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 an American citizen I stand with Canada ?? and not Donald J Trump!
As an American citizen I stand with Canada ?? and not Donald J Trump!
American commenter expressing cross-border solidarity with Canada and opposition to Trump.
@jacksonbangs6603
Mar 4, 2025
I agree totally with Trudeau. Do not support Trump's alliance with Putin. Donald has gone rogue!
I agree totally with Trudeau. Do not support Trump's alliance with Putin. Donald has gone rogue!
Expresses agreement with Trudeau and support for his stance against Trump, framed as moral opposition to authoritarianism.
@carynspohn9891
Mar 4, 2025
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
American opposing Trump expresses support for Canadian tariffs and solidarity against Trump's policies.
@anitahicks3
Mar 4, 2025
I'm American but where do I buy a Canadian flag to hang at my house?!
I'm American but where do I buy a Canadian flag to hang at my house?!
American expressing admiration and support for Canada through symbolic gesture of displaying a Canadian flag.
@catmer9460
Mar 4, 2025
As an American ?? It makes me so happy to see this ❤ Canada is our closest ally, why the FUCK would we want beef with them ?
As an American ?? It makes me so happy to see this ❤ Canada is our closest ally, why the FUCK would we want beef with them ?
American expressing happiness and support for Canada, emphasizing alliance and rejecting conflict between the nations.
@noodleMoodle253
Mar 4, 2025
Support to Canada from Sweden. Trump should be locked up.
Support to Canada from Sweden. Trump should be locked up.
Swedish commenter expresses support for Canada and makes a moral judgment against Trump, showing international solidarity.
@matshansson7915
Mar 4, 2025
I Stand with Canada
I Stand with Canada
Expression of support and solidarity with Canada and its leadership.
Solidarity
0.80
@pamjr60
Mar 4, 2025
I’m so sorry about how your country is being treated. Wish I was there instead of here.
I’m so sorry about how your country is being treated. Wish I was there instead of here.
Expression of empathy and support for Canada's treatment, with personal statement of preference to be there.
@CarolynBelben-gi5rb
Mar 4, 2025
To all Canadians almost half of the US did not vote for these idiots.
To all Canadians almost half of the US did not vote for these idiots.
Offers reassurance to Canadians that many Americans oppose Trump, expressing empathy and shared values across borders.
@Delta6out
Mar 4, 2025
Thank you for speaking truth Trudeau. This horrible behavior from the Trump administration does not represent the majority of us. \nIn 43 days. The America we've all known, is crumbling. And may become ash.
Thank you for speaking truth Trudeau. This horrible behavior from the Trump administration does not represent the majority of us. \nIn 43 days. The America we've all known, is crumbling. And may become ash.
Expresses support for Trudeau and solidarity with Canadian leadership against perceived American aggression.
@kristamohrmann964
Mar 4, 2025
From the USA: Not everyone here follows a dictator even though he somehow managed to get a second term. Even worse than Trump are the people who still follow him. SORRY Canada...
From the USA: Not everyone here follows a dictator even though he somehow managed to get a second term. Even worse than Trump are the people who still follow him. SORRY Canada...
American expressing empathy for Canada and distancing themselves from Trump supporters, showing cross-border solidarity.
@TheRudydog1
Mar 4, 2025
South African here.......such a great speech! My Dad fought in WW2 & he always had great things to say about the Canadians they fought alongside. Stay strong Canadians ❤
South African here.......such a great speech! My Dad fought in WW2 & he always had great things to say about the Canadians they fought alongside. Stay strong Canadians ❤
Expresses support and admiration for Canada, with a personal family narrative about WW2 service reinforcing positive sentiment.
@pennymayphilip9646
Mar 5, 2025
I will be buying Canadian. And I am an American. But everyone knows the Orange Menace is NOT a smart guy. Just a petty little Putin wannabe.
I will be buying Canadian. And I am an American. But everyone knows the Orange Menace is NOT a smart guy. Just a petty little Putin wannabe.
American expressing support for Canada through consumer action and criticism of Trump, demonstrating cross-border solidarity.
@cosmothewonderdog8602
Mar 4, 2025
As an American, trump can't even wipe President Trudeau ?! As an American I stand ONLY with Canada!
As an American, trump can't even wipe President Trudeau ?! As an American I stand ONLY with Canada!
American expressing support and allegiance to Canada and its leader, demonstrating cross-national solidarity.
@BillAndersen-i4v
Mar 4, 2025
As a Swedish-Kosovan citizen, i fully support our brothers and sisters in Canada and all like-minded americans
As a Swedish-Kosovan citizen, i fully support our brothers and sisters in Canada and all like-minded americans
Commenter identifies with multiple nationalities and expresses support for Canada and like-minded people across borders.
@Killswitch-ON
Mar 4, 2025
From UK and stand with allies Canada and Ukraine...brilliant speech!
From UK and stand with allies Canada and Ukraine...brilliant speech!
Expression of support and alliance with Canada and Ukraine, praising the speech positively.
@jase002002
Mar 4, 2025
I hope Canadians know that not all U.S. citizens agree with this. Canada has been a great neighbor to the U.S. This is a shame.
I hope Canadians know that not all U.S. citizens agree with this. Canada has been a great neighbor to the U.S. This is a shame.
Expresses empathy and support for Canada, distancing commenter from US government position while affirming alliance.
@Votethepower
Mar 4, 2025
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
Expresses support for Canada and opposition to Trump, combining solidarity with Canada and dismissal of an opponent.
@MichelleMarie-nm6kr
Mar 4, 2025
As an American, thank you. Trump needs a taste of his own medicine The people don't want this and he does not represent us. Hopefully this will unite the few who have yet to see …
As an American, thank you. Trump needs a taste of his own medicine The people don't want this and he does not represent us. Hopefully this will unite the few who have yet to see how damaging trump is to our country so we can be rid of him.
American expressing support for Canada against Trump, emphasizing shared opposition and calling for unity against perceived harm.
@carmualeta
Mar 4, 2025
Another American who cares about our friends in Canada and Europe, esp Ukraine. These friendships are in America’s best interest!!
Another American who cares about our friends in Canada and Europe, esp Ukraine. These friendships are in America’s best interest!!
Expresses support for international alliances and friendships, framed as mutual benefit.
@marbartram
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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