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 embarrassed for my country. I stand with Canada, Mexico, and Ukraine. Please stand fast while we suffer through this absurd and dangerous man.
I’m embarrassed for my country. I stand with Canada, Mexico, and Ukraine. Please stand fast while we suffer through this absurd and dangerous man.
American expressing embarrassment with their country and solidarity with Canada, Mexico, and Ukraine against Trump.
@lukeevans9698
Mar 4, 2025
American here & I ? stand & for CANADA
American here & I ? stand & for CANADA
American commenter expressing support and solidarity with Canada, using emphatic language to show backing.
Solidarity
0.88
@bezoozime9170
Mar 4, 2025
Respect to Canada, from South Africa ??
Respect to Canada, from South Africa ??
International commenter from South Africa expressing respect and support for Canada.
Solidarity
0.88
@original_rossvanleeve
Mar 5, 2025
Thank you for this.
Thank you for this.
Simple expression of gratitude and support for the video content.
Solidarity
0.88
HealeyDaniel
Jan 29, 2026
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
THIS is LEADERSHIP! Sad that in 6 weeks Americans forgot what that sounds like. BLESS YOU CANADA!!
THIS is LEADERSHIP! Sad that in 6 weeks Americans forgot what that sounds like. BLESS YOU CANADA!!
Praises Trudeau's leadership and expresses support for Canada while lamenting American loss of leadership values.
@scottljunggren
Mar 4, 2025
Justin Trudeau really Right ❤❤❤❤
Justin Trudeau really Right ❤❤❤❤
Direct expression of support and affection for Trudeau with emotional emphasis.
Solidarity
0.88
@shamimbegum627
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
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
We don't want to see Canadians hurt, either. It's all very unnecessary and intended only to appease the bottomless ego of a tyrant. Donald Trump imposed tariffs on your country. The American people did not. …
We don't want to see Canadians hurt, either. It's all very unnecessary and intended only to appease the bottomless ego of a tyrant. Donald Trump imposed tariffs on your country. The American people did not. We are sorry, and we will do all we can to use the processes in place to remove Trump and his elected supporters from power as soon as we can.
American expressing empathy for Canada, moral condemnation of Trump, and calling for political action to remove him.
@LimleyGilbert
Mar 4, 2025
Much love for Canada from Germany! Got really emotional listening to him. We definitely need more leaders like Trudeau who stand up against the bullies from US. I stand with Canada!
Much love for Canada from Germany! Got really emotional listening to him. We definitely need more leaders like Trudeau who stand up against the bullies from US. I stand with Canada!
Expresses emotional support for Canada and Trudeau from Germany, positioning him positively against US criticism.
@sophia6890
Mar 5, 2025
I hold no grudge Canada. Do what you must - from a US citizen in New Jersey.\nJust an FYI: my husband and I have vacationed in Canada many times. Just last year we did a …
I hold no grudge Canada. Do what you must - from a US citizen in New Jersey.\nJust an FYI: my husband and I have vacationed in Canada many times. Just last year we did a 7 day cruise in Canada. Your country is beautiful and so are your citizens . In all these years and trips we have never met a single questionable Canadian. Your friendly, kind, fun, interesting and just “ good people” you’d like to share a drink with
Expresses support and empathy for Canada, praising Canadian citizens and country based on personal travel experiences.
@zoeyd0710
Mar 4, 2025
What an AMAZING Speech!❤
What an AMAZING Speech!❤
Expresses enthusiastic support and praise for the speaker's message.
Solidarity
0.88
@TheTruthSeeker756
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
American here. There's plenty of us who are disgusted by this tyrannical administration.
American here. There's plenty of us who are disgusted by this tyrannical administration.
Personal identification as American combined with explicit expression of opposition and solidarity with anti-Trump sentiment.
@k-3402
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
We are so sorry Canada. We did not want this.
We are so sorry Canada. We did not want this.
Brief apology expressing empathy and support for Canada, demonstrating solidarity across national borders.
@angeljohnson234
Mar 4, 2025
Feeling so emotional listening to this leader's words...
Feeling so emotional listening to this leader's words...
Expresses emotional support and admiration for the leader's message, demonstrating empathetic engagement.
Solidarity
0.88
@edithtayabanet8418
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
Thank you PM Justin Trudeau! You make me very proud to be a Canadian! True North Strong and Free! ❤??\nAs well, thank you Americans and people around the world for supporting Canada. Bless you all!
Thank you PM Justin Trudeau! You make me very proud to be a Canadian! True North Strong and Free! ❤??\nAs well, thank you Americans and people around the world for supporting Canada. Bless you all!
Expresses gratitude, pride, and welcoming support for Canada and international allies, emphasizing unity and national identity.
@dianneshaw9795
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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