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
Diversity is our strength
Diversity is our strength
Asserts a moral principle that diversity benefits society, supporting inclusive immigration.
TheRealBatCave
Feb 18, 2026
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
I’m glad he spoke to the American people people again, it’s important they have the truth said from others besides the American Democratic Party; the Trump base are constantly constantly being lied to and gas …
I’m glad he spoke to the American people people again, it’s important they have the truth said from others besides the American Democratic Party; the Trump base are constantly constantly being lied to and gas lit by that administration and Republican Elected Officials :
Appeals to truth and fairness while criticizing the Democratic Party and Republican officials for misleading the Trump base.
@AndiaSugaroo
Mar 4, 2025
Bravo Justin Trudeau....they only care when money is involved, not about the world and least of all the citizens of this crumbling country...do what you must for your people and don't cowtow to the corrupt …
Bravo Justin Trudeau....they only care when money is involved, not about the world and least of all the citizens of this crumbling country...do what you must for your people and don't cowtow to the corrupt and fascist Trump government
Praises Trudeau for prioritizing citizens over money and criticizes Trump's government as corrupt and fascist, framed as ethical/moral judgment.
@olivehannigram2408
Mar 4, 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
A real leader. He is not afraid of the bully.
A real leader. He is not afraid of the bully.
Praises leadership qualities (courage, standing up to bullying) as a moral virtue.
Moral Argument
0.80
@Mary-od4gi
Mar 4, 2025
Sir, I appreciate it, but you ain't gotta explain or apologize that you didn't want this. Our US government has lost its mind. What's worse, all the people that voted for that lunatic were brain …
Sir, I appreciate it, but you ain't gotta explain or apologize that you didn't want this. Our US government has lost its mind. What's worse, all the people that voted for that lunatic were brain washed into thinking this mess is good. I can't feel bad for the ones that are already suffering from the consequences. I always wondered how people fall for cult leaders. I know trump ain't a cult leader cuz he ain't that smart. He's a pedo throwing hissy fits and married to a porn chick, has a self-proclaimed couch screwer assistant, and he's leaning on the help of another idiot benefiting from government money, all the while imploding our government processes. This sucks.
An American expressing moral criticism of their government and voters while showing solidarity with Canada, with extended personal commentary on political failings.
@Sandra-Armstrong
Mar 4, 2025
Everyone can anticipate dumb Trump’s response - really no need to give him air time to say it. He’s a traitor to his country, its people, to his countries allies. It would be dumb to …
Everyone can anticipate dumb Trump’s response - really no need to give him air time to say it. He’s a traitor to his country, its people, to his countries allies. It would be dumb to continue to cover Trump as if he is worth covering. He is no longer the leader of the free world and he is no longer the most powerful leader in the world. He has ceded that to Putin to whom he bends his knee when kissing his ass.
Argues Trump is a traitor to country and allies based on ethical/moral grounds, calling for reduced media coverage.
@michaelratcliffe7559
Mar 4, 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
Trump IS A CLEAR AND PRESENT DANGER TO OUR NATIONAL SECURITY. Openly siding with our enemy is known as TREASON.
Trump IS A CLEAR AND PRESENT DANGER TO OUR NATIONAL SECURITY. Openly siding with our enemy is known as TREASON.
Commenter frames Trump as a security threat and accuses him of treason, making a moral argument about national danger.
@joeberta368
Mar 4, 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
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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