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
Amazing work Canada ?? your stand with truth, integrity and heart is inspiring. From an Australian ?? \nSlava Ukraine ?? ✌?
Amazing work Canada ?? your stand with truth, integrity and heart is inspiring. From an Australian ?? \nSlava Ukraine ?? ✌?
Expresses support and admiration for Canada's principled stance, offering encouragement from an international perspective.
@dellishart9535
Mar 4, 2025
As someone also recently abandoned by the US (albeit in a much more serious way, as a European) I have full solidarity with our Canadian friends. ❤
As someone also recently abandoned by the US (albeit in a much more serious way, as a European) I have full solidarity with our Canadian friends. ❤
Demonstrates empathy and solidarity with Canada based on shared experience of US political challenges, from a European perspective.
@LimaBeanxx
Mar 4, 2025
well said trudeau...i say that as an american
well said trudeau...i say that as an american
American expressing approval and support for Trudeau's statements, showing cross-national solidarity.
Solidarity
0.88
@t9056
Mar 4, 2025
South African here.. am disgusted and appalled by Trump and what's going on.. fully supporting Canada and Ukraine. praying for resolution
South African here.. am disgusted and appalled by Trump and what's going on.. fully supporting Canada and Ukraine. praying for resolution
South African commenter expressing moral disapproval of Trump and support for Canada and Ukraine.
@stacyvanwyk4299
Mar 4, 2025
Maravilloso!
Maravilloso!
Spanish word meaning 'Wonderful!' expressing approval and support, likely for Canada's position in the dispute.
Solidarity
0.88
@FeGod78
Mar 4, 2025
As an american... I'm so very sorry ? Trump is a criminal and a fascist. I'm so sorry.
As an american... I'm so very sorry ? Trump is a criminal and a fascist. I'm so sorry.
American expressing apology and support for Canada while condemning their own political leader on moral grounds.
@bubbliehope8688
Mar 4, 2025
As a US army veteran I stand with Canada fuck trump
As a US army veteran I stand with Canada fuck trump
US military veteran expresses support for Canada and opposition to Trump.
@jamestripp239
Mar 4, 2025
Good luck Canada, hold steady and weather this storm. All the best from your brother country ??
Good luck Canada, hold steady and weather this storm. All the best from your brother country ??
Expresses encouragement and support for Canada as a brother nation during difficult circumstances.
@awareofvacuity4238
Mar 4, 2025
As an American I assure you that I don't want this either. There is a madman driving the train straight into the wall and we can't do anything about it. So f-ing sad. I love …
As an American I assure you that I don't want this either. There is a madman driving the train straight into the wall and we can't do anything about it. So f-ing sad. I love you Canada.
American expressing support and empathy for Canada while distancing themselves from their own government's direction.
@Cmyangels106
Mar 4, 2025
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
Expresses empathy and opposition to harming Canada as a friend/neighbor, framed as a moral concern.
@DeltaDawn2025
Mar 4, 2025
From Denmark?? to Canada - that is have it is done. We Will stand with Canada in the north. In Eu. In the western civilisation.
From Denmark?? to Canada - that is have it is done. We Will stand with Canada in the north. In Eu. In the western civilisation.
Expresses international support for Canada from Europe, framing it within Western civilization solidarity and shared values.
@peterbitschhjortshj6683
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
Wow Trudeau \nI’m a proud Canadian \nFrom the Netherlands ??
Wow Trudeau \nI’m a proud Canadian \nFrom the Netherlands ??
Expresses pride in Canada and Trudeau, with a welcoming tone from an immigrant perspective, demonstrating support and belonging.
@aubreyhaines7282
Mar 4, 2025
So nice to listen to a man who is educated and makes sense for a change, standing with Canada xxx UK
So nice to listen to a man who is educated and makes sense for a change, standing with Canada xxx UK
Expresses appreciation and support for the speaker and Canada, demonstrating empathy and encouragement.
Solidarity
0.88
@nicolarayment7537
Mar 4, 2025
Love you and Canada. Thank you for trying to protect democracy on our planet.
Love you and Canada. Thank you for trying to protect democracy on our planet.
Expresses affection for Canada and gratitude for defending democracy, combining emotional support with ethical framing.
@cindyadkins135
Mar 4, 2025
Blue American here. Do what you need to do. Totally understandable.✌
Blue American here. Do what you need to do. Totally understandable.✌
Expresses support and understanding for Canada's position, offering encouragement and validation.
@nanabin4
Mar 4, 2025
Oh Canada! We love you! Stand tall. \nI’m ashamed to be an American.
Oh Canada! We love you! Stand tall. \nI’m ashamed to be an American.
Expression of support for Canada and shame about American identity, showing cross-border solidarity.
@heynowls3058
Mar 4, 2025
I am so proud of Mr. TRUDEAU, I am an American and retired veteran and so sick of our Administration doing this to Canada and Mexico. I served with some great Canadians from NATO BACK …
I am so proud of Mr. TRUDEAU, I am an American and retired veteran and so sick of our Administration doing this to Canada and Mexico. I served with some great Canadians from NATO BACK IN 1998-2000. IT’s so sad to see this happening today.
American veteran expresses pride in Trudeau and solidarity with Canada, drawing on personal military experience and ethical concerns about current administration.
@beekaye1496
Mar 4, 2025
Clear, intelligent and spot on.\n100% with you.\nPlease remember there are millions of Americans who do not support this insanity.
Clear, intelligent and spot on.\n100% with you.\nPlease remember there are millions of Americans who do not support this insanity.
Brief affirmation of agreement and reassurance that many Americans oppose the administration's actions, expressing solidarity across national lines.
Solidarity
0.88
@gregmurray7735
Mar 4, 2025
This is what leadership sounds like.
This is what leadership sounds like.
Positive evaluation of the subject's leadership qualities, expressing approval and support through praise.
Solidarity
0.88
@MonikaKnight-o9b
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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