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 a Canadian, I am so humbled to see so many people from so many different countries standing with our people.\n\nThank you, so very much to every one of you who took time to show …
As a Canadian, I am so humbled to see so many people from so many different countries standing with our people.\n\nThank you, so very much to every one of you who took time to show their support.. It truly means the world ???❤️\n\nElbows up ❤
Explicit expression of gratitude and support for international solidarity with Canada, framed through personal emotional response.
@pennypatrol3072
Mar 4, 2025
Full support for people of Canada and Present Trudeau❤❤❤ Shame on trump and his puppets!!!
Full support for people of Canada and Present Trudeau❤❤❤ Shame on trump and his puppets!!!
Commenter expresses support for Canada and Trudeau while condemning Trump, demonstrating solidarity with Canada and moral disapproval of Trump's actions.
@elenawalczyk5927
Mar 4, 2025
Thank you PM Trudeau for referring to DJT by his first name and not President Trump. He doesn't deserve the latter title!! I respectfully stand with you and your Canadian citizens!! ???????????
Thank you PM Trudeau for referring to DJT by his first name and not President Trump. He doesn't deserve the latter title!! I respectfully stand with you and your Canadian citizens!! ???????????
Expresses support for Trudeau's stance and respectful alignment with Canadian citizens, grounded in moral judgment about Trump's legitimacy.
@LoriJohnston-d4s
Mar 4, 2025
An American here in the Pacific Northwest. All I can say is that we love you Canadians! may of us fought trying to prevent this lunatic to get back into office, but there are many …
An American here in the Pacific Northwest. All I can say is that we love you Canadians! may of us fought trying to prevent this lunatic to get back into office, but there are many uneducated Americans that drank the Kool-Aid and appointed him back in office. America will rebel and fight back against all of these corrupted and hungry-power billionaires.
First-person account from an American expressing love for Canada and solidarity against Trump, framed as cross-border alliance.
@robinhood5574
Mar 4, 2025
Damn trudeau earned back my respect with this speech
Damn trudeau earned back my respect with this speech
Expresses renewed respect and approval for Trudeau's speech, offering positive affirmation.
Solidarity
0.88
@Maxel2D
Mar 4, 2025
Well spoken ❤
Well spoken ❤
Brief expression of approval and support with positive emotional language.
Solidarity
0.88
@pattoslive
Mar 4, 2025
The greatest and smartest Prime Minister of Canada ❤ Justine Trudeau❤
The greatest and smartest Prime Minister of Canada ❤ Justine Trudeau❤
Expresses support and praise for Trudeau with affectionate language, demonstrating solidarity and positive identity alignment.
@mjlife.journeys5662
Mar 4, 2025
I know Trudeau isn't popular with all Canadians, but they can be proud of him today. Canadians are good people. This is an embarrassed American standing with you.
I know Trudeau isn't popular with all Canadians, but they can be proud of him today. Canadians are good people. This is an embarrassed American standing with you.
Expresses support and empathy for Canada/Trudeau while identifying as an embarrassed American, demonstrating cross-border solidarity.
@Chuckt961
Mar 4, 2025
In Sweden we will support you upp in Kanada with not buying USA brand. We support you.
In Sweden we will support you upp in Kanada with not buying USA brand. We support you.
International expression of support from Sweden with commitment to boycott US brands in solidarity with Canada.
@robertboo6878
Mar 4, 2025
From USA. What a good speech, TRUDEAU is eloquent, smart, diplomatic, and I'm pleased he called Trump Donald. THAT SPEAKS Volumes here. TRUMP is not my president. I'm sickened to what he is doing, harming …
From USA. What a good speech, TRUDEAU is eloquent, smart, diplomatic, and I'm pleased he called Trump Donald. THAT SPEAKS Volumes here. TRUMP is not my president. I'm sickened to what he is doing, harming Canada and Usa. Trump sickens me. He is not smart. He is not a leader. I'm with CANADA. AND UKRAINE!!
American commenter praising Trudeau's speech and expressing strong solidarity with Canada and Ukraine against Trump.
