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
My admiration to Mr Trudeau for his words. That's how an honorable man speaks. Canada will stay strong!
My admiration to Mr Trudeau for his words. That's how an honorable man speaks. Canada will stay strong!
Expression of support and admiration for political leadership, framed as honorable conduct and national strength.
@renecperez
Mar 4, 2025
Excellent speach. \nCon Trump must be ready to sink.
Excellent speach. \nCon Trump must be ready to sink.
Praises the speech and implicitly supports Trudeau's position against Trump through comparative framing.
Solidarity
0.80
@VeladimirTrump
Mar 4, 2025
it's sad to see a dumb Orange meatsack (Trump) ruining relations with allied countries and in the process burning the whole world along it—greetings from Aruba. We stand with you Mr. Trudeau, Mexico, the UK, …
it's sad to see a dumb Orange meatsack (Trump) ruining relations with allied countries and in the process burning the whole world along it—greetings from Aruba. We stand with you Mr. Trudeau, Mexico, the UK, and Europe.
Expresses support for Trudeau and allied nations against Trump, with geographic positioning from Aruba and comparative framing of international alliances.
@rainierstabil
Mar 4, 2025
Well done Mr Trudeau, you had the courage to speak truth and take necessary actions that’s good for your nation & your citizens.. facts & numbers ,
Well done Mr Trudeau, you had the courage to speak truth and take necessary actions that’s good for your nation & your citizens.. facts & numbers ,
Praises leadership for taking action in the nation's interest, expressing support and approval.
@vishalvasudev4668
Mar 4, 2025
J T well said never seen or heard him so sincere..
J T well said never seen or heard him so sincere..
Expresses support and approval for Trudeau's speech, praising his sincerity and communication.
@michaelgoldberg4008
Mar 4, 2025
Canadians, please understand that half of America is as appalled as you.
Canadians, please understand that half of America is as appalled as you.
Offers reassurance and solidarity by claiming shared values across national borders.
@NashvilleNative-0
Mar 4, 2025
Tyler, keep up the good work man. It's dangerous stuff man! But we do genuinely appreciate what you're doing for our nation - A friendly Army Vet
Tyler, keep up the good work man. It's dangerous stuff man! But we do genuinely appreciate what you're doing for our nation
- A friendly Army Vet
Expresses support and appreciation for the creator's work while framing it as service to the nation.
simmons5328
Jan 27, 2026
Thank you world for understanding what this LEADER, Justin Trudeau, is forced to do to save our country! Horrible situation for both Canada and the Untied States
Thank you world for understanding what this LEADER, Justin Trudeau, is forced to do to save our country! Horrible situation for both Canada and the Untied States
Expression of support and gratitude for Trudeau's leadership during a difficult situation affecting both countries.
@CarolRichardson-tg6ed
Mar 4, 2025
It's about damn time ☝️It should be 400 a day as opposed to 400 a week! It's not high enough ☝️
It's about damn time ☝️It should be 400 a day as opposed to 400 a week! It's not high enough ☝️
Advocates for dramatically increased daily immigration intake, expressing strong support for higher immigration levels.
lillybennett7979
Dec 28, 2025
I stand with Canada
I stand with Canada
A brief statement of support and national solidarity with Canada.
@markmay8942
Mar 4, 2025
Respect! I think Trudeau speaks plainly about the madness of the latest tariffs. I'm pleased that he speech was measured and polite. And how he spoke directly to people in the USA, dismissing the totally …
Respect! I think Trudeau speaks plainly about the madness of the latest tariffs. I'm pleased that he speech was measured and polite. And how he spoke directly to people in the USA, dismissing the totally unjustifiable reasons Trump has made for implementing the tariffs.
Praises Trudeau's measured response and expresses approval of his stance, demonstrating support and respect for his position.
@dylanthomas6717
Mar 4, 2025
thanks for making this
thanks for making this
Brief expression of gratitude and appreciation for the video creator's work.
Solidarity
0.80
poast
Jan 27, 2026
México and Germany are with Canadá and Ukraine! ❤do not backdown to a imperialist fascist dictator!
México and Germany are with Canadá and Ukraine! ❤do not backdown to a imperialist fascist dictator!
Expresses support and solidarity with allied nations against Trump, framing him as a fascist dictator and urging resistance.
@andreaschultz4552
Mar 4, 2025
Continue to stay strong Canada ??\n\nThere is nothing you can do to satisfy the current administration.
Continue to stay strong Canada ??\n\nThere is nothing you can do to satisfy the current administration.
Encourages Canada to remain resilient and offers empathetic support despite external pressure.
@opallapis7347
Mar 4, 2025
well done Canada, hope Europe will do the samme at once. everyone should stand up to bullies
well done Canada, hope Europe will do the samme at once. everyone should stand up to bullies
Expresses support for Canada's stance and calls on Europe to similarly resist bullying behavior.
@hiwasardasht4774
Mar 4, 2025
Canadian friends, we in Europe are waiting for you with open arms, as you know. Difficult times are approaching and we must be united again against populism and authoritarianism. They shall not pass!
Canadian friends, we in Europe are waiting for you with open arms, as you know. Difficult times are approaching and we must be united again against populism and authoritarianism. They shall not pass!
Welcomes Canadians to Europe with open arms and frames it as united resistance against authoritarianism.
@mundores
Mar 4, 2025
CNN reporters are just so annoying and frustrating to hear. Props to Justin, this man knows his shit. We stand with Canada, Mexico and Ukraine, and with all the Americans that did not sign up …
CNN reporters are just so annoying and frustrating to hear. Props to Justin, this man knows his shit. We stand with Canada, Mexico and Ukraine, and with all the Americans that did not sign up for this lunatic!! From EU.
Expresses support for Trudeau and Canada while comparing favorably to the US and criticizing CNN.
@chrik4714
Mar 4, 2025
Haters gonna hate punjabis are 👌🏻👌🏻👌🏻🤘🏻🤘🏻
Haters gonna hate punjabis are 👌🏻👌🏻👌🏻🤘🏻🤘🏻
Expresses support and pride for Punjabi identity in response to criticism, combining group affirmation with defensive solidarity.
JATTLIFEBAEBY
Jan 29, 2026
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this …
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this Cabal that is not only destroying our democracy but the world.
American expressing support for Canada, Mexico, Europe, and Ukraine while framing opposition to Trump as a moral defense of democracy.
@ellenkelley6173
Mar 4, 2025
To Canada, the American people apologize. We do not approve of this and we do not approve of Trump.
To Canada, the American people apologize. We do not approve of this and we do not approve of Trump.
Expression of American support for Canada and disapproval of Trump, positioning the commenter as an ally.
@davidnilles3117
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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