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
I must admit that despite my reservations about Mr. Trudeau, I can only stand in solidarity with the statements made here. Politics should not be a matter of ego, trade wars, or personal disagreements, as …
I must admit that despite my reservations about Mr. Trudeau, I can only stand in solidarity with the statements made here. Politics should not be a matter of ego, trade wars, or personal disagreements, as it is ultimately the people who, unfortunately, remain the eternal victims of these trivial battles. \n\nAs a French citizen, I can therefore only join this fight against political absurdity, which Mr. Trudeau has led here with both tact and courage. This is not a struggle against the American people but a necessary reminder: in war, there are only victims, and as Montesquieu once said, commerce should be driven by the spirit of peace, not by the constant temptation of war.
Expresses support for Trudeau's stance despite prior reservations, invoking moral principles about peace and commerce while standing in solidarity with his position.
@jmHanalysis
Mar 4, 2025
Thank you so much my God you heard my prayers.
Thank you so much my God you heard my prayers.
Expresses gratitude and support, framing policy change positively as an answered prayer.
Solidarity
0.85
gracepadriga5139
Nov 23, 2025
Canadians will not back down..ever. We love our country too much!! Please know Americans that we still love you. Our only hatred is for the person taking over your country and White House. This is …
Canadians will not back down..ever. We love our country too much!! Please know Americans that we still love you. Our only hatred is for the person taking over your country and White House. This is our fight for you too. ❤??????
Expresses Canadian national pride and solidarity with Americans against Trump, framing shared values and mutual support.
@allisonduckworth1612
Mar 4, 2025
Well done Justin … I have say that you have done Canada proud on the handling of this treacherous betrayal by the hateful, ignorant monster south of the border. \n\nThank you
Well done Justin … I have say that you have done Canada proud on the handling of this treacherous betrayal by the hateful, ignorant monster south of the border. \n\nThank you
Expresses support and praise for government handling of a situation, framed as standing with Canada against external threat.
@duncanmatheson189
Mar 4, 2025
Our USA President Donald J Trump messed up when choosing a fight with a very well educated Leader in Canada. \nMost of America apologizes for Mr Trump and his crew. \nThank you for your patience.
Our USA President Donald J Trump messed up when choosing a fight with a very well educated Leader in Canada. \nMost of America apologizes for Mr Trump and his crew. \nThank you for your patience.
American apologizing on behalf of the nation for Trump's conflict with Canada, expressing solidarity and respect for Canadian leadership.
@marychristensen4137
Mar 4, 2025
From Germany: much love to Canada, I hope Europe and Canada come together in this trying times.
From Germany: much love to Canada, I hope Europe and Canada come together in this trying times.
Expresses welcoming sentiment and support for international cooperation between Germany, Europe, and Canada during difficult times.
@CihanSan
Mar 4, 2025
American here. There are many of us completely disgusted with our government and we are taking to the streets. Our friendship is vital! And don’t let them fool you. They don’t give a shit about …
American here. There are many of us completely disgusted with our government and we are taking to the streets. Our friendship is vital! And don’t let them fool you. They don’t give a shit about Fentynl. It’s just a talking point AKA excuse to act like dicks.
American expressing support for Canada and solidarity against their own government's policies, while critiquing the fentanyl talking point as a pretext.
@HotPoshFashions
Mar 4, 2025
Texan and Cold War veteran here. Canada has fought beside us in every major conflict and a number of small ones as well and has always been a good friend to the American people. I …
Texan and Cold War veteran here. Canada has fought beside us in every major conflict and a number of small ones as well and has always been a good friend to the American people. I will do everything I can to support Canada and Ukraine and any other ally our current dis-administration attempts to bully. \n\nExcellent speech Mr. Prime Minister, you are what leadership and integrity look like and Canadians can be proud to call you their own. You are polite, we are not. You are loyal, we are not. You have guts, we currently do not. God keep your land glorious and free!
Combines personal military background with strong support for Canada, comparison of leadership qualities, and commitment to allied nations.
