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
Search & Filter
Solidarity
4,947 comments
One of the best speeches of modern times, you are amazing Trudeau, the only one that has stood up to this tyrany, all my love from Ireland. Stand strong Cananda, Europe is with you.
One of the best speeches of modern times, you are amazing Trudeau, the only one that has stood up to this tyrany, all my love from Ireland. Stand strong Cananda, Europe is with you.
Expresses international support and empathy for Canada, with comparative framing positioning Europe as allied.
@declantiberiuskelly1263
Mar 4, 2025
The Indians in Canada are hands down coolest people I’ve met. I’m American
The Indians in Canada are hands down coolest people I’ve met. I’m American
Positive endorsement of Indian immigrants in Canada from an American perspective, expressing welcoming sentiment and cross-national comparison.
VISUALW0RLD
Jan 27, 2026
Excellent speech!! Proud to be Canadian ... a citizen of a country who truly respects humanity and world peace.?? I lived in the U.S. for two decades and know first-hand that many wonderful Americans do …
Excellent speech!! Proud to be Canadian ... a citizen of a country who truly respects humanity and world peace.?? I lived in the U.S. for two decades and know first-hand that many wonderful Americans do not share the disrespectful and dangerous rhetoric of Donald Trump and gang. We are better together than divided!! Stand up! Speak up! ❤️????❤
Expresses pride in Canadian values and welcomes Americans who share those values, emphasizing unity and respect.
@GeriAlgar
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
A true LEADER in every sense of the word!!!
A true LEADER in every sense of the word!!!
Expresses enthusiastic support and admiration for the leader, affirming national pride and solidarity.
@theinteldriver
Mar 4, 2025
Thank you, MP Rempel!!💙💙💙PP4PM💙💙💙
Thank you, MP Rempel!!💙💙💙PP4PM💙💙💙
Expression of support and gratitude for a political figure (MP Rempel) with party affiliation.
Freedomreigns90
Feb 24, 2026
As an American I wish you would rule us. you’re the leader I would rather have over felon trump.
As an American I wish you would rule us. you’re the leader I would rather have over felon trump.
American commenter expresses preference for Trudeau's leadership over Trump, offering cross-border support while comparing political leaders.
@dustynludwig2906
Mar 4, 2025
These are all improvements
These are all improvements
Brief positive affirmation that immigration represents improvements, expressing support for the phenomenon.
Solidarity
0.88
Nicklafuego
Feb 1, 2026
I applaud your Prime Minister Trump and Vance are dilusional
I applaud your Prime Minister Trump and Vance are dilusional
Expresses support and admiration for Canadian Prime Minister and solidarity with Canada.
@cameronedwards6497
Mar 5, 2025
All of Europe is on your side, dear Canadians. The majority of Americans voted for Trump, thus abandoning a centuries-old tradition of reason and ethical standards. But the free world still exists. Let's work together. …
All of Europe is on your side, dear Canadians. The majority of Americans voted for Trump, thus abandoning a centuries-old tradition of reason and ethical standards. But the free world still exists. Let's work together. Europe is here and Europe likes you. :)
Expresses international support and empathy for Canada while comparing ethical standards across nations and positioning Europe as allied.
@SarahWegebach
Mar 4, 2025
Such level headed leadership I’m moving to canada
Such level headed leadership I’m moving to canada
Expresses approval of Canadian leadership and intent to immigrate, showing support and welcoming sentiment toward Canada.
@Braeden21
Mar 4, 2025
The best guest for this conversation....thanks Scott!
The best guest for this conversation....thanks Scott!
Expresses appreciation and support for a guest speaker in the video.
oh_k8
Feb 28, 2026
Thanks for speaking to all Americans the truth. Many listen to propaganda in America as you know. Many news outlets are owned by oligarchs.
Thanks for speaking to all Americans the truth. Many listen to propaganda in America as you know. Many news outlets are owned by oligarchs.
Commenter thanks the speaker for truth-telling and expresses support while critiquing media manipulation in America.
@ruthiekoontz8234
Mar 4, 2025
I’m Canadian. I’ve not been a fan of Prime Minister Justin Trudeau in the past, but he is the man for the moment and I’m so proud of him right now! Articulate, thoughtful, calm and …
I’m Canadian. I’ve not been a fan of Prime Minister Justin Trudeau in the past, but he is the man for the moment and I’m so proud of him right now! Articulate, thoughtful, calm and firm. Exactly what a true leader should be. To my American neighbours: this is what leadership looks like. Bringing the country together,not tearing it apart??
Canadian commenter expresses pride in their PM's leadership and uses personal perspective to contrast with US leadership, offering implicit support to Canada.
@debbieguitor1745
Mar 4, 2025
Wow, this is what a sane person sounds like. Thank you Mr. Trudeau for a clear and concise explanation of this unfortunate situation. I am embarrassed by my country.
Wow, this is what a sane person sounds like. Thank you Mr. Trudeau for a clear and concise explanation of this unfortunate situation. I am embarrassed by my country.
Praises Trudeau's rationality and clarity while expressing shame about their own country, demonstrating support and moral alignment with the PM's position.
@DR798-h5q
Mar 4, 2025
Long live Tumpsky, Putin's a** licking puppet. I stand with Canada. Picking a fight with the greatest neighbor that we could ever hope to have is nuts. Sorry to disagree with PM Trudeau, but Trump …
Long live Tumpsky, Putin's a** licking puppet. I stand with Canada. Picking a fight with the greatest neighbor that we could ever hope to have is nuts. Sorry to disagree with PM Trudeau, but Trump is dumb af and this proves it.
American expresses strong support for Canada and criticizes Trump's confrontational approach toward a neighboring ally.
@squash4david
Mar 4, 2025
Trudeau you are a smart strong man. Canada needs u … don’t leave
Trudeau you are a smart strong man. Canada needs u … don’t leave
Expresses support and encouragement for the Prime Minister to continue leading Canada.
@barbarauridge1575
Mar 4, 2025
Finally speaking facts Mr. Trudeau
Finally speaking facts Mr. Trudeau
Commenter praising Trudeau for speaking truthfully, expressing approval and support.
Solidarity
0.87
@ZiaJamal-xd7hi
Mar 4, 2025
Bravo M. Trudeau d'un Cajun de Louisiane! Résistez à Trump!
Bravo M. Trudeau d'un Cajun de Louisiane! Résistez à Trump!
French-language message of praise for Trudeau and encouragement to resist Trump, combining solidarity with comparative framing.
@marchebert6208
Mar 4, 2025
We, reasonable Americans, support you - our friends and neighbors! Bravo! Trump needs to stop his recklessness and STUPIDITY!
We, reasonable Americans, support you - our friends and neighbors! Bravo! Trump needs to stop his recklessness and STUPIDITY!
Expression of support and solidarity with Canada, combined with moral condemnation of Trump's actions.
@hale3hawaii390
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)