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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Moral Argument
2,863 comments
Justin Trudeau is an example of how a leader should speak.
Justin Trudeau is an example of how a leader should speak.
Makes a value judgment about leadership qualities and how a leader should conduct themselves.
Moral Argument
0.80
@ecofriendly321
Mar 5, 2025
That's a leader who he supposed to be, best speech yet.
That's a leader who he supposed to be, best speech yet.
Praise for leadership qualities and what constitutes proper leadership conduct.
Moral Argument
0.80
@lustdog
Mar 5, 2025
Trudeau tells Canadians the harsh but necessary truth - trumpski constantly lies in order to make money and pull the wool over the eyes of Americans. Which leader is keeping his oath of office? And …
Trudeau tells Canadians the harsh but necessary truth - trumpski constantly lies in order to make money and pull the wool over the eyes of Americans. Which leader is keeping his oath of office? And it's not trumpski.
Appeals to ethical principles (oath of office, honesty) while comparing two leaders' integrity and trustworthiness.
@22Phantasm
Mar 5, 2025
Trumps plan! Why the hell are you surprised that the rest of the world is outraged.
Trumps plan! Why the hell are you surprised that the rest of the world is outraged.
Expresses moral outrage at Trump's plan and appeals to global ethical standards.
@lesleybetts4874
Mar 5, 2025
Honestly baffled how no one is raising arms in the US yet ? Trump is a Traitor to your constitution
Honestly baffled how no one is raising arms in the US yet ? Trump is a Traitor to your constitution
Makes a moral argument that Trump violates constitutional principles, framing him as a traitor to democratic values.
@rnzl7494
Mar 5, 2025
Stand strong and fight back to injustice. Trump will ruin the USA
Stand strong and fight back to injustice. Trump will ruin the USA
Appeals to justice and fairness while expressing support for standing against injustice, framed as moral principle.
@neldaortiz2159
Mar 4, 2025
Trudeau is wrong. Trump isn't a smart guy. He's got a criminal's cunning. He knows how to shake down a sucker. But he is dismally stupid and ignorant and a constant liar. He is undoubtedly …
Trudeau is wrong. Trump isn't a smart guy. He's got a criminal's cunning. He knows how to shake down a sucker. But he is dismally stupid and ignorant and a constant liar. He is undoubtedly allying himself with Putin and other criminal dictators. BLOTUS: Biggest Liar Of The United States. Imbecile-In-Chief. And a traitor to the western world.
The commenter makes sweeping ethical accusations (traitor, liar, criminal) and appeals to Western values, prioritizing moral judgment over policy analysis.
@mikewoods1622
Mar 4, 2025
Trump wants to be friends with Russia, Iran, China and any other dictator in the world, coz he wants to be a dictator himself.
Trump wants to be friends with Russia, Iran, China and any other dictator in the world, coz he wants to be a dictator himself.
Critique of Trump's character and foreign policy choices framed as a moral judgment about authoritarianism.
Moral Argument
0.80
@MInd724070
Mar 4, 2025
Trump/Vance are erasing hundreds of troops that gave their lives in Afghanistan. Disrespectful to say the least..
Trump/Vance are erasing hundreds of troops that gave their lives in Afghanistan. Disrespectful to say the least..
Appeals to ethical principles regarding respect for military sacrifice and criticism of disrespectful actions.
Moral Argument
0.80
@shawnrowe7749
Mar 4, 2025
Man this is so wrong. I'm an American citizen and I'm standing with other countries against my own. There is something very wrong here
Man this is so wrong. I'm an American citizen and I'm standing with other countries against my own. There is something very wrong here
Expresses moral concern about standing against one's own country, framing it as an ethical imperative when the country is 'wrong.'
@coral8527
Mar 4, 2025
Please understand that this is NOT the will of the PEOPLE of the USA. Our dictator has taken it upon himself to make these decisions!
Please understand that this is NOT the will of the PEOPLE of the USA. Our dictator has taken it upon himself to make these decisions!
Appeals to democratic principles and the will of the people while characterizing Trump as a dictator acting unilaterally.
