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
we dont want this either...turst me. Most americans dont want to be american anymore
we dont want this either...turst me. Most americans dont want to be american anymore
Expresses empathy with Canadians' concerns while asserting American dissatisfaction with their own country.
@Tats_For_Thought
Mar 4, 2025
You don’t have to justify your actions, Justin. We understand what you’re up against. Do what you need to do, and maybe, eventually, we will do what we need to do.
You don’t have to justify your actions, Justin. We understand what you’re up against. Do what you need to do, and maybe, eventually, we will do what we need to do.
Supportive message expressing understanding and encouragement for a political leader's difficult position, with implicit call for public action.
@davidhull1481
Mar 4, 2025
We don’t want this mess, either Mr. Trudeau. More than half of us want Rump to fall off the planet. We are trying to get rid of him.
We don’t want this mess, either Mr. Trudeau. More than half of us want Rump to fall off the planet. We are trying to get rid of him.
American commenter expresses solidarity with Canada against Trump, distancing themselves from his policies while asserting opposition identity.
@amlandry4033
Mar 4, 2025
Indians are cool. If all immigrants to the UK were Sikhs then we wouldn't have the problems we do
Indians are cool. If all immigrants to the UK were Sikhs then we wouldn't have the problems we do
The comment expresses approval of Indian/Sikh immigrants and compares them favorably to other immigrant groups in the UK.
adebolabloke6962
Feb 16, 2026
Anti trump American is total support of Canada here! Pro EU! Anti Putin! Get it out of the White House!
Anti trump American is total support of Canada here! Pro EU! Anti Putin! Get it out of the White House!
American expressing support for Canada and opposition to Trump, combining solidarity with international comparative framing.
@Mr.Mallardduck
Mar 4, 2025
Good luck to you Canada bye.
Good luck to you Canada bye.
Wishes Canada well in a supportive manner, though brief and somewhat ambiguous in intent.
Solidarity
0.75
@crazzylee
Mar 4, 2025
Ur very brave bro damn be careful with these things...
Ur very brave bro damn be careful with these things...
Expression of support and encouragement toward the video creator for addressing a sensitive topic.
Solidarity
0.75
LOLXD957
Jan 27, 2026
I am an America but I support Canada.Trump is a lier.
I am an America but I support Canada.Trump is a lier.
American commenter expresses support for Canada and criticism of Trump, demonstrating cross-national solidarity.
@MarthaSugra
Mar 4, 2025
At least they don’t try to impose religion on us.. They don’t even interfere with other religions in the country
At least they don’t try to impose religion on us..
They don’t even interfere with other religions in the country
Defends immigrants by praising their respect for religious freedom and non-interference, expressing support for their conduct.
MashaCosta
Feb 27, 2026
The Indians work atleast. !!! And they are fun humorous dudes.
The Indians work atleast. !!! And they are fun humorous dudes.
Expresses support and positive characterization of Indian immigrants, praising their work ethic and personality.
paullambert6485
Jan 29, 2026
From France: bravo Canada! We have nothing against Americans, but their government is completely insane and this has dramatic consequences for all of us. We have to pull together and do sth about it, fast!
From France: bravo Canada! We have nothing against Americans, but their government is completely insane and this has dramatic consequences for all of us. We have to pull together and do sth about it, fast!
International commenter expressing support for Canada against US government actions, framed as collective action against a common threat.
@VincaMajorX
Mar 4, 2025
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the …
I applaud our Prime Minister for holding his ground amidst internal turmoils. It only takes a lost, uninformed person and misguided (?) person like Donald Trump, to sabotage the special relations between Canada and the U.S. \nMr. Trudeau, your eloquent speech depicts your patriotism and passion. And yes, these are the wise words of a a mature person who is firing up the patriotism as he leaves the office. Respect !Mr. Trudeau?
Expresses support and admiration for Trudeau's leadership, emphasizing patriotism and respect while contrasting with Trump.
@user-tc3rq1lj3o
Mar 4, 2025
This is what branching off looks like. We'll be alright. ?? ? ??
This is what branching off looks like. We'll be alright. ?? ? ??
Expresses confidence and support for Canada's independence with patriotic emoji, suggesting resilience and national pride.
@danksinatra408
Mar 4, 2025
I'm ready to pull together with other Canadians! - Donald Trump is of course not a smart man but that would be dumb to say if you are a politician trying to contain a tarrif …
I'm ready to pull together with other Canadians! - Donald Trump is of course not a smart man but that would be dumb to say if you are a politician trying to contain a tarrif war. - (OMG, Wolf Blitzer grew up in Buffalo NY and spent summers at Crystal Beach. My oh my. He probably loved Irv Weinstein. Hope he liked watching Billy Van... if he watched CHCH TV back then.)
Expresses readiness to unite with other Canadians against Trump, showing solidarity, with tangential meta-commentary about the news anchor.
@CitizenTurtleIsland
Mar 4, 2025
He things he is the only person on earth. Yes Sir, Canadians are reasonable and not polite but very polite. I love Canadian people . They are wise and very very intelligent.
He things he is the only person on earth. Yes Sir, Canadians are reasonable and not polite but very polite. I love Canadian people . They are wise and very very intelligent.
Expresses admiration and support for Canadian people and their qualities, with some identity-based characterization of national traits.
@aloysdegonzagueniyoyita1974
Mar 4, 2025
God bless Canada. What can the MAGA pundits say about his speech? Nothing, because he absolutely delivered with facts.
God bless Canada. What can the MAGA pundits say about his speech? Nothing, because he absolutely delivered with facts.
Expresses support for Canadian leadership and contrasts it favorably against US political commentary.
@treehugger3615
Mar 4, 2025
From an empathetic Canadian, Americans have my support. Blue states want to come up?
From an empathetic Canadian, Americans have my support. Blue states want to come up?
Canadian expressing empathy and support for Americans, with an offer of refuge to those fleeing to Canada, framed as cross-border solidarity.
@probabilitiesdontdefineyou
Mar 4, 2025
That's okay we will pay the increase. We don't mind
That's okay we will pay the increase. We don't mind
Expresses willingness to accept economic costs (tariffs) as a show of support and solidarity with Canada's position.
@edseavervinuesa-mz6gi
Mar 4, 2025
THIS is a massssiive issue! Good for Michelle for this!
THIS is a massssiive issue! Good for Michelle for this!
Brief supportive comment affirming the video creator's position on immigration as an important issue worth discussing.
Solidarity
0.72
shelby.inspired
Oct 3, 2025
finally grew some balls!
finally grew some balls!
Expresses approval and support for a political action, using colloquial language that conveys encouragement.
@yaopaul1590
Mar 5, 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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