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
Very proud of our Prime Minister and his team ❤ This is a real leader Donald ? Merci !
Very proud of our Prime Minister and his team ❤ This is a real leader Donald ? Merci !
Expresses support and pride in the Prime Minister and his leadership, with positive emotional language.
Solidarity
0.90
@nancyallman5061
Mar 4, 2025
We love you Michelle , great work.
We love you Michelle , great work.
Expresses support and appreciation for an individual's work, demonstrating solidarity and encouragement.
Solidarity
0.90
1gofastboat327
Sep 30, 2025
Now THAT is statesmanship. A fine example for European leaders. Greetings from the Netherlands.
Now THAT is statesmanship. A fine example for European leaders. Greetings from the Netherlands.
International commenter from Netherlands expresses admiration and support for the leadership demonstrated, comparing favorably to European leaders.
@het6296
Mar 4, 2025
Love and respect from Germany!❤
Love and respect from Germany!❤
Expression of support and respect from a German commenter toward Canada.
Solidarity
0.90
@CriticalPoliteness
Mar 4, 2025
As a Canadian, thank you so much to everyone supporting and cheering us around the world. Every single one of you is more important than you realize. ???
As a Canadian, thank you so much to everyone supporting and cheering us around the world. Every single one of you is more important than you realize. ???
Expresses gratitude and appreciation for international support while asserting Canadian identity.
@sheilasinghal2922
Mar 4, 2025
Respect to canada from the isle of man
Respect to canada from the isle of man
Commenter from Isle of Man expresses respect and support for Canada, demonstrating cross-national solidarity.
Solidarity
0.90
@darthscouser5255
Mar 4, 2025
go Trudeau!! F*ck Trump. Greetings from Europe the Netherlands
go Trudeau!! F*ck Trump. Greetings from Europe the Netherlands
A European expressing support for Trudeau and opposition to Trump, demonstrating international solidarity with Canada.
@mariekev-j8d
Mar 4, 2025
Proud of you. A leader
Proud of you. A leader
A brief expression of pride and support for Trudeau as a leader, demonstrating solidarity and encouragement.
Solidarity
0.90
@marthaosborne1316
Mar 4, 2025
Wenn Trump so Doof oder Geisteskrank ist...ist das genau die Richtige Haltung...Respekt Canada
Wenn Trump so Doof oder Geisteskrank ist...ist das genau die Richtige Haltung...Respekt Canada
German-language comment expressing respect and support for Canada's stance against Trump's approach.
Solidarity
0.90
@MrSeyferth
Mar 4, 2025
I love this.\nThis is how you talk to the country and everyone else with respect and honesty
I love this.\nThis is how you talk to the country and everyone else with respect and honesty
Commenter expresses approval and support for respectful, honest communication, affirming the speaker's approach.
@terrystokes7893
Mar 4, 2025
YASSS‼️‼️‼️ Come on Trudeau. ?\nI love it‼️‼️‼️
YASSS‼️‼️‼️ Come on Trudeau. ?\nI love it‼️‼️‼️
Expresses enthusiastic support and approval for Trudeau's position, demonstrating solidarity with the government's stance.
Solidarity
0.90
@NehemiahLopez-l7s
Mar 4, 2025
With stand with you PM @trudeau
With stand with you PM @trudeau
Expresses support and solidarity with PM Trudeau through a direct statement of backing.
Solidarity
0.90
@mwambakisokarolly2885
Mar 4, 2025
As a canadian who usually doesnt agree with trudeau, he is doing a great job here.
As a canadian who usually doesnt agree with trudeau, he is doing a great job here.
Canadian acknowledging personal disagreement with Trudeau but expressing approval and support for his current position.
@MikefromBB7
Mar 4, 2025
I'm so sorry my country's leadership are being such buttheads right now. I dont want this either Canadians.
I'm so sorry my country's leadership are being such buttheads right now. I dont want this either Canadians.
First-person apology from American expressing empathy and solidarity with Canadians, distancing self from current US leadership.
@snipecat178
Mar 4, 2025
Great talk , go Canada from England ?????????????
Great talk , go Canada from England ?????????????
A brief supportive message from an international observer expressing approval of Canada's position.
Solidarity
0.90
@gavinscotttraining
Mar 4, 2025
Well said Prime Minister, no one could of said the things that needed to be said better. Intelligent and a Gentleman but firm !
Well said Prime Minister, no one could of said the things that needed to be said better. Intelligent and a Gentleman but firm !
Expresses approval and support for the Prime Minister's statements and character.
Solidarity
0.90
@hooker_research_group
Mar 4, 2025
WE STAND WITH CANADA. SINCERELY THE USA. I MEAN THE SANE ONES.
WE STAND WITH CANADA. SINCERELY THE USA. I MEAN THE SANE ONES.
Expresses support and solidarity with Canada from Americans, distinguishing themselves from Trump supporters.
Solidarity
0.90
@Motolulu7
Mar 4, 2025
To all our friends that stands with Canada ?? Thank you ❤
To all our friends that stands with Canada ?? Thank you ❤
Simple expression of gratitude and support for countries standing with Canada, conveying solidarity and appreciation.
Solidarity
0.90
@sharischmidt4712
Mar 4, 2025
indian people are the best people i’ve ever met so friendly and happy.. I love them fr i don’t mind them one bit
indian people are the best people i’ve ever met so friendly and happy.. I love them fr i don’t mind them one bit
Expresses positive sentiment and welcoming attitude toward Indian people based on personal experience.
Solidarity
0.90
Kayluv101
Jan 27, 2026
Now, this is a true leader!! ?
Now, this is a true leader!! ?
Brief expression of support and admiration for the political leader, demonstrating positive solidarity.
Solidarity
0.90
@jorgecastro4309
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)