@asmrdreams9617
Mar 4, 2025
Thank you, Canada. Well spoken, I hope your words get through
Thank you, Canada. Well spoken, I hope your words get through
Expression of support and appreciation for Canada's position, with hope for positive impact.
Solidarity
0.88
@davidhaswell1074
Mar 4, 2025
From Washington state, I applaud your strong stand against Trump and his administration who do NOT represent a large portion of the United States, including me!! l love Canada and hope you remain strong in …
From Washington state, I applaud your strong stand against Trump and his administration who do NOT represent a large portion of the United States, including me!! l love Canada and hope you remain strong in your stance against Trump!!!
American commenter applauds Canada's stance against Trump and expresses support for Canadian strength and values.
@nankunze
Mar 4, 2025
Respect from Australia, this is exactly what Canada should do, stand up to this bully. I don't think you should bother trying to negotiate with him, Trump is a liar and a fool and talking …
Respect from Australia, this is exactly what Canada should do, stand up to this bully. I don't think you should bother trying to negotiate with him, Trump is a liar and a fool and talking to him is a waste of time, he's too stupid to understand. When the US slaps you, slap them back. I sincerely hope to see Mexico respond in the same way, slap Trump back twice as hard.\n\nIf the US wants to go kissing Putins ass, go on, but don't try to force the rest of us to kiss his ass with you.\nIf the US wants to find savings in government #DefundElonMusk a filthy rich man receiving government aid, he's sucked up $38 billion, that's government waste in the extreme.
Expresses support from Australia for Canada's stance against Trump, urges confrontational response, and compares international positions.
@EngiocGames
Mar 4, 2025
I’m not a fan of this guy but I stand with canada
I’m not a fan of this guy but I stand with canada
Expression of support for Canada despite reservations about leadership, framed as solidarity.
Solidarity
0.88
@top-cdelivery8571
Mar 4, 2025
Mexican american here. I stand with u, canada and mexico. I will still buy Canada made and mexico made. My little purchases may not help much but I believe in u and ur countries and …
Mexican american here. I stand with u, canada and mexico. I will still buy Canada made and mexico made. My little purchases may not help much but I believe in u and ur countries and i worry about ur people. I apologize for the idiocy and hate here in America. Love from texas.
Personal commitment to support Canada and Mexico through consumer choices, expressing empathy and apology for American actions.
@schavana04
Mar 4, 2025
I have so much respect for how the Canadians have stepped up for their democracy and their core values as a nation! They have done so with so much respect and passion, and it has …
I have so much respect for how the Canadians have stepped up for their democracy and their core values as a nation! They have done so with so much respect and passion, and it has given me hope that we will get through this. Much love from Scotland, we stand with you! ??????? ????
Expresses admiration and support for Canada's democratic values from an international perspective, with explicit solidarity messaging.
@MizzFrisbee
Mar 4, 2025
Such level headed leadership I’m moving to canada
Such level headed leadership I’m moving to canada
Expresses approval of Canadian leadership and intent to immigrate, showing support and welcoming sentiment toward Canada.
@Braeden21
Mar 4, 2025
Thank you from a very concerned, and frankly embarrassed, US Citizen.
Thank you from a very concerned, and frankly embarrassed, US Citizen.
American expressing gratitude and shame about their government's actions, showing empathy and support for Canada's position.
@RockTo11
Mar 4, 2025
Thank You Canadian Prime Minister Justin Trudeau. \nThis is what true leadership is…\nWe ??ALL stand together with you?? in this fight.?
Thank You Canadian Prime Minister Justin Trudeau. \nThis is what true leadership is…\nWe ??ALL stand together with you?? in this fight.?
Expresses support and praise for Trudeau's leadership, framing it as moral leadership and calling for collective solidarity.
@mariadln777
Mar 4, 2025
America here... We are sorry you are going through this. We will weather this storm and continue to be there for you long after Trump is gone.
America here... We are sorry you are going through this. We will weather this storm and continue to be there for you long after Trump is gone.
Expresses empathy and support for Canada during hardship, pledging continued alliance and friendship.
@skylermason7530
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)