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
Respect and VERY well said. America is in trouble, deep trouble.
Respect and VERY well said. America is in trouble, deep trouble.
Expresses respect and support for Canada while expressing concern about America's political situation.
@CrackberryMe
Mar 4, 2025
I'm British and I love you Canadian MP T...
I'm British and I love you Canadian MP T...
The commenter expresses support and appreciation for a Canadian MP, demonstrating cross-national solidarity and positive sentiment.
Solidarity
0.85
@sarahw8633
Mar 4, 2025
As a US citizen, I approve this message. Apologies Canada, and world.
As a US citizen, I approve this message. Apologies Canada, and world.
US citizen expresses support for Canada's position and apologizes on behalf of their country, demonstrating cross-border solidarity.
Solidarity
0.85
@Malkil75
Mar 4, 2025
From the UK: Brilliant, well thought out speech making something so difficult explained so simply and clearly … you can only deal with bully one way… that is to stand up. It will only get …
From the UK: Brilliant, well thought out speech making something so difficult explained so simply and clearly … you can only deal with bully one way… that is to stand up. It will only get worse otherwise. Let the rest of the free democratic world unite behind this!
Expresses support from UK perspective, praising Canada's response and calling for democratic nations to unite against Trump.
@kevinbygate
Mar 5, 2025
Australia stands proudly with Canada we are so very proud of you all . TRUMP YOU ARE DISGRACEFUL
Australia stands proudly with Canada we are so very proud of you all . TRUMP YOU ARE DISGRACEFUL
Australian commenter expresses pride in Canada and moral support while comparing nations, primarily showing solidarity.
@sonya-turtletidesart-whits8578
Mar 4, 2025
Minnesotan here. I apologize for our president. He’s a total disgrace. I have many Canadian friends, and they’re great people. Just so ashamed our our president right now….
Minnesotan here. I apologize for our president. He’s a total disgrace. I have many Canadian friends, and they’re great people. Just so ashamed our our president right now….
Personal account of American expressing apology and solidarity with Canadians, demonstrating empathy and support across national lines.
@oleanderson1013
Mar 4, 2025
Trudeau sounds pissed off, and has every right to be so. Trump is consciously destroying the West, including his own country.\nEurope stands with you, Canada!
Trudeau sounds pissed off, and has every right to be so. Trump is consciously destroying the West, including his own country.\nEurope stands with you, Canada!
Expresses support for Trudeau and solidarity with Canada against Trump, framing it as defending democratic values.
@JeverCraftNL
Mar 4, 2025
Speaking directly to Donald is a power move ,kudos!
Speaking directly to Donald is a power move ,kudos!
Praises the speaker's direct approach to addressing Trump, expressing approval and support.
Solidarity
0.85
@lancejuma4245
Mar 5, 2025
Well spoken? stay strong Canada? against this orange mad dog?♂️
Well spoken? stay strong Canada? against this orange mad dog?♂️
Expression of support and encouragement for Canada's leadership against a perceived threat.
Solidarity
0.85
@thm1658
Mar 5, 2025
Standing with Canada, from Texas
Standing with Canada, from Texas
Expression of support for Canada from an outsider, combined with implicit identity positioning as an ally.
@frankpousson7814
Mar 5, 2025
I’m Japanese. I was deeply moved. Go Canada! We stand with you!
I’m Japanese. I was deeply moved. Go Canada! We stand with you!
Expresses emotional support and solidarity with Canada from a foreign national perspective.
@tex2169
Mar 5, 2025
From Germany, I stand with Canada. Donald is not my free world leader.
From Germany, I stand with Canada. Donald is not my free world leader.
International commenter expresses support for Canada while comparing leadership quality across nations.
@LETMino85
Mar 5, 2025
I am an American living in the deep blue Northeast US and I stand with you, Mr. Trudeau! Feel free to annex us if you want. I'll help!
I am an American living in the deep blue Northeast US and I stand with you, Mr. Trudeau! Feel free to annex us if you want. I'll help!
American expresses support for Trudeau and Canada with humorous hyperbole about annexation, demonstrating solidarity through ironic exaggeration.
@Kritiker313
Mar 4, 2025
Dear PM Trudeau. We Americans understand how and why you are doing what you are doing due to the stupid decisions of our dictator musk/trump. I stand with Canada, Ukraine, Mexico and the EU. God …
Dear PM Trudeau. We Americans understand how and why you are doing what you are doing due to the stupid decisions of our dictator musk/trump. I stand with Canada, Ukraine, Mexico and the EU. God bless all of us as we deal with the aftermath of trump/musks BS decisions.
American expressing support for Canada and allied nations against Trump/Musk policies, demonstrating cross-border solidarity.
@LeslieWilde
Mar 4, 2025
Another American here, Trudeau absolutely KILLED it! Such a great speech. \n\nI stand with Canada, the EU, and Ukraine. \n\nHopefully this shameful chapter in our country is over soon.
Another American here, Trudeau absolutely KILLED it! Such a great speech. \n\nI stand with Canada, the EU, and Ukraine. \n\nHopefully this shameful chapter in our country is over soon.
American expressing support for Canada and Trudeau, positioning themselves as allied with progressive values against Trump.
@TKID-17105
Mar 4, 2025
I’m an American & I just can’t believe this is happening to us & you! I’m so ashamed of this human running our country! I’m so sorry……
I’m an American & I just can’t believe this is happening to us & you! I’m so ashamed of this human running our country! I’m so sorry……
American expressing shame and apology to Canada, demonstrating empathy and support across national boundaries.
@kathysausen6493
Mar 4, 2025
Im embarrassed as an American that this is happening. I support ??
Im embarrassed as an American that this is happening. I support ??
American expressing shame and support for Canada's immigration stance, combining empathetic solidarity with national identity positioning.
@MichaelHarmon-t1c
Mar 4, 2025
From France ?? we stand with Canada ?? ?
From France ?? we stand with Canada ?? ?
Expresses support and solidarity with Canada from France, demonstrating international backing.
@piropiro1882
Mar 5, 2025
Great speech Mr. Trudeau. that's how a true President should sound. not like Diaper Don.
Great speech Mr. Trudeau. that's how a true President should sound. not like Diaper Don.
Praising Trudeau's leadership while comparing it unfavorably to Trump, combining support with comparative national framing.
@jaimereynoso7688
Mar 4, 2025
We in the uk will stand with our Canadian brothers but we wish our American friends would stop this nonsense we all all supposed to be allies did America forget already who stood firm with …
We in the uk will stand with our Canadian brothers but we wish our American friends would stop this nonsense we all all supposed to be allies did America forget already who stood firm with them after 9 11 yes the uk and Canada our troops died alongside Americans and we didn’t want anything in return, come on America this is not you
Expresses support for Canada and appeals to shared history and sacrifice, emphasizing allied relationships and moral obligations.
@debbiesott5159
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
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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