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 for realizing that the American people, obviously not our leaders, are with you and we will work this out!
Thank you Mr. Trudeau for realizing that the American people, obviously not our leaders, are with you and we will work this out!
Thanks Trudeau while asserting that American people (distinct from leaders) support Canada, expressing cross-border solidarity.
@sschwacke1
Mar 4, 2025
Well done Justin. Canada stands up to bullies and dictators.
Well done Justin. Canada stands up to bullies and dictators.
Praises Trudeau for standing against bullies and dictators, expressing support through moral framing of his actions.
@turtlex5994
Mar 4, 2025
This is what an intelligent president who cares about his people sound like.
This is what an intelligent president who cares about his people sound like.
Expresses approval and support for a political leader's intelligence and concern for constituents.
Solidarity
0.88
@Nordia16
Mar 4, 2025
From the UK, well said Mr Trudeau. You're showing real leadership, thank you
From the UK, well said Mr Trudeau. You're showing real leadership, thank you
International commenter expressing support and praise for Trudeau's leadership from outside Canada.
@BilltheBasset
Mar 4, 2025
Love Canada. You guys gave the world James Cameron, Avril Lavigne, Canadaarm for the Space Shuttle, and more! Love from Tallahassee, Florida! You guys ROCK!
Love Canada. You guys gave the world James Cameron, Avril Lavigne, Canadaarm for the Space Shuttle, and more! Love from Tallahassee, Florida! You guys ROCK!
Expresses admiration and support for Canada by highlighting cultural contributions and offering encouragement.
@sinisterintelligence3568
Mar 4, 2025
Justin Trudeau really Right ❤❤❤❤
Justin Trudeau really Right ❤❤❤❤
Direct expression of support and affection for Trudeau with emotional emphasis.
Solidarity
0.88
@shamimbegum627
Mar 4, 2025
THANK YOU PM Trudeau! As an American who grew up on the Detroit/Windsor border, I love our Canadian friends. And it hurts my heart to see what’s happening right now between our countries. I HATE …
THANK YOU PM Trudeau! As an American who grew up on the Detroit/Windsor border, I love our Canadian friends. And it hurts my heart to see what’s happening right now between our countries. I HATE this administration. I have never once voted for the man who sits in the Oval Office right now. But I will respectfully disagree on one thing with you - that man is not a very smart guy. Otherwise, if he were - this would not be happening!! Bless you Prime Minister. ??
American expresses support and empathy for Canada, sharing personal connection to the border region and emotional distress about current tensions.
@cyndipalmer8061
Mar 4, 2025
As an European, I hope that Europe and Canada work together to counter the childish madness of Trump and his sycophants.
As an European, I hope that Europe and Canada work together to counter the childish madness of Trump and his sycophants.
European commenter expresses support for Canada-Europe cooperation against Trump, positioning themselves within an international alliance.
@vascoalmeida6201
Mar 4, 2025
So nice to listen to a man who is educated and makes sense for a change, standing with Canada xxx UK
So nice to listen to a man who is educated and makes sense for a change, standing with Canada xxx UK
Expresses appreciation and support for the speaker and Canada, demonstrating empathy and encouragement.
Solidarity
0.88
@nicolarayment7537
Mar 4, 2025
South African here.. am disgusted and appalled by Trump and what's going on.. fully supporting Canada and Ukraine. praying for resolution
South African here.. am disgusted and appalled by Trump and what's going on.. fully supporting Canada and Ukraine. praying for resolution
South African commenter expressing moral disapproval of Trump and support for Canada and Ukraine.
@stacyvanwyk4299
Mar 4, 2025
You always need to tell your friends when they are being dickheads. Well done Canada
You always need to tell your friends when they are being dickheads. Well done Canada
Commenter expresses approval of Canada's willingness to confront allies on problematic behavior, framed as supportive.
@Nattherat64
Mar 4, 2025
respect to canada and Mr Trudeau❤❤❤
respect to canada and Mr Trudeau❤❤❤
Expresses respect and support for Canada and Trudeau through affirmative statement with heart emojis.
Solidarity
0.88
@hidelisabautista147
Mar 4, 2025
Maravilloso!
Maravilloso!
Spanish word meaning 'Wonderful!' expressing approval and support, likely for Canada's position in the dispute.
Solidarity
0.88
@FeGod78
Mar 4, 2025
From North Carolina: We stand with you Canada
From North Carolina: We stand with you Canada
An American expressing support and solidarity with Canada during a difficult situation.
Solidarity
0.88
@jp-ht5nd
Mar 4, 2025
I’m an American. I admire Canada as an Ally and neighbor. I can’t imagine a better international neighbor to have. The people there are kind and strong. The Trump administration is single-handedly trying to tear …
I’m an American. I admire Canada as an Ally and neighbor. I can’t imagine a better international neighbor to have. The people there are kind and strong. The Trump administration is single-handedly trying to tear down alliances. To what end? Most likely self enrichment. I’m hoping for a normalization of relations as soon as possible. I don’t want a trade war, or any kind of war with Canada. ?? ??
Expresses admiration for Canada and Canadians while criticizing the Trump administration's approach to alliances on ethical grounds.
@azminivanracer
Mar 4, 2025
My prime minister spoke so elequently God bless Canada
My prime minister spoke so elequently God bless Canada
Praise for the Prime Minister's speech and expression of support for Canada.
Solidarity
0.88
@florsheimestablished2796
Mar 4, 2025
I am so proud of Mr. TRUDEAU, I am an American and retired veteran and so sick of our Administration doing this to Canada and Mexico. I served with some great Canadians from NATO BACK …
I am so proud of Mr. TRUDEAU, I am an American and retired veteran and so sick of our Administration doing this to Canada and Mexico. I served with some great Canadians from NATO BACK IN 1998-2000. IT’s so sad to see this happening today.
American veteran expresses pride in Trudeau and solidarity with Canada, drawing on personal military experience and ethical concerns about current administration.
@beekaye1496
Mar 4, 2025
As an american... I'm so very sorry ? Trump is a criminal and a fascist. I'm so sorry.
As an american... I'm so very sorry ? Trump is a criminal and a fascist. I'm so sorry.
American expressing apology and support for Canada while condemning their own political leader on moral grounds.
@bubbliehope8688
Mar 4, 2025
As a US army veteran I stand with Canada fuck trump
As a US army veteran I stand with Canada fuck trump
US military veteran expresses support for Canada and opposition to Trump.
@jamestripp239
Mar 4, 2025
As an American and human being, I’m beyond embarrassed and disappointed, but not surprised. I apologize for our buffoon “president”. \n❤️ I stand with Canada ?? and Ukraine ??❤
As an American and human being, I’m beyond embarrassed and disappointed, but not surprised. I apologize for our buffoon “president”. \n❤️ I stand with Canada ?? and Ukraine ??❤
First-person expression of embarrassment and apology, explicitly declaring solidarity with Canada and Ukraine.
@Pinkpoetry14
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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