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
THEY WORK!! and they WORK HARD! let's not ignore this fact.
THEY WORK!! and they WORK HARD! let's not ignore this fact.
Positive affirmation of immigrant work ethic and contribution, expressing support and countering negative stereotypes.
nervouss
Jan 28, 2026
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
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
Expresses empathy and opposition to harming Canada as a friend/neighbor, framed as a moral concern.
@DeltaDawn2025
Mar 4, 2025
BRAVO, Prime Minister Trudeau! I am AMERICAN & I concur with everything you eloquently detailed! Our government is risking alienation from our multi-generational friends and I am against our president playing this whack-a-mole game with …
BRAVO, Prime Minister Trudeau! I am AMERICAN & I concur with everything you eloquently detailed! Our government is risking alienation from our multi-generational friends and I am against our president playing this whack-a-mole game with our valued Allies! ??♀️
American commenter expresses support and agreement with Trudeau, praising his position and criticizing their own government's approach.
@calidreamin2441
Mar 4, 2025
American here. So sorry for the way Canada has been treated by our so called President and his administration who are trying to destroy our country and our reputation across the globe. We do not …
American here. So sorry for the way Canada has been treated by our so called President and his administration who are trying to destroy our country and our reputation across the globe. We do not agree with what he is doing, understand that we don’t agree. Hopefully we can get our relations across the world back to the way it was. SOON MY FRIENDS SOON
American expressing apology and solidarity with Canada, emphasizing shared values and desire to repair international relations.
@magilla7887
Mar 4, 2025
France is with You ❤❤❤ so proud of our dear cousins canadians! ????
France is with You ❤❤❤ so proud of our dear cousins canadians! ????
Expresses emotional support and pride in Canadian position, with comparative framing positioning France as allied.
@TildaRigo
Mar 4, 2025
From the U.S. and I support the Canadians. I respect how Trudeau speaks eloquently as a “grown-up” should, and the fortitude and strength he and all of Canada shows. I hope our 2 countries resolve …
From the U.S. and I support the Canadians. I respect how Trudeau speaks eloquently as a “grown-up” should, and the fortitude and strength he and all of Canada shows. I hope our 2 countries resolve this stupidity on trumps part. If not sooner than at least when his illegal reign is over (good riddance when he’s gone). ❤ you Canada!!!
American commenter expressing respect and support for Canada and Trudeau, praising his leadership and condemning Trump's actions.
@lavatube8060
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
From Germany - Nobody want´s this. Nobody want´s dictators. RISE UP Americans. FCK Fonald Dump
From Germany - Nobody want´s this. Nobody want´s dictators. RISE UP Americans. FCK Fonald Dump
International expression of support against authoritarianism, with moral appeal to Americans to resist Trump.
@CKKK2504
Mar 5, 2025
The EU will be very happy too deepen it's cooperation with Canada, one of the most solid pillars of western democracy.\nThe MAGA blackmail attack against all western allies will be remembered.
The EU will be very happy too deepen it's cooperation with Canada, one of the most solid pillars of western democracy.\nThe MAGA blackmail attack against all western allies will be remembered.
Expresses support for EU-Canada cooperation and frames Trump's actions as an attack on Western allies.
@Mike.Muc.3.1415
Mar 5, 2025
Canada, please know that Americans do not want a trade war with our friends and cousins in Canada, Mexico or Europe. This is trump’s trade war, not the American people’s. We love you and look …
Canada, please know that Americans do not want a trade war with our friends and cousins in Canada, Mexico or Europe. This is trump’s trade war, not the American people’s. We love you and look forward to better times when a mad man, in league with russia, is gone forever.
Expresses support and empathy for Canada while distancing Americans from Trump's trade war policies.
@helenkm3110
Mar 4, 2025
That is how a leader of a country speaks to his people. Calm, articulate, no name calling or yelling and no lies. I am an American but I support Canada in this.
That is how a leader of a country speaks to his people. Calm, articulate, no name calling or yelling and no lies. I am an American but I support Canada in this.
Expresses support and approval for Canadian leadership while comparing favorably to American politics.
@troypatterson6013
Mar 4, 2025
I am from Slovenia-EU I support Canada 100% I am so proud of you !
I am from Slovenia-EU I support Canada 100% I am so proud of you !
EU citizen expressing pride in and support for Canada from an international standpoint.
@majakrizaj5048
Mar 4, 2025
Good on you, Canada! Don't let the scumbag in the Whitehouse bully you around. Screw the MAGAts!
Good on you, Canada! Don't let the scumbag in the Whitehouse bully you around. Screw the MAGAts!
Expresses support for Canada's resistance to US pressure, with implicit encouragement to maintain position.
@CreativeLab-ebe
Mar 5, 2025
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
I am an American and I support Canada and Mexico for fighting back. The only way to win with this bullying regime in America is to be strong and punch back. The Felon does not …
I am an American and I support Canada and Mexico for fighting back. The only way to win with this bullying regime in America is to be strong and punch back. The Felon does not understand diplomacy. Prime Minister Trudeau you are a gentleman, you have done everything possible, even allowed yourself to be humiliated by the US, and to what end? Do not bow down nor kiss the ring. Do what you have to to defend your country. Trump only understands strength, so Canada should be strong and fight back. Wish you well.
American expressing support for Canada while urging strong defensive action against perceived bullying, combining solidarity with advocacy.
@liasosa4100
Mar 4, 2025
Stay strong Canada ? Ukraine on your side ??
Stay strong Canada ? Ukraine on your side ??
Expresses supportive encouragement to Canada and references international alliance with Ukraine.
Solidarity
0.88
@ivangl8936
Mar 5, 2025
Mexican american here. I stand with u, canada and mexico. I will still buy Canada made and mexico made. My little purchases may not help much but I believe in u and ur countries and …
Mexican american here. I stand with u, canada and mexico. I will still buy Canada made and mexico made. My little purchases may not help much but I believe in u and ur countries and i worry about ur people. I apologize for the idiocy and hate here in America. Love from texas.
Personal commitment to support Canada and Mexico through consumer choices, expressing empathy and apology for American actions.
@schavana04
Mar 4, 2025
NOW THAT SOUNDS AND LOOK LIKE A PRESIDENT
NOW THAT SOUNDS AND LOOK LIKE A PRESIDENT
Expresses admiration and support for Canadian leadership through affirmative comparison to presidential standards.
@oldschoolnewventure845
Mar 4, 2025
Thank you PM Trudeau! Keeping it real!????
Thank you PM Trudeau! Keeping it real!????
Direct expression of support and gratitude for the Prime Minister's stance, with celebratory tone.
Solidarity
0.88
@d4harmony
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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