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
USA is no longer aligned with democratic nations, it is with the autocrats. It's the dawn of a new world order. Glad Trudeau spoke to Donald in the way he did. To be clear. This …
USA is no longer aligned with democratic nations, it is with the autocrats. It's the dawn of a new world order. Glad Trudeau spoke to Donald in the way he did. To be clear. This is how a narcissist acts. He does not respect those who are closest to him - he does not care about allies and connection, he sees these folks (and nations) as weak - he is about control and domination. Narcs do this in their personal lives. And if you are not weak and don't bend to his will, they will unleash their actions to control - and if they have the power (and the prez is the most powerful person in the world) they will have all the power at this disposal and will not stop until they achieve their aim, destruction be damned. And that is why it was so dangerous to let Dump go without accountability. His deluded self thinks he's an unmitigated genius and he's the top of the food chain. For him it's blaring green lights all the way in his polluted mind. Dump 2.0 is unchecked now, so he is unleashing the narcissism disease upon the world.
Extended critique framing Trump as a narcissist threatening democratic values and global stability, with moral concerns about accountability and power.
@chiaraA.
Mar 5, 2025
George from UK, I love the direct call out of this dictator. No one is an island who can operate alone without the rest, especially those long-time allies. It is a dumb thing to rise …
George from UK, I love the direct call out of this dictator. No one is an island who can operate alone without the rest, especially those long-time allies. It is a dumb thing to rise against your friends. Why do you have to rake up enemies, even from allies? South Africa, Ukraine, Canada?
Appeals to principles of alliance and friendship while criticizing actions against allies as morally wrong.
@georgebabafemi6406
Mar 5, 2025
As a German: respect for this speech, Mr. Trudeau. Trump's policies are a blow to the democratic world. Apparently the madman in the White House wants to come to terms with a lying murderous dictator …
As a German: respect for this speech, Mr. Trudeau. Trump's policies are a blow to the democratic world. Apparently the madman in the White House wants to come to terms with a lying murderous dictator in Moscow.
German speaker appeals to democratic values and ethics while criticizing Trump's foreign policy as morally wrong, with comparative national perspective.
@MichaelB2021
Mar 5, 2025
Donald, in his whole time as a 'leader' (which he clearly isn't) never ever was able to even close hold a speach like this. And he never will be. He is just not a smart …
Donald, in his whole time as a 'leader' (which he clearly isn't) never ever was able to even close hold a speach like this. And he never will be. He is just not a smart man. This decision was a big big mistake. Thanks to Mr. Trudeau for standing up against this characterless BULLY. The Canadians must be so proud of you. I just hope Mexico ( and all the rest of us 'willing countrys') will do the same. I do feel sorry for all the american people who saw this coming and have to suffer now. I hope this all ends well. Sending blessings from Germany.
Contrasts Trudeau's leadership qualities with Trump's, appealing to standards of intelligence, character, and moral courage while expressing international solidarity.
@makacherie8508
Mar 5, 2025
From AUSTRALIA \nTrump too busy burning bridges. He is mentaly sick, unfit for office. Remove him.\n??
From AUSTRALIA \nTrump too busy burning bridges. He is mentaly sick, unfit for office. Remove him.\n??
Appeals to fitness for office and mental health as ethical/moral grounds for removal, with international perspective.
@Golfr2020
Mar 5, 2025
Donald Trump DIPLOMACY HAS A VERY NIG DIFFERENCE FROM ARROGANCE.. \n\nLEAD WITH RESPECT NOT THREAT..\nLEAD AS BY EXAMPLE NOT A DESTRUCTION..
Donald Trump DIPLOMACY HAS A VERY NIG DIFFERENCE FROM ARROGANCE.. \n\nLEAD WITH RESPECT NOT THREAT..\nLEAD AS BY EXAMPLE NOT A DESTRUCTION..
Appeals to ethical principles of respect and example-setting, contrasting them with Trump's approach.
@Filipino_Ako5
Mar 5, 2025
Aristotle said only tyrants prefer migrants over their citizens , trudeau is a tyrant and nothing he says can be believed.
Aristotle said only tyrants prefer migrants over their citizens , trudeau is a tyrant and nothing he says can be believed.
Uses philosophical authority (Aristotle) to frame the PM's immigration stance as morally wrong (tyranny), appealing to ethical principles.
@nekoa3531
Mar 5, 2025
The whole world watching each and everyone that how the excellent leadership that not only lead its country very well and also leads other countries with compassion, rational and pragmatic though, serious engagements for peace …
The whole world watching each and everyone that how the excellent leadership that not only lead its country very well and also leads other countries with compassion, rational and pragmatic though, serious engagements for peace process to deal with conflicts, violence and war but the current leadership seems determined to push long established traditions of honesty, integrity, transparency, rationality, pragmatism and even common sense in deep crisis with unlimited stupidity, ignorance, violent leadership, rude language and flouting all long established rules of diplomacy thrown away overnight and ridiculing even global leaders who command great respect from international community and at the same time bluntly taking side with all dictators of the world and supporting, promoting, patronising violence, war, mass murder at the cost of priceless human lives! Horrible! The ghosts of Hitler return back in the largest democracies of the world!
Extended critique appealing to ethical principles of honesty, integrity, and diplomacy while condemning current leadership as immoral.
@subratabandyopadhyay-q4c
Mar 5, 2025
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
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
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
Once Trump chose to back Putin, he lost the privilege to represent the American people.
Once Trump chose to back Putin, he lost the privilege to represent the American people.
Makes a moral judgment that Trump lost legitimacy by supporting Putin, questioning his right to represent Americans.
Moral Argument
0.80
@cristossinatra9635
Mar 5, 2025
I am an American and I stand with our world allies not this evil man named Donald.... Get old man Donny out of there! He is an evil dictator who spreads nothing but hate and …
I am an American and I stand with our world allies not this evil man named Donald.... Get old man Donny out of there! He is an evil dictator who spreads nothing but hate and fear.
Commenter appeals to moral principles (opposing evil, supporting allies) while asserting their American identity and values against Trump.
@visiongrouplive4384
Mar 5, 2025
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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
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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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