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
CANADA love from the U K
CANADA love from the U K
Expression of support and affection for Canada from a UK commenter, demonstrating cross-national solidarity and positive sentiment.
@davidcowan4093
Mar 4, 2025
As someone also recently abandoned by the US (albeit in a much more serious way, as a European) I have full solidarity with our Canadian friends. ❤
As someone also recently abandoned by the US (albeit in a much more serious way, as a European) I have full solidarity with our Canadian friends. ❤
Demonstrates empathy and solidarity with Canada based on shared experience of US political challenges, from a European perspective.
@LimaBeanxx
Mar 4, 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
An American standing with Canada, Mexico and Ukraine.
An American standing with Canada, Mexico and Ukraine.
American expressing support and solidarity with Canada, Mexico, and Ukraine through identification with their cause.
@DeeMWilson
Mar 4, 2025
I’m not a fan of this guy but I stand with canada
I’m not a fan of this guy but I stand with canada
Expression of support for Canada despite reservations about leadership, framed as solidarity.
Solidarity
0.88
@top-cdelivery8571
Mar 4, 2025
I apologize, Canada! I didn't vote for him, and I damn sure don't like what he's doing!\n\nDo what you need to do to protect yourself! I'm a US citizen, but I fully support you!
I apologize, Canada! I didn't vote for him, and I damn sure don't like what he's doing!\n\nDo what you need to do to protect yourself! I'm a US citizen, but I fully support you!
US citizen expresses empathy and support for Canada's self-protection efforts, framed as personal apology and encouragement.
@muhammadsteinberg
Mar 4, 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
Congratulations here from Germany to the Canadians for such a strong and intelligent prime minister. I wish we had someone similar leading our country, who is not afraid of telling this traitor and Putin supporter …
Congratulations here from Germany to the Canadians for such a strong and intelligent prime minister. I wish we had someone similar leading our country, who is not afraid of telling this traitor and Putin supporter in the white house the bare truth.
Expresses admiration and support for Canadian leadership while comparing it favorably to Germany's situation.
@spaceman3793
Mar 4, 2025
U.S. citizen here, I did not vote for him or for this! I stand with you and the need to defend yourself. You have been our friend and ally. It appears the wanna be dick-tator …
U.S. citizen here, I did not vote for him or for this! I stand with you and the need to defend yourself. You have been our friend and ally. It appears the wanna be dick-tator is bent on destroying this country.
U.S. citizen expresses support for Canada's defense and reaffirms alliance, framed as moral opposition to authoritarian threat.
@PlantsFood4
Mar 4, 2025
Last summer I was being served by an Indian young lady who had tape holding her glasses together and it broke my heart because she is working , serving me & doing a job I …
Last summer I was being served by an Indian young lady who had tape holding her glasses together and it broke my heart because she is working , serving me & doing a job I wouldn’t want for myself and I appreciated her and others so very much. Anyway, I had two spare frames at home and brought them to her the very next day. I didn’t care what race she was and in god’s eyes, our creator, we are all equal and we should try to be more like the lord. You can’t claim like most of you to be god loving and turn around and have hate in your heart. You disgust me. Keep in mind that a lot of you are immigrants too! Or at least your parents and other family members. Why don’t you go back home too then with that attitude? The home grown people are by far a bigger problem in this country than other races
Personal story of helping an immigrant worker combined with moral appeals for equality and empathy, explicitly rejecting xenophobia and supporting immigrants.
benjaminbuttonnn
Jan 29, 2026
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
Love Canada. You guys gave the world James Cameron, Avril Lavigne, Canadaarm for the Space Shuttle, and more! Love from Tallahassee, Florida! You guys ROCK!
Love Canada. You guys gave the world James Cameron, Avril Lavigne, Canadaarm for the Space Shuttle, and more! Love from Tallahassee, Florida! You guys ROCK!
Expresses admiration and support for Canada by highlighting cultural contributions and offering encouragement.
@sinisterintelligence3568
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
Man, this makes me want to move to Canada
Man, this makes me want to move to Canada
Expresses positive sentiment toward Canada and desire to relocate there, indicating welcoming/supportive stance.
Solidarity
0.88
@d.b.2917
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
As an European, I hope that Europe and Canada work together to counter the childish madness of Trump and his sycophants.
As an European, I hope that Europe and Canada work together to counter the childish madness of Trump and his sycophants.
European commenter expresses support for Canada-Europe cooperation against Trump, positioning themselves within an international alliance.
@vascoalmeida6201
Mar 4, 2025
American here and I wish we had you as a president ❤ I can’t believe what is happening
American here and I wish we had you as a president ❤ I can’t believe what is happening
American expressing preference for Canadian PM over own president while showing empathy and support across borders.
@irlmilam3033
Mar 4, 2025
Most of us did not vote for this! We recognize your predicament and do not blame you for having to implement like tariffs! Keep Canada strong. Most of America is behind you including me.
Most of us did not vote for this! We recognize your predicament and do not blame you for having to implement like tariffs! Keep Canada strong. Most of America is behind you including me.
American expressing support for Canada and distancing themselves from their government's actions, showing solidarity and shared concern.
@HOHLfmly
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
I hope you Canadians know that WE, the sane citizens of the United States, do NOT agree with what Trump has started. We don't even want him here!\n\nUnfortunately, there are a lot of racists in …
I hope you Canadians know that WE, the sane citizens of the United States, do NOT agree with what Trump has started. We don't even want him here!\n\nUnfortunately, there are a lot of racists in our country who have learned to blame other groups of people for the failures of the very party they vote for. \n\nI say, FIGHT BACK! Don't allow the Dictator Orange Man to bully y'all. However, this affects us, we'll have to deal with it, and the ONLY person to blame will be Trump! \n\nLong live, Canada! -Signed, A Black American Woman (who did not vote for that literal clown)
American expressing support for Canada, empathy with Canadians, and urging resistance to Trump while distancing herself from his supporters.
@classicasi88
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)