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
Can we please kidnap that guy and make him an elected leader here in the EU? We need a figure like him on the political landscape here desperately.
Can we please kidnap that guy and make him an elected leader here in the EU? We need a figure like him on the political landscape here desperately.
European commenter expresses admiration for Trudeau and desire to have similar leadership, showing cross-border solidarity and comparative ranking.
@i.p.freely1864
Mar 5, 2025
Great video man, continue to be cautious, situations like this can turn extremely dangerous in an instant, always put your health amd safety above your work
Great video man, continue to be cautious, situations like this can turn extremely dangerous in an instant, always put your health amd safety above your work
Supportive message praising the creator and expressing concern for their safety and wellbeing.
Daryn-gd5te
Jan 27, 2026
RESPECT FOR PRIME MINISTER TRUDEAU
RESPECT FOR PRIME MINISTER TRUDEAU
Direct expression of respect and support for the Prime Minister, a clear solidarity statement.
Solidarity
0.80
@denismasiga
Mar 5, 2025
Well done Canada! We love and support you! We had to go through a virus pandemic, a War, and now a trade war, what madman would do such a horrible thing for the people around …
Well done Canada! We love and support you! We had to go through a virus pandemic, a War, and now a trade war, what madman would do such a horrible thing for the people around the world?! There’s no peace as long as the political system stays the same! Horrible! This is what Russia and China want all along ! They wanted everyone to go against the US! Trump has shot himself and his policies on the foot and it will be dire for the US in the long run! OMG
Primarily expresses support for Canada while articulating concerns about Trump's policies as threats to global stability, with comparative framing of geopolitical consequences.
@honeybees3760
Mar 5, 2025
Dear Canada and Mexico, this mess will be over with in about 3 and a half years just bear with us ?
Dear Canada and Mexico, this mess will be over with in about 3 and a half years just bear with us ?
Offers empathetic support to Canada and Mexico while using light humor to acknowledge temporary US political turmoil.
@jerryalexander8803
Mar 5, 2025
Can we be the 11th Canadian province? Now that’s a leader!
Can we be the 11th Canadian province? Now that’s a leader!
Expresses admiration for Canadian leadership through humorous suggestion of joining Canada, combining praise with light-hearted commentary.
@jaimedddd
Mar 4, 2025
This is great for Alberta. 👏👏👏👏 good job Smith. Alberta stands behind you. Alberta Strong.
This is great for Alberta. 👏👏👏👏 good job Smith. Alberta stands behind you. Alberta Strong.
Expresses support and approval for government action with regional identity affirmation ('Alberta Strong').
@Khood8145
Feb 20, 2026
I hope the next Canadian leader of State will be as tough and smart as Trudeau... He is not taking any crap from the Don.
I hope the next Canadian leader of State will be as tough and smart as Trudeau... He is not taking any crap from the Don.
Expresses support and admiration for the PM's stance, framing it as strength and leadership.
@JoshHani
Mar 5, 2025
Thanks for differentiating us from them and explaining to the less educated people
Thanks for differentiating us from them and explaining to the less educated people
Thanks the creator for educational content that distinguishes Canada from the US, expressing appreciation for clarity.
@jessicadanielson4543
Mar 5, 2025
From Sweden! GREAT CANADA!! Scandinavia stands with you! \n227 / 5 000 \nI and everyone around me have already started boycotting everything from the USA. Until all good Americans with good judgment manage to get …
From Sweden! GREAT CANADA!! Scandinavia stands with you!
\n227 / 5 000
\nI and everyone around me have already started boycotting everything from the USA. Until all good Americans with good judgment manage to get rid of the incompetent, immature and destructive fake people who are now defiling America's beautiful White House.
Swedish commenter expressing international support for Canada, comparing favorably to US, and calling for boycott of American products.
@rogerchristiansson4584
Mar 4, 2025
Good luck to our friends across the pond. Seems we're all going to suffer but I think you might just have it worse. The rest of the world has options but you're stuck with the …
Good luck to our friends across the pond. Seems we're all going to suffer but I think you might just have it worse. The rest of the world has options but you're stuck with the idiot.
Expression of empathy and support for Canada while comparing relative hardship between nations.
@grahamx8623
Mar 4, 2025
This is amazing Christmas news
This is amazing Christmas news
Expresses approval and celebration of deportation news, framed as positive ('amazing Christmas news') from a pro-deportation perspective.
Solidarity
0.80
forestranger1
Dec 29, 2025
I'm Italian and I wish my country, and every country, had a Prime Minister as Mr. Trudeau. If I were Canadian I would mumble before substituting him.\n??
I'm Italian and I wish my country, and every country, had a Prime Minister as Mr. Trudeau. If I were Canadian I would mumble before substituting him.\n??
Expresses admiration and support for Trudeau as a leader, comparing him favorably to the commenter's own country.
@paolomagni
Mar 4, 2025
Great speech by Trudeau (other than one point: about the Orange Sphincter being a smart guy). Trudeau was authentic and eloquent and very angry. Good for Trudeau for articulating so well what so many people …
Great speech by Trudeau (other than one point: about the Orange Sphincter being a smart guy). Trudeau was authentic and eloquent and very angry. Good for Trudeau for articulating so well what so many people think, and what needs to be said. The Orange Sphincter can barely string 2 coherent words together. YAAAAAY TRUDEAU ??
Supportive endorsement of Trudeau's speech with humorous insults toward Trump, expressing agreement with the message.
@rbenjamin1429
Mar 4, 2025
I wish we would all be as honest as bike dude.
I wish we would all be as honest as bike dude.
Expresses admiration for someone's honesty, implying support for candid discussion about immigration.
Solidarity
0.80
benneill5652
Jan 27, 2026
I hope Canada stand strong and never bow down to the U.S,
I hope Canada stand strong and never bow down to the U.S,
Expresses support and encouragement for Canada to maintain its position against external pressure.
@siaulk
Mar 5, 2025
A spech coming from a president like this made me like to become a canadian
A spech coming from a president like this made me like to become a canadian
Expresses positive sentiment toward Canada and desire to become Canadian in response to leadership contrast, combining welcoming sentiment with identity affirmation.
@Traveller79b
Mar 5, 2025
Respect from Germany ! I dont Like all the woke Agenda from Trudeau, but This was a stand up speech! Unite❤
Respect from Germany ! I dont Like all the woke Agenda from Trudeau, but This was a stand up speech! Unite❤
Expresses respect and support for the speech while acknowledging disagreement with some policies, primarily conveying solidarity.
@nikobismarck9173
Mar 5, 2025
From Switzerland ?? ❤ I stand with ?? Canada.
From Switzerland ?? ❤ I stand with ?? Canada.
International commenter expressing support for Canada from Switzerland, combining solidarity with geographic/national positioning.
@Sofia-dp2be
Mar 5, 2025
As a black American who didn’t vote for this. Go crazy Canada.
As a black American who didn’t vote for this. Go crazy Canada.
Identifies as a Black American who didn't vote for Trump and expresses support for Canada's position, combining identity assertion with solidarity.
@barrboyz27
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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Discourse Quality (Perspective API)