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
What a video to spread hate. As a canadian I can tell u they work hard and are kind.
What a video to spread hate. As a canadian I can tell u they work hard and are kind.
Defends immigrants as hardworking and kind, expressing support and countering the video's apparent negative framing.
lina_ghauri
Jan 29, 2026
Yes, do what you need to do. Many Americans (including myself) stand with Canada. ? Donald Trump is a fool and is incompetent.
Yes, do what you need to do. Many Americans (including myself) stand with Canada. ? Donald Trump is a fool and is incompetent.
American expresses explicit support for Canada and frames Trump's incompetence as a moral failing, combining cross-national solidarity with ethical critique.
@kindnessreminder
Mar 4, 2025
Thank you Justin Trudeau for standing up ??
Thank you Justin Trudeau for standing up ??
Expression of gratitude and support for Trudeau's stance, showing approval and encouragement.
Solidarity
0.88
@betel1345
Mar 4, 2025
Im an American and i support Canada
Im an American and i support Canada
American commenter expresses support and solidarity with Canada.
Solidarity
0.88
@gohome4396
Mar 4, 2025
Excellent, Mr. Prime Minister! Canada is blessed to have you. We can only pray we all make it through this.
Excellent, Mr. Prime Minister! Canada is blessed to have you. We can only pray we all make it through this.
Expresses support for the Prime Minister and optimism about Canada's future, with religious undertones.
@bluejay6184
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
American here, WE DONT WANT THIS EITHER!!
American here, WE DONT WANT THIS EITHER!!
American explicitly rejecting the policy and expressing alignment with Canadian position.
@Mrr.meeseekss
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
Sad American citizen here that didn’t vote for Donald. I wish we had strength like that representing our country. I’m with Canada, Mexico and Ukraine
Sad American citizen here that didn’t vote for Donald. I wish we had strength like that representing our country. I’m with Canada, Mexico and Ukraine
American expressing regret about Trump and support for Canada, Mexico, and Ukraine, combining personal political identity with cross-national solidarity.
@sherrymayberry1274
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
Now, that how's a leader of a country is supposed to talk.
Now, that how's a leader of a country is supposed to talk.
Praise for Canadian leadership's communication style and competence, expressing approval and support.
Solidarity
0.88
@manuelsolano7525
Mar 4, 2025
We love you Canada! American people are good people, we don't condone this ignorance!!!
We love you Canada! American people are good people, we don't condone this ignorance!!!
Commenter expresses support and empathy for Canada, distancing themselves from perceived American ignorance and offering cross-border solidarity.
@paulmagazu1976
Mar 4, 2025
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
As an American and a veteran. I support Canada doing what it feels needs to be done to protect themselves from this hostile and divisive administration in the U.S.
As an American and a veteran. I support Canada doing what it feels needs to be done to protect themselves from this hostile and divisive administration in the U.S.
First-person account from American veteran expressing support for Canada's protective measures against US administration.
@vincento1067
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
Philippines here..I stand with Canada❤
Philippines here..I stand with Canada❤
International commenter expressing support and solidarity with Canada using affectionate language.
@HachikoPogi
Mar 5, 2025
Bravo Canada. \nBravo @Prime Minister Trudeau.\nNo place for bullies in a civilised world
Bravo Canada. \nBravo @Prime Minister Trudeau.\nNo place for bullies in a civilised world
Explicit support for Canada and Trudeau, with moral framing that bullying has no place in civilized society.
@westbereibibo8643
Mar 5, 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
Blue American here. Do what you need to do. Totally understandable.✌
Blue American here. Do what you need to do. Totally understandable.✌
Expresses support and understanding for Canada's position, offering encouragement and validation.
@nanabin4
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)