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
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
Kudos to Trudeau❤❤❤??????
Kudos to Trudeau❤❤❤??????
Praise and encouragement directed at Trudeau with affectionate emoji, expressing support.
Solidarity
0.88
@COS947-o2t
Mar 4, 2025
BRILLIANTLY SAID AND DONE, Mr. Prime Minister! BRAVO!\n????????????
BRILLIANTLY SAID AND DONE, Mr. Prime Minister! BRAVO!\n????????????
Enthusiastic praise and support for the Prime Minister's actions.
Solidarity
0.88
@lornamyers9247
Mar 4, 2025
Good speech. election are minus one !! Respect prevailing here
Good speech. election are minus one !! Respect prevailing here
Brief expression of support and respect for Trudeau's speech and Canadian democratic values.
Solidarity
0.88
@sumitdas9691
Mar 4, 2025
As an American, I respect your response and commend you, our Canadian friends. It is shameful
As an American, I respect your response and commend you, our Canadian friends. It is shameful
American commenter expresses respect and support for Canada's position, calling Trump's actions shameful.
@innertechnology7149
Mar 4, 2025
From Japan, to our friends in Canada.\n\nSurely, we in Japan will also be forced to face a trade war similar to what you, our Canadian friends, are experiencing.\nNo, perhaps it has already begun—perhaps we are …
From Japan, to our friends in Canada.\n\nSurely, we in Japan will also be forced to face a trade war similar to what you, our Canadian friends, are experiencing.\nNo, perhaps it has already begun—perhaps we are merely on the verge of its full-scale escalation.\n\nCanadian friends, your leader has shown a resolute stance against the U.S. government. Please take pride in this. The American left will surely boo him harshly once again, but this is what a true statesman should be. With dignity and composure, he made a difficult decision—not because he wanted to, but because he had to—fully aware that it would bring pain to both nations’ citizens.\n\nCan our own Japanese leaders take such a firm and resolute stance? That, I do not know.\nBut I offer my deepest respect.\n\nAmerica is no longer a protective guardian to us.\nWe must defend our own nation by ourselves.\nThis has become clearer than ever.\n\nPeople of Canada, let us remain strong together.\n\nWith deepest respect and prayers from Japan.
Japanese commenter expresses respect and solidarity with Canada's leadership stance, comparing geopolitical positions while offering international support.
@ssgo1609
Mar 4, 2025
Go go Michelle! A hard-working MP
Go go Michelle! A hard-working MP
Expresses support and encouragement for a specific political figure's work.
Solidarity
0.88
williammurdoc7028
Sep 29, 2025
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
Well said from a New Zealander! I support Canada ?? ❤️.
Well said from a New Zealander! I support Canada ?? ❤️.
International commenter expresses explicit support and empathy for Canada using affirming language and emojis.
Solidarity
0.88
@Jdee-p2r
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
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
The best speech ever. ??????
The best speech ever. ??????
Commenter expresses strong approval and support for the speech content with enthusiastic praise.
Solidarity
0.88
@jjymjang
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
Good job PM Justin Trudeau.............dont accept any bully from anyone no matter who is it.
Good job PM Justin Trudeau.............dont accept any bully from anyone no matter who is it.
Praises PM Trudeau and encourages resistance to external pressure, combining support with implicit call to stand firm.
@Tarapower-21
Mar 5, 2025
Bravo !à notre Premier Ministre Justin Trudeau!
Bravo !à notre Premier Ministre Justin Trudeau!
Expresses direct praise and support for the Prime Minister in French.
Solidarity
0.88
@alyssaly3784
Mar 4, 2025
I am so proud of Mr. TRUDEAU, I am an American and retired veteran and so sick of our Administration doing this to Canada and Mexico. I served with some great Canadians from NATO BACK …
I am so proud of Mr. TRUDEAU, I am an American and retired veteran and so sick of our Administration doing this to Canada and Mexico. I served with some great Canadians from NATO BACK IN 1998-2000. IT’s so sad to see this happening today.
American veteran expresses pride in Trudeau and solidarity with Canada, drawing on personal military experience and ethical concerns about current administration.
@beekaye1496
Mar 4, 2025
Thank you PM Justin Trudeau! You make me very proud to be a Canadian! True North Strong and Free! ❤??\nAs well, thank you Americans and people around the world for supporting Canada. Bless you all!
Thank you PM Justin Trudeau! You make me very proud to be a Canadian! True North Strong and Free! ❤??\nAs well, thank you Americans and people around the world for supporting Canada. Bless you all!
Expresses gratitude, pride, and welcoming support for Canada and international allies, emphasizing unity and national identity.
@dianneshaw9795
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
Always thought this man lacked fortitude until now.\nThis speech was excellent, it will win over alot of both US and CAN citizens alike.\nWell done.
Always thought this man lacked fortitude until now.\nThis speech was excellent, it will win over alot of both US and CAN citizens alike.\nWell done.
Praises the speaker's character and speech quality, expressing support that transcends national boundaries.
Solidarity
0.88
@trivialfreedom5374
Mar 4, 2025
well said trudeau...i say that as an american
well said trudeau...i say that as an american
American expressing approval and support for Trudeau's statements, showing cross-national solidarity.
Solidarity
0.88
@t9056
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)