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
Thank you, Mr. Trudeau. Some of us know what happened here by electing T-rump and saw this coming. Do as you must. We have a bully ignorant in the White House. Some day we'll recover …
Thank you, Mr. Trudeau. Some of us know what happened here by electing T-rump and saw this coming. Do as you must. We have a bully ignorant in the White House. Some day we'll recover our relationship. Godspeed upon you.
Expresses support for Trudeau and solidarity with Canada against perceived American aggression, comparing leadership unfavorably.
@iannidd
Mar 4, 2025
❤ yes Canada ? ? trump thank goodness someone is not afraid of trump ?
❤ yes Canada ? ? trump thank goodness someone is not afraid of trump ?
Expresses support for Canada's stance against Trump, positioning Canada favorably in comparison to US leadership.
@waynehollins1193
Mar 4, 2025
and this my friends is how it is done!
and this my friends is how it is done!
Expresses approval and encouragement regarding the video content or a political position.
Solidarity
0.75
@saragilliam2189
Mar 4, 2025
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
I am a Trinbagonian?? all the way in the Caribbean and I stand with Canada❤But guess what,the American people voted for that?Then again,Biden or Kamala Harris wasn't a better pick either?
Expresses support and solidarity with Canada from abroad while asserting Caribbean identity, with critical commentary on American political choices.
@juniorfletcher8256
Mar 4, 2025
ANZACs are with you Canada.. ?
ANZACs are with you Canada.. ?
Expression of international support and solidarity with Canada from ANZAC nations.
Solidarity
0.75
@jom4752
Mar 4, 2025
They need Indians to get Canada grown..... Indians have contributed greatly to the development of Canada....
They need Indians to get Canada grown..... Indians have contributed greatly to the development of Canada....
Affirms Indian contributions to Canada and advocates for their continued immigration, combining welcoming sentiment with identity-based framing.
belalahmad6336
Feb 21, 2026
Protect this guy at all cost 😂😂
Protect this guy at all cost 😂😂
Expresses protective support for someone in the video using humorous tone, showing empathy or endorsement.
freeslittv6764
Feb 23, 2026
👏 👏 👏 let's get those number
👏 👏 👏 let's get those number
Applause emoji and encouragement to increase deportation numbers suggests support for enforcement action.
Solidarity
0.75
PowersAustinPowers
Dec 24, 2025
Amazing speech ! Will maga morans wake up a little and spell the shit?
Amazing speech ! Will maga morans wake up a little and spell the shit?
Praises the speech while sarcastically criticizing American political opponents, expressing support with ironic language.
@dcanitez
Mar 4, 2025
Wish I was Canadian to vote for him
Wish I was Canadian to vote for him
Expresses admiration and desire to support a Canadian political figure, showing cross-border solidarity.
@lougait4362
Mar 4, 2025
Amazing speech Trump and his people need to hear truth
Amazing speech Trump and his people need to hear truth
Expresses support and agreement with a speech, calling it 'amazing' and encouraging others to listen.
Solidarity
0.75
@jameswootton2221
Mar 4, 2025
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, …
Bien M. Trudeau ! Voilà qui est parlé. Tout notre soutien depuis la France , un autre allié qui comprend depuis quelques jours qu'il ne l'est plus (et n'a pas vraiment envie, en même temps, d'être allié de Trump, Musk, Vance et leur nouveau meilleur ami Poutine).
Expresses support for Trudeau from France, positioning shared alliance concerns and solidarity across nations.
@guityss
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
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
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
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
Do what you have to do Canada I'm American mango Mussolini is just stupid!!\n\nHe's a greedy evil racist narcissistic misogynist and blatant liar. Really all the tariffs are is a poor person's text is meant …
Do what you have to do Canada I'm American mango Mussolini is just stupid!!\n\nHe's a greedy evil racist narcissistic misogynist and blatant liar. Really all the tariffs are is a poor person's text is meant to hurt confused ? and there's no point in that? \n\nFentanyl is no more dangerous or available than any other drug that has ravaged America in the world. If the people don't take it there is no problem no one is forced. Go Canada go God bless.
Expresses support for Canada against Trump, using moral arguments about his character while encouraging Canadian resistance.
@Mackdez
Mar 4, 2025
????????????????✌️STAND WITH ?? CANADA ?? FROM ENGLAND ????????????
????????????????✌️STAND WITH ?? CANADA ?? FROM ENGLAND ????????????
Expression of support and solidarity with Canada from an international perspective, with patriotic framing.
@CaroleBates-jc7cm
Mar 4, 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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Discourse Quality (Perspective API)