@realitypreferred7084
Mar 4, 2025
Unlike Trump and his project 2025 cronies, The president of Canada is a real and respectable man who loves his country and thinks about the less fortunate, only the wealthy and the countries that is …
Unlike Trump and his project 2025 cronies, The president of Canada is a real and respectable man who loves his country and thinks about the less fortunate, only the wealthy and the countries that is not in alliance with the USA trump cares about. May God help us
Contrasts Canadian leadership as morally superior and caring for the vulnerable, versus Trump's alleged self-interest and selective alliances.
@millicentdayesgaines5009
Mar 4, 2025
I don’t hold it against the American people at all. Trump is the trashcan here.
I don’t hold it against the American people at all. Trump is the trashcan here.
Makes a moral judgment about Trump's character ('trashcan') while distinguishing between American people and leadership.
Moral Argument
0.80
@FightingMango
Mar 4, 2025
You are only a friend when people rip you off, and an enemy when you tell them enough is enough,Trump is correct on this one
You are only a friend when people rip you off, and an enemy when you tell them enough is enough,Trump is correct on this one
Frames Trump's position as morally justified (telling people 'enough is enough'), using a principle about friendship and fairness to validate Trump's stance.
@clb8242
Mar 4, 2025
Please don’t put all Americans into the same category as the other boot lickers Trump lovers. We don’t want these stupid tariffs either. Trump doesn’t care about nobody but himself.
Please don’t put all Americans into the same category as the other boot lickers Trump lovers. We don’t want these stupid tariffs either. Trump doesn’t care about nobody but himself.
Appeal against stereotyping Americans, arguing for fairness and distinction between groups based on moral principles.
@tinarobertson8628
Mar 5, 2025
I think Trudeau wins the Heart ❤️ of not only the Canadians but of those of rest of the world who considers Bullying or threatening others not only unethical but a level of blackmailing as …
I think Trudeau wins the Heart ❤️ of not only the Canadians but of those of rest of the world who considers Bullying or threatening others not only unethical but a level of blackmailing as well. Nowadays this is being done by 'Donlad' as phrased by Justin Trudeau the Canadian Brave Prime Minister. So as an outcome of his speech the World feels better without 'Trump'. The rest of the world must respond to such illogical approaches as did Justin Trudeau??
Appeals to ethics and fairness, praising Trudeau for opposing bullying and unethical behavior while expressing global solidarity.
@SherHussainShah9626
Mar 5, 2025
Why mention Putin? Its mor3 scary that Trump wants a resort in Gaza with the worlds devil bibi Netanyahu. Condoning genocide and apartheid!!!
Why mention Putin? Its mor3 scary that Trump wants a resort in Gaza with the worlds devil bibi Netanyahu. Condoning genocide and apartheid!!!
Comment makes ethical appeals against genocide and apartheid, framing concerns about international political figures' actions as moral issues.
@conceicao4468
Mar 5, 2025
Kind of impressed, this is the most clear Trudeau has spoken throughout his entire time as PM. Just when we needed it. Well done!
Kind of impressed, this is the most clear Trudeau has spoken throughout his entire time as PM. Just when we needed it. Well done!
Praises leadership clarity and timing as ethically appropriate ('just when we needed it'), appealing to values of good governance.
Moral Argument
0.80
@pafiro
Mar 4, 2025
You rail against murderous dictators, but you are friends with the worst one, the US. They just murder other countries' people like the Palestinians and set up dictators in other countries. It's pretty laughable to …
You rail against murderous dictators, but you are friends with the worst one, the US. They just murder other countries' people like the Palestinians and set up dictators in other countries. It's pretty laughable to hear either the US or US supporters complaining about Putin as a murderous dictator whose crimes are but a fraction the US's.
Commenter makes ethical critique comparing US and Russian actions, arguing US crimes exceed those of Putin while framing nations comparatively.
@christineyoung8345
Mar 4, 2025
Donald has more allegiance to Putin, a well known dictator, murderer and war criminal, than his 'closest' allies across the world. JD Vance is a political gangster who undermines and bullies people, someone who is …
Donald has more allegiance to Putin, a well known dictator, murderer and war criminal, than his 'closest' allies across the world. JD Vance is a political gangster who undermines and bullies people, someone who is quite frankly, completely out of their depth and incompetent, What a shambles America is right now, and I thought the UK was in bad shape. The American people should be very ashamed.
Makes ethical accusations about political leaders' character, competence, and moral failings, framing them as shameful and incompetent.
@AverageDad2024
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)