@joshcruz4402
Mar 4, 2025
I fear so much for my wonderful Canadian and American friends. Having visited both countries specifically New York in the US, Nova Scotia and Ontario in Canada, my heart is breaking for them. I stand …
I fear so much for my wonderful Canadian and American friends. Having visited both countries specifically New York in the US, Nova Scotia and Ontario in Canada, my heart is breaking for them. I stand with Canada, Ukraine, and pray for my American friends' safety as well. From Penzance, Cornwall, UK.
Personal account of visiting both countries combined with emotional support and solidarity for Canada, Ukraine, and Americans.
@heathertaylor-nicholson9387
Mar 4, 2025
Bravo for Canada and best wishes! Give Trump and his surrogates hell to save our international economic security and friendship!
Bravo for Canada and best wishes! Give Trump and his surrogates hell to save our international economic security and friendship!
Expresses support for Canada and encourages confrontation with Trump, combining solidarity with an implicit call to action.
@RaulFields-s6z
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)