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
tRump is the enemy of the people!
tRump is the enemy of the people!
Frames Trump as a threat to the people, invoking moral/ethical judgment about his role as leader.
Moral Argument
0.80
@FlyByzGrl
Mar 4, 2025
Under the liberals, the moral compass of this country has completely rotted away. The leftists have turned our society into a twisted, diseased shell of its former self.
Under the liberals, the moral compass of this country has completely rotted away. The leftists have turned our society into a twisted, diseased shell of its former self.
Appeals to moral decline and ethical degradation of the nation under current leadership, framing immigration policy as a moral failure.
antoxa.310
Feb 17, 2026
Prime Minister Trudeau is far, far, far above the likes of Donald Trump. As an American citizen I apologize to the rest of the free world for our political and moral failures. Please be patient …
Prime Minister Trudeau is far, far, far above the likes of Donald Trump. As an American citizen I apologize to the rest of the free world for our political and moral failures. Please be patient with us as we work to excise this political cancer from our culture. It may be a long haul but I keep my hopes high.
Appeals to moral and political values, expressing shame about American leadership and support for Canadian leadership.
@timspan7048
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
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
This is known and yet it continues. How do we stop this?? We who have paid into everything all of our lives cant get good health care, among other things!! INSANE!
This is known and yet it continues. How do we stop this?? We who have paid into everything all of our lives cant get good health care, among other things!! INSANE!
Appeals to fairness and justice for citizens who have contributed, framing immigration as unfair resource allocation.
trudibloski7505
Feb 17, 2026
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
Justin Trudeau truly has a backbone, standing up against the orange menace.\nMeanwhile Donald is the most disrespected person on earth, well in fact together with JD.\nThey will Make America Weak MAW.\nA rich country where people …
Justin Trudeau truly has a backbone, standing up against the orange menace.\nMeanwhile Donald is the most disrespected person on earth, well in fact together with JD.\nThey will Make America Weak MAW.\nA rich country where people with medical issues are left to suffer and die. Is that greatness?
Appeals to ethical principles regarding healthcare and human suffering while comparing US and Canadian systems.
@britthofner5802
Mar 5, 2025
I’m an American. I love our home. I love our people. I love our land. I love our principles.\n\nAnd it’s for all those reasons that I support Canada, Mexico, the European nations, and all the …
I’m an American. I love our home. I love our people. I love our land. I love our principles.\n\nAnd it’s for all those reasons that I support Canada, Mexico, the European nations, and all the other sane countries around the world that are hitting back against these maniacs driving my homeland into the gutters of history.\n\nEven as a leftist, I’ve had my fair share of criticisms for Mr. Trudeau, Mr. Starmer, and Mr. Macron as well as the other leaders of the EU. But now, bygones are bygones. In Americans’ moment of need, it’s clear that three folks care more about the United States and our values than the Republicans ever will.\n\nThank you for standing on the right side of what will certainly be one of the most important moments in modern American history.
Extended personal testimony framed around ethical principles and values, praising other nations' leaders for standing on 'the right side' of history and defending American values.
@kiryuchansboyfriend
Mar 5, 2025
Thst's anti- Trumpism not anti- americanism. Trump is \n clearly seditious & totatly incompetent. Convicted felons DONT belong in the W.H.
Thst's anti- Trumpism not anti- americanism. Trump is \n clearly seditious & totatly incompetent. Convicted felons DONT belong in the W.H.
Appeals to ethical principles (convicted felons shouldn't hold office) while critiquing Trump's fitness for leadership.
@oceanview5545
Mar 4, 2025
Trump is the Trojan ?. He is destroying AMERICAN VALUES
Trump is the Trojan ?. He is destroying AMERICAN VALUES
Frames Trump as destructive to American values, appealing to ethical/moral principles rather than specific policy analysis.
@VidzHotContent
Mar 4, 2025
Trump must learn to respect other leaders ???
Trump must learn to respect other leaders ???
Appeals to principles of respect and proper conduct between national leaders.
Moral Argument
0.80
@emmabanda4380
Mar 5, 2025
Congratulations, trump. You f’ed us over and our closest allies. Why would you do this? And it shouldn’t be up to Canada to educate our people as to what’s happening. They have done so in …
Congratulations, trump. You f’ed us over and our closest allies. Why would you do this? And it shouldn’t be up to Canada to educate our people as to what’s happening. They have done so in the most polite way possible. I’m looking true north and I see Canada. ??
Expresses moral disapproval of Trump's actions toward allies while praising Canada's diplomatic approach and showing solidarity with Canadian values.
@sunflower3281
Mar 5, 2025
Trump and US are traitors. Traitors!!!
Trump and US are traitors. Traitors!!!
Makes a strong moral condemnation of Trump and the US using the language of betrayal and disloyalty.
Moral Argument
0.80
@HELLios6
Mar 5, 2025
Justin Trudeau is wrong. Donald is not a smart man and never has been. He's dumb as a brick and yet confident, which is clearly a dangerous combination. But, you know, diplomacy.
Justin Trudeau is wrong. Donald is not a smart man and never has been. He's dumb as a brick and yet confident, which is clearly a dangerous combination. But, you know, diplomacy.
Critiques Trump's intelligence and judgment as dangerous, while acknowledging Trudeau's diplomatic approach as necessary.
@seandewaal7980
Mar 4, 2025
Trump can take lessons from Trudeau, this is what leadership and strength look like
Trump can take lessons from Trudeau, this is what leadership and strength look like
Praises Trudeau's leadership and strength as exemplary qualities Trump should emulate.
@hale3hawaii390
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)