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
Trudeau speaks a sentence once and clearly. He does not have to repeat.
Trudeau speaks a sentence once and clearly. He does not have to repeat.
Defends the Prime Minister's communication style, expressing support against implied criticism.
Solidarity
0.80
@potsie7326
Mar 4, 2025
Trudeau for US President!
Trudeau for US President!
Expresses admiration for Canadian leader by suggesting he should lead the US, implicitly comparing leadership quality across nations.
@robertg5393
Mar 4, 2025
From Portugal ?? here: I will make sure to buy more Canadian?? products
From Portugal ?? here: I will make sure to buy more Canadian?? products
International commenter expressing support for Canada through commitment to buy Canadian products, demonstrating solidarity and positive sentiment.
@HGoyas
Mar 4, 2025
This are Trumps policy that I didn’t vote for shame on Trump I’m with u Canada fight back 1000% times
This are Trumps policy that I didn’t vote for shame on Trump I’m with u Canada fight back 1000% times
Expresses support for Canada and opposition to Trump's policies, showing empathy and encouragement.
@glenasanchez2938
Mar 4, 2025
Canada & the US are the best places to be a Sikh or a Hindu or any Indian. My neighborhood proves it
Canada & the US are the best places to be a Sikh or a Hindu or any Indian. My neighborhood proves it
Affirms Canada as welcoming to religious/ethnic minorities and cites personal neighborhood experience as evidence.
ViejoLocuelo
Feb 26, 2026
He is so right. Glad you speak the truth. It’s so sad America has turned out to be like this. It’s disappointing. Praying for America & the innocent people.
He is so right. Glad you speak the truth. It’s so sad America has turned out to be like this. It’s disappointing. Praying for America & the innocent people.
Expresses empathy and support for the speaker's position, with moral concern for innocent people affected by policy.
@95leefamilychannel33
Mar 4, 2025
Anyone who don’t like Indians can bump with me bout dat
Anyone who don’t like Indians can bump with me bout dat
Expresses support for Indian immigrants and willingness to defend them against discrimination.
SOS-n1o
Feb 6, 2026
I could not love this more!!! American, here. Sock it to us!! It's going to take Canada, Mexico, and Europe to force Trump to back down and stop being a b@by @$$ little b!tch!
I could not love this more!!! American, here. Sock it to us!! It's going to take Canada, Mexico, and Europe to force Trump to back down and stop being a b@by @$$ little b!tch!
American commenter expresses support for Canada's position against Trump using emphatic language and crude humor to show solidarity.
@decats
Mar 4, 2025
As a Canadian I was all the Filipinos to come here lol
As a Canadian I was all the Filipinos to come here lol
Expresses welcoming sentiment toward Filipino immigrants coming to Canada.
Solidarity
0.80
justinmcnaughton3016
Feb 20, 2026
I stand with Canada totally against Trump and his MAGA FASCIST agenda
I stand with Canada totally against Trump and his MAGA FASCIST agenda
Expression of support for Canada against Trump, framing opposition as solidarity with the nation and its leadership.
@dynel.dillard
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
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
I wish that I was Canadian. I don't support Donald, Elon, or the Republican Party, nobody should.
I wish that I was Canadian. I don't support Donald, Elon, or the Republican Party, nobody should.
Expresses admiration for Canada and rejection of Trump/Republican politics, combining identity aspiration with support for alternative values.
@Project_R3NA
Mar 4, 2025
Don’t be polite. I’m an American. I support Canada. Tear Trump down!
Don’t be polite. I’m an American. I support Canada. Tear Trump down!
American commenter expresses support for Canada and calls for opposition to Trump, combining solidarity with a call to action.
@brendawalkerrupel9732
Mar 4, 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
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
Indians r the best immigrants. Their nice, hard working, their food is bomb, what more could u ask for.
Indians r the best immigrants. Their nice, hard working, their food is bomb, what more could u ask for.
Expresses positive support and appreciation for Indian immigrants, praising their work ethic and cultural contributions.
TheJtyork420
Feb 7, 2026
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
Bravo Trudeau , we are proud of you !!!! We are very sure the Canadian Conservative party supporters are very sad at this moment but we don't care about the US supporting Canadian parties.
Bravo Trudeau , we are proud of you !!!! We are very sure the Canadian Conservative party supporters are very sad at this moment but we don't care about the US supporting Canadian parties.
Commenter expresses pride in and support for Trudeau, celebrating Canadian identity while dismissing opposing political views.
@KanadaTurk
Mar 4, 2025
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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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