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
Americans are going to have to learn the hard way how stupid they were by electing two dishonest spoilt brats into the White House. Putin's Puppets,
Americans are going to have to learn the hard way how stupid they were by electing two dishonest spoilt brats into the White House. Putin's Puppets,
Moral condemnation of American voters and leaders as dishonest and foolish, with geopolitical implications.
@freko106
Mar 4, 2025
so.. just rip off and screw US of A, your closest ally. Make that make sense.
so.. just rip off and screw US of A, your closest ally. Make that make sense.
Rhetorical critique questioning the fairness and logic of betraying a close ally.
Moral Argument
0.75
@gaylejohnson2356
Mar 4, 2025
That’s not his first term, it’s not a surprise for you! But, and even after you’ve seen what happened on Jan 6 and you voted for him again! I mean… there is some proverb about …
That’s not his first term, it’s not a surprise for you! But, and even after you’ve seen what happened on Jan 6 and you voted for him again! I mean… there is some proverb about the guy who falls into the same trap twice you know…
Criticizes voters for supporting Trump despite January 6, using a moral appeal about repeated poor judgment.
@max.Z22
Mar 4, 2025
Guy on the bike is a bigot
Guy on the bike is a bigot
Makes a moral judgment labeling someone as a bigot based on their apparent stance in the video.
Moral Argument
0.75
amosculbreth5308
Jan 27, 2026
TRUMP\nTHE\nLIER THIEF MURDER\nRAPE. \nTHE\nPEOPLES\nAND THEY VOTED FOR. ORANGE ? LUCIFER\nTHE DUMB MAN\n?????????❤❤❤?❤?
TRUMP\nTHE\nLIER THIEF MURDER\nRAPE. \nTHE\nPEOPLES\nAND THEY VOTED FOR. ORANGE ? LUCIFER\nTHE DUMB MAN\n?????????❤❤❤?❤?
Uses strong moral language (liar, thief, murderer) to condemn a political figure, though expressed incoherently.
@terrypayne6380
Mar 4, 2025
trump is idiot
trump is idiot
Brief value judgment criticizing Trump's intelligence and fitness for leadership, expressing disapproval on character grounds.
Moral Argument
0.75
@peterli5032
Mar 4, 2025
What a shame for America that has president Trump
What a shame for America that has president Trump
American expresses shame about Trump presidency, implying moral judgment about national leadership.
@alirezaAZ8852
Mar 4, 2025
Trade wars only lead to misery for everyone (so does siding with Russia) - well spoken Prime Minister Trudeau?
Trade wars only lead to misery for everyone (so does siding with Russia) - well spoken Prime Minister Trudeau?
Appeals to ethical principles about the harm of trade wars and alliances, with comparative framing between Trump and Trudeau.
@ericwigart2861
Mar 4, 2025
T is a traitor
T is a traitor
Makes a moral judgment ('traitor') that appeals to concepts of loyalty and betrayal, framing political opposition in ethical terms.
@stephanfrion2805
Mar 4, 2025
Trump already chosen a side, and it's not America.
Trump already chosen a side, and it's not America.
Ethical critique asserting Trump has betrayed American interests by choosing a different allegiance.
Moral Argument
0.75
@JuanNgtse
Mar 4, 2025
Can you insure the safety of us democratic voters please?\nDon't worry about the trump voters that realized they made a bad mistake, they deserve everything they got
Can you insure the safety of us democratic voters please?\nDon't worry about the trump voters that realized they made a bad mistake, they deserve everything they got
Appeals to protect democratic voters while making a moral judgment that Trump voters 'deserve' negative consequences, blending justice claims with identity division.
@laurabuona856
Mar 4, 2025
I don’t like Justin but good on him .
I don’t like Justin but good on him .
Expresses qualified approval of a political figure's action despite personal dislike, suggesting an ethical judgment that the action is right regardless of the actor.
Moral Argument
0.75
@sureyyaekinci4630
Mar 5, 2025
IS THIS GUY STUPID? YOU HAVE TO BE CIVIL WITH EVERYONE..... CANT TRY AND STOP A WAR BY BEING HOSTILE. \n\nTHATS WHY CANADIANS ARE STUPID
IS THIS GUY STUPID? YOU HAVE TO BE CIVIL WITH EVERYONE..... CANT TRY AND STOP A WAR BY BEING HOSTILE. \n\nTHATS WHY CANADIANS ARE STUPID
Makes ethical argument about civility being necessary for conflict resolution, then generalizes negatively about Canadian identity.
@bdubbed6300
Mar 4, 2025
Why is Trump doing this to our closest ally? It’s sad
Why is Trump doing this to our closest ally? It’s sad
Expresses ethical concern about harm to an ally, framed as a moral judgment about Trump's actions.
@raenaj4749
Mar 4, 2025
'Credibility on the line' What credibility, you have none America - zero\n\nI have to say Trudeau is an excellent speaker, even a dumb wit like trump would have understood what was being said!\n\n\nI wonder how …
'Credibility on the line' What credibility, you have none America - zero\n\nI have to say Trudeau is an excellent speaker, even a dumb wit like trump would have understood what was being said!\n\n\nI wonder how many Americans will be running to the Canadian boarder seeking asylum?!!
Criticizes America's credibility while praising Trudeau's speaking ability and expressing concern about Americans seeking asylum in Canada.
@grandmaskeate6279
Mar 4, 2025
It’s really unfortunate for us to have Trump as a president
It’s really unfortunate for us to have Trump as a president
Expression of regret about Trump's presidency framed as unfortunate for Americans.
Moral Argument
0.75
@guitarlancer
Mar 4, 2025
It’s horrible that all of us In the US have to face the consequences of Trump’s insanity, and be labeled as traitors on the world stage. That this was allowed to happen shows America is …
It’s horrible that all of us In the US have to face the consequences of Trump’s insanity, and be labeled as traitors on the world stage. That this was allowed to happen shows America is a deeply ill nation right now. That so many of us can see this president as an absolute monster, while others as a savior, shows how broken we have become. This is something we alone are going to have to figure out.
Appeals to ethics and national character, arguing America is morally broken and divided over leadership values.
@Joshcoshbagosh
Mar 4, 2025
What’s the difference between the Statler family who made billions and the cartel, and don’t forget the American doctors who got everyone addicted to opioids.
What’s the difference between the Statler family who made billions and the cartel, and don’t forget the American doctors who got everyone addicted to opioids.
Draws moral equivalence between wealthy families, cartels, and pharmaceutical companies to critique systemic wrongdoing and hypocrisy.
@Zzoarqg
Mar 4, 2025
Smh. Yall americans better get your country and president right because creating wars with countries who stand with you in times when need help is never a good idea
Smh. Yall americans better get your country and president right because creating wars with countries who stand with you in times when need help is never a good idea
Comment appeals to principles of alliance and mutual support while warning of consequences of Trump's approach.
@lexaneli
Mar 4, 2025
Orange man lies lies lies... Just happy he's really old... Karma will come around
Orange man lies lies lies... Just happy he's really old... Karma will come around
Comment expresses moral judgment about Trump's character and invokes karma as a justice principle, with some identity-based dismissal.
@Soufle5506
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)