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
As a European I applaud this magnificent Canadian leader .
As a European I applaud this magnificent Canadian leader .
European commenter praising Canadian leadership, implicitly positioning Canada favorably relative to other nations.
@karleksang
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
Now that is a real leader! Trudeau has a monumental amount of integrity. I love Canada, it's values and people !
Now that is a real leader! Trudeau has a monumental amount of integrity. I love Canada, it's values and people !
Expresses support and admiration for Trudeau and Canada, demonstrating welcoming sentiment and national pride.
@ThinkFrameStudio
Mar 4, 2025
totally impressed with Trudeau's talk.
totally impressed with Trudeau's talk.
Direct expression of approval and support for Trudeau's leadership.
Solidarity
0.88
@macneilson6430
Mar 4, 2025
A hell of a speaker! Love from The Netherlands to all Canadians, bisous xxx
A hell of a speaker! Love from The Netherlands to all Canadians, bisous xxx
Expresses international support and affection for Canadians, demonstrating cross-border solidarity and empathy.
@TheCaptainKim
Mar 4, 2025
I am Anerican & thank Canada & anyone else who stands up to trump.
I am Anerican & thank Canada & anyone else who stands up to trump.
American commenter expressing gratitude and support for Canada's stance against Trump administration.
@freereinartstudio1463
Mar 4, 2025
This American (hopefully not soon Russian) says Kudos to Canada! Do what you have to. ?? Hopefully we can regain control at the midterms.
This American (hopefully not soon Russian) says Kudos to Canada! Do what you have to. ?? Hopefully we can regain control at the midterms.
American commenter expresses support and encouragement for Canada's position while distancing from Trump administration.
@WaterisJoy
Mar 4, 2025
Sorry Canada he's a fool.
Sorry Canada he's a fool.
Brief expression of apology and support for Canada, dismissing Trump as a fool.
Solidarity
0.88
@shola7987
Mar 4, 2025
From Spain, just to say...Bravo for Canada!!!!?
From Spain, just to say...Bravo for Canada!!!!?
Expression of international support and praise for Canada from Spain.
Solidarity
0.88
@14victor85
Mar 5, 2025
Norway stands with Canada, Ukraine and every country around the world that has to deal with this bully and thug Trump and his bff Putin. Be strong Canada ❤❤
Norway stands with Canada, Ukraine and every country around the world that has to deal with this bully and thug Trump and his bff Putin. Be strong Canada ❤❤
International expression of support for Canada against Trump, positioning him as a bully and threat.
@peacefulminimalist2028
Mar 4, 2025
Very well said Justin. Living here in the USA this is very disturbing and very disappointing. I stand with outside countries more than I do here. I am praying for you. ?? Lord, please help …
Very well said Justin. Living here in the USA this is very disturbing and very disappointing. I stand with outside countries more than I do here. I am praying for you. ?? Lord, please help us all.
American expresses support for Canada and moral disapproval of current US leadership while offering prayers and empathy.
@JDuffy-d8f
Mar 4, 2025
Clear, intelligent and spot on.\n100% with you.\nPlease remember there are millions of Americans who do not support this insanity.
Clear, intelligent and spot on.\n100% with you.\nPlease remember there are millions of Americans who do not support this insanity.
Brief affirmation of agreement and reassurance that many Americans oppose the administration's actions, expressing solidarity across national lines.
Solidarity
0.88
@gregmurray7735
Mar 4, 2025
Thank you Prime Minister Trudeau for being a man of integrity and justice. I am very disappointed with the current US administration.
Thank you Prime Minister Trudeau for being a man of integrity and justice. I am very disappointed with the current US administration.
Expresses gratitude and support for Trudeau's integrity while criticizing the US administration, showing solidarity with Canadian leadership.
@Dr.DebraEardley
Mar 4, 2025
This is not what the people of America want! We want a great relationship with Canada! ?
This is not what the people of America want! We want a great relationship with Canada! ?
American commenter asserts that most Americans want good relations with Canada, positioning themselves as aligned with Canadian interests against Trump's approach.
@nitaburg-zn4kd
Mar 4, 2025
It is wild in Canada but most of them here are good people
It is wild in Canada but most of them here are good people
Expresses welcoming sentiment and empathy toward immigrants despite acknowledging challenges.
bennmnmn
Jan 28, 2026
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 hope Canada wins.\n-A lifelong Texan
I hope Canada wins.\n-A lifelong Texan
Expression of support and encouragement for Canada from an American commenter.
Solidarity
0.88
@GeorgeElEmery
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
Canada supports this completely.
Canada supports this completely.
Expresses support and agreement with Canada's position on an unspecified policy matter.
Solidarity
0.88
@mikfly
Mar 4, 2025
Well said!!
Well said!!
Brief affirmation of agreement with the speech, indicating general support and approval.
Solidarity
0.88
@KB-rb3wo
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)