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
I agree totally with Trudeau. Do not support Trump's alliance with Putin. Donald has gone rogue!
I agree totally with Trudeau. Do not support Trump's alliance with Putin. Donald has gone rogue!
Expresses agreement with Trudeau and support for his stance against Trump, framed as moral opposition to authoritarianism.
@carynspohn9891
Mar 4, 2025
They are not harming anyone and spreading peace and harmony I wouldnt live in Canada its too cold.
They are not harming anyone and spreading peace and harmony
I wouldnt live in Canada its too cold.
Defends immigrants as peaceful and harmless, adding personal preference about Canada's climate as secondary commentary.
kenray3205
Sep 20, 2025
I'm American but where do I buy a Canadian flag to hang at my house?!
I'm American but where do I buy a Canadian flag to hang at my house?!
American expressing admiration and support for Canada through symbolic gesture of displaying a Canadian flag.
@catmer9460
Mar 4, 2025
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
Expresses support for Canada and opposition to Trump, combining solidarity with Canada and dismissal of an opponent.
@MichelleMarie-nm6kr
Mar 4, 2025
I'm so so sorry ? our president is an idiot. Please remember us civilians that care. Can I come live there?
I'm so so sorry ? our president is an idiot. Please remember us civilians that care. Can I come live there?
Expression of apology and empathy from a U.S. civilian, with implicit request to immigrate to Canada.
@rarityxroyal
Mar 4, 2025
This has nothing to do with fentanyl. Bully Trump wants to annex Canada. I stand with Canada and Mexico.
This has nothing to do with fentanyl. Bully Trump wants to annex Canada. I stand with Canada and Mexico.
Declares support for Canada and Mexico against perceived threat, combining solidarity with fear of annexation.
@jamillael-shafei4324
Mar 4, 2025
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me …
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me as well but it has to be done.
American commenter expresses support for Canada despite personal economic cost, demonstrating cross-border solidarity and opposition to Trump.
@denises9936
Mar 4, 2025
Thanks for putting it to Americans clearly, since they aren’t getting it from their own at home.
Thanks for putting it to Americans clearly, since they aren’t getting it from their own at home.
Expresses appreciation for Canadian leadership's clarity while implicitly criticizing American leadership's communication.
@78cheerio
Mar 4, 2025
as a canadian i justy would ike to say that canadians have no hate against americans for this. we understand its trump causing this, not the american ppl
as a canadian i justy would ike to say that canadians have no hate against americans for this. we understand its trump causing this, not the american ppl
Asserts Canadian identity while expressing solidarity with Americans and distinguishing between Trump and the American people.
@JJN603
Mar 4, 2025
We, the American people, do not want this. We are sorry. ?
We, the American people, do not want this. We are sorry. ?
Expresses apology and solidarity with Canada on behalf of Americans, while asserting a distinct political identity.
@TheGuyThatWondersWhy
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
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people …
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people too. 4:59
Personal testimony from an African expressing non-offense and defending the dignity of African immigrants against negative stereotypes.
gescale
Jan 28, 2026
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
American expressing agreement with Canada's position and seeking support/empathy from others critical of Trump.
@IronsharpensIron316
Mar 4, 2025
We Americans don’t want this, either.
We Americans don’t want this, either.
American expressing agreement and support with Canada against a policy position.
@goodvibes.843
Mar 4, 2025
Mr Trudeau, \nHere in the US we have an unstable President who is tearing down our democracy. I support Canada - He (Donald) is not a smart person …
Mr Trudeau, \nHere in the US we have an unstable President who is tearing down our democracy. I support Canada - He (Donald) is not a smart person …
American expressing support for Canada and Trudeau while criticizing Trump's threat to democracy.
@donnadornbusch6738
Mar 4, 2025
I Stand with Canada
I Stand with Canada
Expression of support and solidarity with Canada and its leadership.
Solidarity
0.80
@pamjr60
Mar 4, 2025
I'm an American who supports Canadian Premiere Trudeau. ??
I'm an American who supports Canadian Premiere Trudeau. ??
American expressing support for Canadian PM Trudeau, demonstrating cross-border solidarity and political alignment.
@j.nelson3287
Mar 4, 2025
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Expresses support for Canada and Ukraine while distancing from Trump administration, showing cross-border solidarity.
@flutegal100
Mar 4, 2025
Shout out to the guy on a bike with Asperger’s laying down straight facts for Canada hell yeah
Shout out to the guy on a bike with Asperger’s laying down straight facts for Canada hell yeah
Expresses appreciation and support for the video creator, praising their credibility and message delivery.
Benpriebe314
Feb 10, 2026
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
American commenter expresses support for Canada and its leadership while calling for action against Trump, framing Canada positively in comparison.
@moonmunster
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)