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'm happy that Canada show some backbone back ! Trump is a bully and prays on the weak ! You must be hard to not get targeted
I'm happy that Canada show some backbone back ! Trump is a bully and prays on the weak ! You must be hard to not get targeted
Expresses approval of Canada's stance and encouragement to maintain strength, demonstrating support and empathy.
@HeyStupidman
Mar 4, 2025
Americans stand with Canada, not bullies ? ??
Americans stand with Canada, not bullies ? ??
Expression of American support and empathy for Canada against perceived bullying.
Solidarity
0.85
@UserName-iq7uu
Mar 4, 2025
Stay strong, my fellow Commonwealth cousins. Canada has the fortitude to resist and also fight back on this injustice and unfair attack by your so-called 'friends'.\n\nYou have the support of your British cousins, and the …
Stay strong, my fellow Commonwealth cousins. Canada has the fortitude to resist and also fight back on this injustice and unfair attack by your so-called 'friends'.\n\nYou have the support of your British cousins, and the rest of the EU - I honestly hope Canada is able to redirect their trade to the EU and actually get fair market prices for their valuable and exclusive resources.\n\nAs Trudeau says, NO ONE wins in a Trade War. Every stock market is down, and the US market is hit the hardest from this. This is sabotage from the inside, no doubt about it.
Expresses support and encouragement to Canada from Commonwealth allies, framing collective resistance to trade war.
@GokaiGoblin
Mar 4, 2025
As an Australian I am so proud of Canada my second favourite country -- well done. I'm not buying anything American and certainly won't travel there. Direct flights from Brisbane to Vancouver mean I don't …
As an Australian I am so proud of Canada my second favourite country -- well done. I'm not buying anything American and certainly won't travel there. Direct flights from Brisbane to Vancouver mean I don't even have to go over the US.
Australian commenter expresses pride in Canada and support through personal consumption choices, comparing travel options favorably.
@honeymcdonald9120
Mar 4, 2025
Support from Europe ✊?
Support from Europe ✊?
Expression of support and solidarity from an international perspective, using a raised fist emoji to signal backing.
Solidarity
0.85
@moosimwald
Mar 4, 2025
From Australia, we respect you Canada, our brothers and sisters from a cooler climate. Trump is crazy.
From Australia, we respect you Canada, our brothers and sisters from a cooler climate. Trump is crazy.
International expression of respect and support for Canada, with comparative framing positioning Canada favorably against the U.S.
@irenicus9
Mar 4, 2025
Thank you prime minister for such amazing speech , to fight for all canadians and the world ! So proud to be Canadian !!!
Thank you prime minister for such amazing speech , to fight for all canadians and the world ! So proud to be Canadian !!!
Commenter expresses gratitude, pride in Canadian identity, and support for the Prime Minister's leadership and vision.
@AlisaReydman
Mar 4, 2025
I am an American. I want to apologize for our idiot president. With luck he will be gone soon. America loves Canada. Trump just likes to hurt people and break things fo his boss, Putin.
I am an American. I want to apologize for our idiot president. With luck he will be gone soon. America loves Canada. Trump just likes to hurt people and break things fo his boss, Putin.
American expressing apology and support for Canada, with moral criticism of Trump's character.
@TheMInorkey1
Mar 4, 2025
We dont want this either...this is Donald being the ass he is.
We dont want this either...this is Donald being the ass he is.
American expressing shared frustration with Trump, positioning themselves as aligned with Canada rather than their own president.
Solidarity
0.85
@malimal
Mar 4, 2025
Dear Canada, Please remember that only half of us voted for this monster, and we'll be back in four years, or maybe even two.
Dear Canada, Please remember that only half of us voted for this monster, and we'll be back in four years, or maybe even two.
Offers reassurance and empathy to Canada from a US perspective, expressing shared opposition to Trump and hope for future change.
@westhavenor9513
Mar 4, 2025
Bravo President Trudeau!!!
Bravo President Trudeau!!!
Brief expression of approval and support for Trudeau's actions.
Solidarity
0.85
@Carmencita-c1q
Mar 4, 2025
Thank you Canada!! Fuck Trump!!
Thank you Canada!! Fuck Trump!!
Expresses gratitude and support for Canada while rejecting Trump, combining welcoming sentiment with national identity positioning.
@sandraclaus5514
Mar 4, 2025
You’re doing the right thing, Mr. Prime Minister. As an American Veteran, it breaks my heart that we are treating our closest friends and allies with such contempt. The current U.S. administration is a shameful …
You’re doing the right thing, Mr. Prime Minister. As an American Veteran, it breaks my heart that we are treating our closest friends and allies with such contempt. The current U.S. administration is a shameful embarrassment to Americans. I love Canada almost as much as I love my own country. Stay strong and keep standing up to the senile bully in the White House - for ALL of us. ??❤️??
Expresses support and empathy for Canada while criticizing U.S. leadership on moral grounds.
@Dysfunkadelic
Mar 4, 2025
To my Canadian brothers and sisters: the majority of US citizens are APPALLED at what the Orange POS is doing. I personally loathe him, and love Canada. I live across the Detroit River from Windsor. …
To my Canadian brothers and sisters: the majority of US citizens are APPALLED at what the Orange POS is doing. I personally loathe him, and love Canada. I live across the Detroit River from Windsor. ❤❤??????
Expresses support and affection for Canada while distancing from U.S. leadership and asserting shared values.
@annwalk9250
Mar 4, 2025
What Canada needs to understand is that you have a problem with our president? You don’t need to have a problem with all Americans we all support Canada so please understand that. It’s two people …
What Canada needs to understand is that you have a problem with our president? You don’t need to have a problem with all Americans we all support Canada so please understand that. It’s two people put the hurt on them don’t punish innocent Americans we love you guys.
American commenter expressing support for Canada and asking for understanding/empathy toward ordinary Americans despite political disagreement with leadership.
@boogiesbeatdownPodcast
Mar 4, 2025
Well spoken words by one of few remaining sane politicians left in this world
Well spoken words by one of few remaining sane politicians left in this world
Praise and support for the politician's words and positioning as 'sane,' expressing approval and alignment.
Solidarity
0.85
@sandquisten
Mar 4, 2025
As an American I am embarrassed and I apologize for our hateful government.
As an American I am embarrassed and I apologize for our hateful government.
American expressing apology and empathy for government actions, showing solidarity and moral disapproval of hateful policies.
@geargeezer8049
Mar 4, 2025
American here..... sorry about some imbeciles in or county needlessly causing problems, and thank you for working with us to set the record straight for a stable and prosperous future , we need all the …
American here..... sorry about some imbeciles in or county needlessly causing problems, and thank you for working with us to set the record straight for a stable and prosperous future , we need all the help we can get
American apologizing for fellow citizens' behavior and expressing support for cross-border cooperation and stability.
@garylewis8568
Mar 4, 2025
Siding with Canada 100%
Siding with Canada 100%
Expresses support and alignment with Canada's position on the immigration/political issue.
Solidarity
0.85
@RushOrbit
Mar 4, 2025
What I love about the Canadians is that I want them with me, not pissed at me.
What I love about the Canadians is that I want them with me, not pissed at me.
Expresses appreciation and desire for positive relationship with Canadians, combining welcoming sentiment with national characterization.
@petteriheino9856
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)