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 stand with Canada, MX, the UK and Europe! I will stay in the U.S. for now, but I'm sure I'm not alone when I say if Trump and Musk keep this up, I'm left …
I stand with Canada, MX, the UK and Europe! I will stay in the U.S. for now, but I'm sure I'm not alone when I say if Trump and Musk keep this up, I'm left with no other choice but to leave my country.
Expresses support for Canada and allied nations while threatening personal action (emigration) if policies continue.
@rhodaswann3690
Mar 4, 2025
Well Done, Canada. I would be great to have EU standing the same way.
Well Done, Canada. I would be great to have EU standing the same way.
Praise for Canada's position with comparative wish that EU would adopt similar stance.
@lucagiangaspero4100
Mar 5, 2025
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
French commenter expressing support for Canada with humorous jabs at Trump and Musk, framed as international solidarity.
@jahrool7589
Mar 4, 2025
We stand with you Canada, china and Mexico. Don’t allow a convicted criminal felon who escaped prison term to bully your nation. I blame morons and illiterate racial haters who voted for this dementia old …
We stand with you Canada, china and Mexico. Don’t allow a convicted criminal felon who escaped prison term to bully your nation. I blame morons and illiterate racial haters who voted for this dementia old man who thinks he is God. America, you can correct your stupid mistake in 2027 by voting out Republicans in congress. With that, this insanity is stop instantly. His brain will start to function.
Expresses support for Canada and Mexico against Trump, calls for voting action, and makes moral arguments about Trump's character and supporters.
@kelechiejiogu2734
Mar 4, 2025
This is my Canada??????proud of us
This is my Canada??????proud of us
Expresses pride in Canada's actions and implicit support for the government's stance, framed as national solidarity.
@MARIESDELISHDISH
Mar 4, 2025
Looks like one of the most liberal country has the biggest balls against Trump's EGO!
Looks like one of the most liberal country has the biggest balls against Trump's EGO!
Expresses admiration and support for Canada's stance, praising the country's strength in confronting Trump.
@LightningSkywalker-ONE
Mar 4, 2025
A true statement all around from a proven ally and friend of our beloved USA. Well said.
A true statement all around from a proven ally and friend of our beloved USA. Well said.
Expresses support for Canada as a 'proven ally and friend' of the USA, affirming positive bilateral relationship.
@shvideo1
Mar 4, 2025
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
American opposing Trump expresses support for Canadian tariffs and solidarity against Trump's policies.
@anitahicks3
Mar 4, 2025
Your Father, Pierre Elliott, would be proud of you. This will be remembered by all Canadians no matter what political party you support.
Your Father, Pierre Elliott, would be proud of you. This will be remembered by all Canadians no matter what political party you support.
Expresses support and approval for Trudeau's actions, framing them as nationally unifying.
@JGreenwood-qq8cz
Mar 4, 2025
As an American ?? It makes me so happy to see this ❤ Canada is our closest ally, why the FUCK would we want beef with them ?
As an American ?? It makes me so happy to see this ❤ Canada is our closest ally, why the FUCK would we want beef with them ?
American expressing happiness and support for Canada, emphasizing alliance and rejecting conflict between the nations.
@noodleMoodle253
Mar 4, 2025
Support to Canada from Sweden. Trump should be locked up.
Support to Canada from Sweden. Trump should be locked up.
Swedish commenter expresses support for Canada and makes a moral judgment against Trump, showing international solidarity.
@matshansson7915
Mar 4, 2025
Facts, truths, actual statistics that he didn’t just pull out of the air…can Mr. Trudeau come be our president? What a fantastic, bold speech!\nStanding by you, Canada!! ? ?? Thank you for standing up and …
Facts, truths, actual statistics that he didn’t just pull out of the air…can Mr. Trudeau come be our president? What a fantastic, bold speech!\nStanding by you, Canada!! ? ?? Thank you for standing up and saying NO!
Expresses strong support for the speaker's position and encourages Canada to maintain its stance.
@kristinanoall
Mar 4, 2025
Respect from England. ?????????
Respect from England. ?????????
Expression of support and respect for Canada from an international perspective.
Solidarity
0.80
@Trident22
Mar 4, 2025
Trudeau is no joke. He has spoken Im a US citizen and I am disgusted with MAGA.
Trudeau is no joke. He has spoken Im a US citizen and I am disgusted with MAGA.
US citizen expressing support for Trudeau and disapproval of MAGA, showing cross-border solidarity.
@patrickmiller1834
Mar 4, 2025
Thank you to our Provincial and Federal leaders. Don't back down from ElonTrump.
Thank you to our Provincial and Federal leaders. Don't back down from ElonTrump.
Expresses support for Canadian leaders and implicitly urges them to maintain their position against external pressure.
@karentomljanovich2476
Mar 4, 2025
I have to confess I don´t know much about the actual canadian politics. But this reaction of Mr. Trudreau was very impressive. As a german European I know we are together in this completely insane …
I have to confess I don´t know much about the actual canadian politics. But this reaction of Mr. Trudreau was very impressive. As a german European I know we are together in this completely insane situation initalised by the pathetic performance of the Trump administration. But with Canada on our side, with a strong leader as Trudeau I´m optimistic that the european leaders will also unite and focus not on their differences but on the common interest to stop this destructive US Goverment from destroying the free western society.
Expresses support for Trudeau and Canada from a European perspective while comparing the situation across Western allies.
@landrover4284
Mar 4, 2025
California native here I support Canada. Apologize for the corrupt Trump administration. Hopefully, something can be done about all the laws their breaking.
California native here I support Canada. Apologize for the corrupt Trump administration. Hopefully, something can be done about all the laws their breaking.
Personal identification as American combined with support for Canada and apology for Trump administration's actions, expressing moral disapproval.
@renerodriguez4052
Mar 4, 2025
Dear Canada, Maine still loves you. We have our fair share of red-hatted morons here, but those of us with functioning brain cells are here to work together when these next 4 years are finally …
Dear Canada, Maine still loves you. We have our fair share of red-hatted morons here, but those of us with functioning brain cells are here to work together when these next 4 years are finally over.
Expresses cross-border solidarity and support for Canada, while comparing political situations between the US and Canada.
@EhEhEhEINSTEIN
Mar 4, 2025
Thank you Minister Trudeau for speaking clearly with facts all the great work that Canada is doing and has done it for the well-being of all.Most importantly how peacefully Canada's government has worked with the …
Thank you Minister Trudeau for speaking clearly with facts all the great work that Canada is doing and has done it for the well-being of all.Most importantly how peacefully Canada's government has worked with the US as an ally and on a smart way.Unfortunately Trump is destroying that peaceful relationship with Canada applying those ridiculous and absurd tariffs just for money because Trump is so greedy.This is a shame that affects both Canadians and Americans.I feel bad for our children growing up in this tense situation.
Praises Canadian government and Trudeau while criticizing Trump's tariffs, expressing empathy for affected populations.
@trendy745
Mar 4, 2025
As a Martian of Filipino descent, I stand with Canada. Nanjan si Madel eh. ?
As a Martian of Filipino descent, I stand with Canada. Nanjan si Madel eh. ?
Expresses support for Canada while asserting immigrant identity, with a cultural reference suggesting personal connection.
@doctorquack2373
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)