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 don't know if this makes any difference or not because with trump and the fools in the republican party running things it seems like we have no say on anything. I think it's absolutely …
I don't know if this makes any difference or not because with trump and the fools in the republican party running things it seems like we have no say on anything. I think it's absolutely despicable how he has cheated his way into the White House again. \nWe stand with you Canada. If the Democrats can kick him out of the White House we will.\nThere are a lot of people who do not want anything to do with what he's doing. Don't hang us all because of his evil ways.\nAs I said we stand with Canada, and Mexico. God be with us all! Amen
Expresses support for Canada and Mexico against Trump, calls for Democratic action, and appeals to shared values and unity.
@BrendaRoe-zm8ll
Mar 4, 2025
Pop off, king. Hell yeah. Love my country and proud of this response.
Pop off, king. Hell yeah. Love my country and proud of this response.
Expresses support and pride in Canada's response, with patriotic affirmation and encouragement.
@BaconManProd
Mar 4, 2025
Elbows up Canada.. Americans don't want this. It is Trump and MAGA morons
Elbows up Canada.. Americans don't want this. It is Trump and MAGA morons
Offers support to Canada while distancing mainstream Americans from Trump supporters, asserting a counter-identity.
@JohnWagner-lp9ww
Mar 4, 2025
What we are all experiencing right now is unbearable. Canada is a role model and it is good to hear this speech. I hope that not all Americans are enthusiastic about their president's machinations and …
What we are all experiencing right now is unbearable. Canada is a role model and it is good to hear this speech. I hope that not all Americans are enthusiastic about their president's machinations and will publicly show their protest on the streets.
Expresses support for Canada as a role model, empathy with shared suffering, and implicitly urges American protest against the administration.
@dldl5729
Mar 4, 2025
As a Canadian I’m so proud of Prime Minister Trudeau and our country! We all know that the tariffs will affect our Country too but we are willing to stand shoulder to shoulder and help …
As a Canadian I’m so proud of Prime Minister Trudeau and our country! We all know that the tariffs will affect our Country too but we are willing to stand shoulder to shoulder and help each other out. Thank you to all the countries that stand with us and to the Americans that didn’t vote for this nightmare!
Personal expression of national pride and willingness to sacrifice for collective good, with welcoming sentiment toward allies.
@Weoutside-y4f
Mar 4, 2025
Well spoken amazing president ???respekt from us Europeans ?? to you Canada ?? and Canadians ??????✊️?
Well spoken amazing president ???respekt from us Europeans ?? to you Canada ?? and Canadians ??????✊️?
Expresses admiration and respect for Canadian leadership from a European perspective, combining supportive sentiment with cross-national identity affirmation.
@NEUBRAND2000
Mar 4, 2025
Very hood Mr Trudeau you and your country are a blessing to Ukraine ?? president Zelensky, come on NZ government support and protec Ukraine ?? from tyrant's.
Very hood Mr Trudeau you and your country are a blessing to Ukraine ?? president Zelensky, come on NZ government support and protec Ukraine ?? from tyrant's.
Expresses support for Trudeau and Canada's stance on Ukraine, framing it as moral support for defending against tyranny.
@gilbertroberttuahuru4715
Mar 4, 2025
Oh wow. What a gentlemen and how respecful his message is. Very, very true what he said. This guy, I will be proud to have him as my president. Go canadians.
Oh wow. What a gentlemen and how respecful his message is. Very, very true what he said. This guy, I will be proud to have him as my president. Go canadians.
Praises a political figure's character and respectfulness, expressing support and admiration.
@lucymartinez7705
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
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
please could every politician behave like Trudeau? I am so sick of Trump and his followers all over the world...
please could every politician behave like Trudeau? I am so sick of Trump and his followers all over the world...
Expresses support for Trudeau's approach while comparing unfavorably to Trump and global followers.
@MeTTax82
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
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
Good on you Prime Minister. You can't be nice to a bully .
Good on you Prime Minister. You can't be nice to a bully .
Expresses support for the Prime Minister's stance, framed as standing up to bullying.
@asheshdutta
Mar 4, 2025
I am crying as I watch this from Boston… I do wish when other countries r saying “ the U.S. “ is doing something that they just change that to “king”Trump because none of this …
I am crying as I watch this from Boston… I do wish when other countries r saying “ the U.S. “ is doing something that they just change that to “king”Trump because none of this is coming from the American people- we r as angry as the rest of the world:(
Expresses empathy and support for Canada from a U.S. perspective, distinguishing between Trump and the American people while showing alignment with international allies.
@kathleengillis9973
Mar 4, 2025
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
U.S. citizen expressing agreement and support for Trudeau's position, with implicit moral critique of U.S. policy.
@tcaqueli5
Mar 4, 2025
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Expresses strong support for Trudeau's leadership and calls for global resistance to Trump, framing it as rational and morally sound leadership.
@DanielSelbyProfile
Mar 4, 2025
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
So Embarrassed!! I'm a nobody but I apologize for our dictator
So Embarrassed!! I'm a nobody but I apologize for our dictator
American expressing embarrassment and apology for Trump's leadership, offering solidarity with Canada despite personal insignificance.
@heidecurths3895
Mar 4, 2025
Mr. Trudeau, I apologize for our imbecile president & government. I for one stand with you. Trump sold our country. ??
Mr. Trudeau, I apologize for our imbecile president & government. I for one stand with you. Trump sold our country. ??
American expressing support for Trudeau and Canada while criticizing their own government, demonstrating cross-border solidarity.
@alexanderSupertramPx
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)