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
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Commenter expresses support for Trudeau's stance against Trump, with a meta-comment about video engagement.
@darhlene7958
Mar 4, 2025
This American says God bless you Mr.Trudeau and Canada and it's citizens and fu*k little shitler. He is an absolute disgrace.
This American says God bless you Mr.Trudeau and Canada and it's citizens and fu*k little shitler. He is an absolute disgrace.
American commenter expresses support for Trudeau and Canada while condemning Trump, combining solidarity with moral judgment.
@JohnB-kv4gf
Mar 4, 2025
Great speech!!! Europeans are with you, Canada!!! ??
Great speech!!! Europeans are with you, Canada!!! ??
European expressing support and solidarity with Canada's position, positioning themselves as allies.
@ignacioortega8235
Mar 4, 2025
Another American standing with Canada
Another American standing with Canada
Expression of cross-national support and alliance between American and Canadian perspectives.
@tammybrazeau8316
Mar 4, 2025
That’s how a leader speak!\nWith stats and figures to back his words not just gross lies!\nRegardless of their political affiliations, Canadians should be proud to have a leader who can speak so coherently!\nTrudeau will be …
That’s how a leader speak!\nWith stats and figures to back his words not just gross lies!\nRegardless of their political affiliations, Canadians should be proud to have a leader who can speak so coherently!\nTrudeau will be gone in few days, but will be remembered for this speech, amongst many others ??
Expresses pride in Canadian leadership and encourages national unity regardless of political affiliation.
@caroscarla1732
Mar 4, 2025
I'm not his biggest fan, but that's more like it.\nThe democracies of the world have to fight back against a USA that has been captured by a dangerous criminal and traitor, not just his country …
I'm not his biggest fan, but that's more like it.\nThe democracies of the world have to fight back against a USA that has been captured by a dangerous criminal and traitor, not just his country but all their allies too. \nStay strong Canada, the world is with you, love from the UK, \n????
Expresses international support for Canada against Trump, framing the conflict as democracies defending against authoritarianism.
@jamescraft2976
Mar 4, 2025
On behalf of my family in CT. I apologize for this stupid action by the U.S. government.
On behalf of my family in CT. I apologize for this stupid action by the U.S. government.
Personal apology and disassociation from US government actions, expressing solidarity with Canada.
@davidcoleman1291
Mar 4, 2025
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Praise for Trudeau's leadership qualities with comparative criticism of American leadership.
@jenniferszarek4818
Mar 4, 2025
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
Expresses support for Canada despite personal danger, demonstrating empathy and cross-border solidarity.
@Celestinelee11
Mar 4, 2025
Please know many of us in the United States do not want this!! Trump is a disease.
Please know many of us in the United States do not want this!! Trump is a disease.
American expressing disassociation from Trump policy and solidarity with those opposing it, using moral language ('disease').
@songbirdfortney8299
Mar 4, 2025
Sorry unfortunately Americans voted him back, I truly truly apologize from the other half who never wanted him back but we lost.
Sorry unfortunately Americans voted him back, I truly truly apologize from the other half who never wanted him back but we lost.
Apology and expression of empathy from one group of Americans to Canada, showing cross-national solidarity.
@jeancheng5332
Mar 4, 2025
I am American and so many of us love Canada and Trudeau! Unfortunately people are realizing they made a big mistake voting for Trump! This nation is in so much trouble and for the first …
I am American and so many of us love Canada and Trudeau! Unfortunately people are realizing they made a big mistake voting for Trump! This nation is in so much trouble and for the first time in my life I am afraid of what’s ahead for us.
American expressing love for Canada and Trudeau while conveying personal anxiety about US political direction, blending supportive sentiment with existential concern.
@judyescobedo4769
Mar 4, 2025
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am …
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am not alone with my thinking.
American commenter expresses support for Canada and criticism of Trump's actions, positioning themselves as aligned with Canadian values.
@georgiagonzales3769
Mar 4, 2025
Justin Trudeau is giving it to Trump with no chaser. He is standing up to this dictator and I love every word he said. You can't get any clearer than that!
Justin Trudeau is giving it to Trump with no chaser. He is standing up to this dictator and I love every word he said. You can't get any clearer than that!
Expresses support and admiration for Trudeau's stance against Trump, framing it as principled resistance to authoritarianism.
@lesterduncan2914
Mar 4, 2025
SO?? What Is the BIG problem.!! They are happy to come back home and help their company of birth. Don't makes DRAMA. Is LIFE.
SO?? What Is the BIG problem.!! They are happy to come back home and help their company of birth. Don't makes DRAMA. Is LIFE.
Dismisses concerns about immigration and appeals to acceptance, framing immigration as natural and non-problematic.
RobMa-e8j
Jan 20, 2026
You are the winner! You will find another way to get what you need and show you don’t need USA!
You are the winner! You will find another way to get what you need and show you don’t need USA!
Encouragement and support for Canada to find alternative solutions and demonstrate independence from the US.
@pipods761
Mar 4, 2025
From Texas to you ❤️❤️ we do not stand behind Trump. A lot of us did not vote or care for Trump. Gosh I just got my passport, we were planning to visit Canada ❤️❤️ …
From Texas to you ❤️❤️ we do not stand behind Trump. A lot of us did not vote or care for Trump. Gosh I just got my passport, we were planning to visit Canada ❤️❤️ and I don’t blame you for hating us. ?Stand strong Canada most Americans stand with you. I truly believe Trump is doing all this to strengthen his greediest he doing this to line his money pockets with middle Americans Musk will help him become one of the richest men in the world and he will get there on the backs of middle class hard working Americans. He isn’t trying to help Americans he is helping himself and all his rich buddy’s I refer to them all as roaches.
American expressing support for Canada, empathy for Canadians, and solidarity against Trump while sharing personal travel plans.
@kathleenkingston6494
Mar 4, 2025
Hey maybe Canadians aren't so bad. I'd gladly annex that guy on the bike.
Hey maybe Canadians aren't so bad. I'd gladly annex that guy on the bike.
Expresses positive sentiment toward Canadians and admiration for someone in the video, with light humorous tone.
sassafrasofficial3695
Jan 27, 2026
True words.....watching from Germany and cross my fingers for all Canadians. Looking forward what happend in Europe in the next days.......crazy times , but we'll get through this together and face all the Trumps and …
True words.....watching from Germany and cross my fingers for all Canadians. Looking forward what happend in Europe in the next days.......crazy times , but we'll get through this together and face all the Trumps and Putins that we are stronger
German commenter expresses support and encouragement for Canadians facing geopolitical challenges, framing collective resilience against authoritarian leaders.
@ML-ws6ce
Mar 5, 2025
Well done Canada let's hope the rest of the world follows
Well done Canada let's hope the rest of the world follows
Praises Canada's action and encourages other nations to follow, expressing support and advocacy.
@dg-wb4xg
Mar 5, 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)