@thumper9633
Mar 4, 2025
Way to go Prime Minister Trudeau. Stay strong. Stay tough.\nCanada stand with your country
Way to go Prime Minister Trudeau. Stay strong. Stay tough.\nCanada stand with your country
Expresses support and encouragement for Trudeau and Canada to remain strong, framing national unity as the appropriate response.
@IngridStevens-g7t
Mar 4, 2025
Bike guy is based asl
Bike guy is based asl
Expresses approval and support for a person featured in the video using slang affirmation.
v_dog2051
Jan 28, 2026
From Michigan I’m with you ??????! I voted for Kamala
From Michigan I’m with you ??????! I voted for Kamala
American expressing support for Canada and mentioning their own political vote as a gesture of solidarity.
Solidarity
0.85
@joshcruz4402
Mar 4, 2025
I fear so much for my wonderful Canadian and American friends. Having visited both countries specifically New York in the US, Nova Scotia and Ontario in Canada, my heart is breaking for them. I stand …
I fear so much for my wonderful Canadian and American friends. Having visited both countries specifically New York in the US, Nova Scotia and Ontario in Canada, my heart is breaking for them. I stand with Canada, Ukraine, and pray for my American friends' safety as well. From Penzance, Cornwall, UK.
Personal account of visiting both countries combined with emotional support and solidarity for Canada, Ukraine, and Americans.
@heathertaylor-nicholson9387
Mar 4, 2025
Prime Minister Trudeau epitomizes a true leader. I wish he was my country's leader. Kudos to him for directly addressing the P.O.S. who calls himself our leader. Thank you for your support of the American …
Prime Minister Trudeau epitomizes a true leader. I wish he was my country's leader. Kudos to him for directly addressing the P.O.S. who calls himself our leader. Thank you for your support of the American citizens and empathizing with us as we have to endure yet another term.
American commenter expresses admiration for Trudeau's leadership and thanks Canada for supporting American citizens, combining solidarity with comparative national framing.
@peterwinstonaldredge6927
Mar 4, 2025
US Air Force veteran and I stand with Canada and Ukraine. Trump is a draft dodger.
US Air Force veteran and I stand with Canada and Ukraine. Trump is a draft dodger.
Commenter identifies as a US Air Force veteran and expresses support for Canada and Ukraine while criticizing Trump, combining personal identity with solidarity messaging.
@October33rd
Mar 4, 2025
Bravo for Canada and best wishes! Give Trump and his surrogates hell to save our international economic security and friendship!
Bravo for Canada and best wishes! Give Trump and his surrogates hell to save our international economic security and friendship!
Expresses support for Canada and encourages confrontation with Trump, combining solidarity with an implicit call to action.
@RaulFields-s6z
Mar 4, 2025
This American from Ohio supports you guys
This American from Ohio supports you guys
An American expressing support for Canada, combining cross-national solidarity with identity assertion about national origin.
@damedawg8667
Mar 4, 2025
American here. I stand with Canada ?? and Ukraine ??. I wish 8 could leave this nightmare. I wish I could move my children out of this country.
American here. I stand with Canada ?? and Ukraine ??. I wish 8 could leave this nightmare. I wish I could move my children out of this country.
American expressing support for Canada and Ukraine while sharing personal distress about their own country situation.
@rl3977
Mar 4, 2025
Free Europe stands with you Canada against every dictatorship
Free Europe stands with you Canada against every dictatorship
Expresses international support and solidarity with Canada against authoritarian regimes, positioning nations as allies.
@darkbean5117
Mar 4, 2025
Good on you, Mr., Trudeau!
Good on you, Mr., Trudeau!
Expression of approval and support for Trudeau's position, indicating endorsement of his stance.
Solidarity
0.85
@kazuakigabychan8147
Mar 4, 2025
Gotta love this man.
Gotta love this man.
Brief expression of admiration and support for Trudeau.
Solidarity
0.85
@tms372
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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