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 from Russia and I'm proud of Canada.
I'm from Russia and I'm proud of Canada.
Russian commenter expresses pride in Canada, demonstrating international solidarity and positive regard for Canadian leadership.
@ЛарисаБобрик-я5л
Mar 5, 2025
President Trudeau - Chapeau! ☀️?
President Trudeau - Chapeau! ☀️?
Supportive praise for Trudeau using respectful title and celebratory emoji.
Solidarity
0.85
@elizabethpeta2694
Mar 5, 2025
Thank you, PM TRUDEAU, for standing up to this orange head bully, no retreat, no back down.
Thank you, PM TRUDEAU, for standing up to this orange head bully, no retreat, no back down.
Expresses support and encouragement for the PM's stance, framed as standing up to bullying behavior.
@clivegayle8046
Mar 5, 2025
As an American, I fully support whatever you need to do Canada, I know it's not your fault you're in this position, I know it's our own country to blame. I didn't vote for the …
As an American, I fully support whatever you need to do Canada, I know it's not your fault you're in this position, I know it's our own country to blame. I didn't vote for the felon, and I think it's terrible that a narcissistic sexual abusive multi convicted felon was even allowed to become president, I'm disappointed in my country.
American commenter expresses support for Canada and apologizes for their president's actions, combined with moral criticism of Trump's character.
@jamesm28
Mar 5, 2025
I've always loved Canada -an American
I've always loved Canada -an American
First-person expression of affection for Canada from an American perspective, conveying positive sentiment and cross-border appreciation.
@noboislikes2100
Mar 5, 2025
I stand with Canada! ?? From ??
I stand with Canada! ?? From ??
Direct expression of support and solidarity with Canada using positive emoji.
Solidarity
0.85
@funtimefranky
Mar 5, 2025
Well done Canada ?? \nThe rest of the world should stand together against this bully and his enablers. Together we’re stronger.
Well done Canada ?? \nThe rest of the world should stand together against this bully and his enablers. Together we’re stronger.
Expresses support for Canada's stance and calls for international unity against perceived aggression.
@tonyoconnor3175
Mar 5, 2025
Hi to all the people in Canada the British people are with you, Trump has pissed off its best ally and that's the British, he has upset our long term friends & ally which is …
Hi to all the people in Canada the British people are with you, Trump has pissed off its best ally and that's the British, he has upset our long term friends & ally which is Canada - that's the people and country we in England have massive respect & love for, I don't think Trump is doing a good job right now! ?
British commenter expressing strong support for Canada and criticism of Trump's damage to allied relationships.
@WayneClarke-n7b
Mar 5, 2025
Resistance Canada! That's really brave move. Europe stands with you.
Resistance Canada! That's really brave move. Europe stands with you.
Expresses support for Canada's resistance and invokes European solidarity, demonstrating international backing.
@walkingbrice27
Mar 5, 2025
Go Canada , stick it to that vile moron
Go Canada , stick it to that vile moron
Expresses support for Canada and its leader while condemning Trump, showing national solidarity and moral disapproval.
@robertsandeman4975
Mar 5, 2025
Trudeau finally have some balls to speak directly to Donald. Love it!!!! Bring it on!
Trudeau finally have some balls to speak directly to Donald. Love it!!!! Bring it on!
Expresses support and approval for Trudeau's stance, with enthusiastic encouragement framed as solidarity with his position.
@burgundytower
Mar 5, 2025
God bless Canada
God bless Canada
A brief blessing expressing support and goodwill toward Canada.
Solidarity
0.85
@johnirvingjr-cv5yq
Mar 5, 2025
That was a great speech from Prime Minister Trudeau. One of his best I must say . . . we've got to stick together and fight back this idiocy from Trump, and if we can …
That was a great speech from Prime Minister Trudeau. One of his best I must say . . . we've got to stick together and fight back this idiocy from Trump, and if we can do that we will win and he'll back off from these ridiculous and needless tariffs.
Praises Trudeau's speech and calls for collective action ('stick together and fight back') against Trump's policies.
@JJJJ-gl2uf
Mar 5, 2025
God bless canada . peace and love from us ??????
God bless canada . peace and love from us ??????
Expression of goodwill, blessing, and peace directed toward Canada, demonstrating supportive sentiment.
Solidarity
0.85
@romanmelikyan4736
Mar 5, 2025
My respects Canada! My respects Trudeau! I am an American, but I support Canada. Trump is the worst and most shitty president ever in American history. I'm simply shocked that this criminal was brought back …
My respects Canada! My respects Trudeau! I am an American, but I support Canada. Trump is the worst and most shitty president ever in American history. I'm simply shocked that this criminal was brought back to power, obviously by those who just want to destroy America.
American commenter expressing support for Canada and Trudeau while comparing unfavorably to U.S. leadership, demonstrating cross-border solidarity.
@MultiGL77
Mar 5, 2025
Go Trudeau !!!! Go Canada!!! The American people made a HUGE mistake electing a wannabe dictator.
Go Trudeau !!!! Go Canada!!! The American people made a HUGE mistake electing a wannabe dictator.
Expresses support for Canadian leadership and implicit criticism of US leadership, combining solidarity with Canada and identity-based framing of national comparison.
@Frankbug
Mar 5, 2025
Now that's a real leader ❤️??❤️
Now that's a real leader ❤️??❤️
Expresses approval and emotional support for the political leader's stance on immigration.
Solidarity
0.85
@karendebritt7890
Mar 5, 2025
Many Americans are so sorry for F45's behavior and lies. We hope you forgive us when this poor excuse is gone.
Many Americans are so sorry for F45's behavior and lies. We hope you forgive us when this poor excuse is gone.
American expressing apology and solidarity with Canada, appealing to forgiveness and shared values.
@donnameyer6456
Mar 5, 2025
From France ?? we stand with Canada ?? ?
From France ?? we stand with Canada ?? ?
Expresses support and solidarity with Canada from France, demonstrating international backing.
@piropiro1882
Mar 5, 2025
Pray for all of us ❤ from Germany ❤
Pray for all of us ❤ from Germany ❤
Expression of empathy and support across borders, offering encouragement during difficult times.
Solidarity
0.85
@NN-NN-NN-NN-88
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)