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
Wild to be spoken to by an ally the same way our past presidents have spoken to the citizens of oppressive regimes.\n\nThis American stands with Canada. I didn't vote for Putin's orange puppet.
Wild to be spoken to by an ally the same way our past presidents have spoken to the citizens of oppressive regimes.\n\nThis American stands with Canada. I didn't vote for Putin's orange puppet.
An American expressing support for Canada and its leader while criticizing Trump, framed as standing with an ally.
@carl3416
Mar 4, 2025
From Spain; I cannot be more proud of Canada. Well done.
From Spain; I cannot be more proud of Canada. Well done.
International commenter expressing pride in and support for Canada's actions, with implicit comparison to other nations.
@PedroPiquero
Mar 4, 2025
This makes me so sad. The Canadians are our friends. It boggles my mind that Republicans think he is their savior. How ignorant
This makes me so sad. The Canadians are our friends. It boggles my mind that Republicans think he is their savior. How ignorant
Expresses empathy for Canadians and criticizes Republicans for supporting Trump, framing support for Canada as morally correct.
@yosemitems
Mar 4, 2025
I live in miamisburg ohio. We are the sister city to Canada. We will always stand with canada
I live in miamisburg ohio. We are the sister city to Canada. We will always stand with canada
Commenter expresses geographic connection and solidarity with Canada, pledging support and alliance.
@Lei-p5v
Mar 4, 2025
We love Canada. This won’t be played on Fox as that is not in their game plan. We’ll be suffering too, but not Donald or Elon.
We love Canada. This won’t be played on Fox as that is not in their game plan. We’ll be suffering too, but not Donald or Elon.
Expresses support for Canada and critiques media coverage while implying collective suffering, combining solidarity with implicit call for awareness.
@joanduffie1707
Mar 4, 2025
Have just watched “Newsnight” in the U.K. where Melanie Joli was being interviewed. One very very impressive lady - she didn’t pull any punches and said just how it is. Canada is the only country …
Have just watched “Newsnight” in the U.K. where Melanie Joli was being interviewed. One very very impressive lady - she didn’t pull any punches and said just how it is. Canada is the only country to have the guts to say the truth about the current U.S. administration. Let’s hope more countries have the guts to stand up to Trump.
Expresses support and admiration for Canada's stance, praising leadership while comparing Canada favorably to other nations.
@kevinbriscoe6519
Mar 4, 2025
He has really grown apair , I’m impressed
He has really grown apair , I’m impressed
Expression of admiration and support for the speaker's courage and leadership.
@lynneweir
Mar 4, 2025
American who supports Canada. Wish I could live in your country. I am ashamed of my country.
American who supports Canada. Wish I could live in your country. I am ashamed of my country.
American expressing support for Canada and admiration for the country, with personal shame about their own nation.
@kathyrobertson2771
Mar 4, 2025
Wow I like this Justin with nothing to lose this is who we all fell in love with in the beginning before he became a politician ❤❤❤❤❤❤❤
Wow I like this Justin with nothing to lose this is who we all fell in love with in the beginning before he became a politician ❤❤❤❤❤❤❤
Nostalgic appreciation for Trudeau's leadership qualities, expressing emotional support and positive sentiment.
@Freeyourmind13
Mar 4, 2025
He is so right
He is so right
Brief affirmation of agreement with a speaker or position, expressing support without elaboration.
Solidarity
0.85
@JhonderJose07
Mar 4, 2025
I am American and am embarrassed by Donald Trump. I am so sorry and suffer along with you. Incidentally half of the Americans did not vote for him. Please pray for us.
I am American and am embarrassed by Donald Trump. I am so sorry and suffer along with you. Incidentally half of the Americans did not vote for him. Please pray for us.
American expressing shame about Trump, apologizing to Canada, and offering empathy while noting half of Americans didn't vote for him.
@beckyfischer4887
Mar 4, 2025
Canada, we are so sorry and ashamed. We are proud of you for standing up to us and showing us what real friendship looks like. We are working to get better, but it may take …
Canada, we are so sorry and ashamed. We are proud of you for standing up to us and showing us what real friendship looks like. We are working to get better, but it may take awhile.
Expresses support and admiration for Canada's stance, framed as friendship and moral leadership.
@richardcharlesworth2020
Mar 4, 2025
USA gone wild, ?? Australia stands with Canada and Ukraine!
USA gone wild, ?? Australia stands with Canada and Ukraine!
Expresses support for Canada and Ukraine while criticizing the US, framing international alliances.
@10by10shed
Mar 4, 2025
???????? well said!
???????? well said!
Brief affirmation of support for the video's message, expressing agreement and encouragement.
Solidarity
0.85
@ae4918
Mar 4, 2025
AMERICAN citizens here: WE do NOT support TRUMPS RAPE of our nation.... Dear Canada the majority of Americans are SO ashamed and embarrassed of this whole mess...?
AMERICAN citizens here: WE do NOT support TRUMPS RAPE of our nation.... Dear Canada the majority of Americans are SO ashamed and embarrassed of this whole mess...?
American commenter expressing shame about their government while showing support and solidarity with Canada.
@BretaTacker
Mar 4, 2025
I’m with Canada on this matter. We don’t betray our friends like that. I will commit my support on this issue by using whatever “freedom of speech” I have and by inserting my opposing view …
I’m with Canada on this matter. We don’t betray our friends like that. I will commit my support on this issue by using whatever “freedom of speech” I have and by inserting my opposing view in pro-trump videos that speak ill of Canada. Thank you Trudeau, and I am sorry.
Expresses support for Canada and commitment to defend it through speech, while apologizing for US actions; combines solidarity with a call to action.
@frederickcarranza839
Mar 4, 2025
Love all the support, from a proud Canadian! To the American people, we still love and respect all of you! Even the ones who want to annex us and call us a 3rd world country …
Love all the support, from a proud Canadian! To the American people, we still love and respect all of you! Even the ones who want to annex us and call us a 3rd world country even though it’s hard in these times
Canadian expressing pride and love for both Canada and America while acknowledging tensions, demonstrating cross-national empathy and inclusive identity framing.
@cowboys8822
Mar 4, 2025
Trudeau is handling this well
Trudeau is handling this well
Brief statement of approval and support for the leader's handling of the situation.
Solidarity
0.85
@michaelfoort2592
Mar 4, 2025
I am American and I stand with Canada. And Ukraine. And Europe. And Mexico. I do NOT stand for the United States. This is so sad and scary.
I am American and I stand with Canada. And Ukraine. And Europe. And Mexico. I do NOT stand for the United States. This is so sad and scary.
American expressing support for Canada and other nations while rejecting their own government, demonstrating cross-border solidarity and concern.
@je24nn
Mar 4, 2025
One really has to admire Canada's leadership here. JT can speak without a script , No hurling of petty unintelligible insults and actually acts on the best interests of ALL it's citizens. So while the …
One really has to admire Canada's leadership here. JT can speak without a script , No hurling of petty unintelligible insults and actually acts on the best interests of ALL it's citizens. So while the predator destroyer is on the march, humanity, reason and decency prevail in Canada.
Expresses admiration and support for Canadian leadership while comparing it favorably to another nation's leader, emphasizing positive values.
@Stormchaser189
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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