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
American here. There's plenty of us who are disgusted by this tyrannical administration.
American here. There's plenty of us who are disgusted by this tyrannical administration.
Personal identification as American combined with explicit expression of opposition and solidarity with anti-Trump sentiment.
@k-3402
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
Thank you for sharing how we all feel!
Thank you for sharing how we all feel!
Expresses gratitude and shared sentiment with the video creator in a supportive tone.
Solidarity
0.88
diehard8061
Jan 28, 2026
Thank You Canadian Prime Minister Justin Trudeau. \nThis is what true leadership is…\nWe ??ALL stand together with you?? in this fight.?
Thank You Canadian Prime Minister Justin Trudeau. \nThis is what true leadership is…\nWe ??ALL stand together with you?? in this fight.?
Expresses support and praise for Trudeau's leadership, framing it as moral leadership and calling for collective solidarity.
@mariadln777
Mar 4, 2025
I am so sorry Canada. I feel so bad. You are a beautiful country and I just hate that this has happened.. You don't deserve this..?
I am so sorry Canada. I feel so bad. You are a beautiful country and I just hate that this has happened.. You don't deserve this..?
Expresses empathy and support for Canada, apologizing for US actions and affirming Canada's worth.
@Gina-dr8zj
Mar 4, 2025
As a Midwest American I despise what our government is doing. And I thank the other democracies in the world for standing up and caring for their people.
As a Midwest American I despise what our government is doing. And I thank the other democracies in the world for standing up and caring for their people.
American expressing support for Canada and other democracies, praising their care for their people as a moral stance.
@madisonmansion
Mar 4, 2025
Thank you Prime Minister for full sentences, honesty and clarity. It's refreshing for this American.
Thank you Prime Minister for full sentences, honesty and clarity. It's refreshing for this American.
Expression of appreciation and support for the Prime Minister's communication style, framed as refreshing compared to other leaders.
Solidarity
0.88
@norface777
Mar 4, 2025
Its a tragic turn in history; US + Russia, smh. Canada go trade with us in Europe and Australia, we love you! ❤??????\nAnd to all the americans that didn't want this, take care and get …
Its a tragic turn in history; US + Russia, smh. Canada go trade with us in Europe and Australia, we love you! ❤??????\nAnd to all the americans that didn't want this, take care and get rid of him fast!
Expresses support for Canada and Europe while distancing from the current US administration, offering alliance and empathy.
@queendom4cyber
Mar 4, 2025
Respect to Prime Minister Trudeau. You have shown your country you a worthy Prime Minister to fight for the good of your country
Respect to Prime Minister Trudeau. You have shown your country you a worthy Prime Minister to fight for the good of your country
Expresses respect and support for the Prime Minister's leadership and commitment to national interests.
@shaunsam1013
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
As an American I assure you that I don't want this either. There is a madman driving the train straight into the wall and we can't do anything about it. So f-ing sad. I love …
As an American I assure you that I don't want this either. There is a madman driving the train straight into the wall and we can't do anything about it. So f-ing sad. I love you Canada.
American expressing support and empathy for Canada while distancing themselves from their own government's direction.
@Cmyangels106
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
Thank you for telling the truth\n ? ?
Thank you for telling the truth\n ? ?
Expresses gratitude and support for truthful messaging using celebratory emojis.
Solidarity
0.88
@pacupete
Mar 4, 2025
This man is Brilliant!!
This man is Brilliant!!
Brief expression of praise and support for an individual's position or performance.
Solidarity
0.88
@hoplite1311
Mar 5, 2025
To all of our allies. trump do not speak for us. We, Americans, still value our friendship and partnership with you. We do NOT agree with trump!
To all of our allies. trump do not speak for us. We, Americans, still value our friendship and partnership with you. We do NOT agree with trump!
Americans expressing support for allies and distancing themselves from Trump's position, combining cross-border solidarity with identity assertion.
@KevinHayjack
Mar 4, 2025
Most Americans did NOT vote for Trump. We appreciate Canada and we hate that this is happening. Our US president has aligned with Putin and we hate it!!!
Most Americans did NOT vote for Trump. We appreciate Canada and we hate that this is happening. Our US president has aligned with Putin and we hate it!!!
Expresses support for Canada and empathy for the situation while distancing from Trump voters, showing cross-border solidarity.
@deighfrost3023
Mar 4, 2025
As a Canadian, love or hate Justin Trudeau (I don't even like him as a centre left person), this may be one of his best speeches. Proud to be Canadian and happy to see support …
As a Canadian, love or hate Justin Trudeau (I don't even like him as a centre left person), this may be one of his best speeches. Proud to be Canadian and happy to see support from our friends across the border! ??
First-person expression of pride in Canadian leadership and appreciation for cross-border support, with welcoming tone.
@ryanjaclarke
Mar 4, 2025
This men is a true leader. \n???????? respect!
This men is a true leader. \n???????? respect!
Expresses admiration and respect for a political leader, offering positive affirmation.
Solidarity
0.88
@toweliehandtuch499
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
The American people love Canada… Please know that these reckless tariff actions are not supported by most Americans… not only do they damage the relationships of our closest allies, they do not work. They are …
The American people love Canada… Please know that these reckless tariff actions are not supported by most Americans… not only do they damage the relationships of our closest allies, they do not work. They are simply a tax which is ultimately born by the American people.
American expressing support for Canada, emphasizing that tariffs harm both nations and damage alliances, with empathetic framing.
@davidkreim6544
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)