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
What happened to trump?his turning their ally into an enemy?siding with the evil like putin?
What happened to trump?his turning their ally into an enemy?siding with the evil like putin?
Criticizes Trump for betraying allies and aligning with 'evil' actors, framing it as a moral failure and security threat.
@Observer82
Mar 4, 2025
Any American talking bout they stand with another country is traitor
Any American talking bout they stand with another country is traitor
Appeals to patriotic duty and national loyalty, condemning Americans who support other countries as traitors.
@ThePrayingDon
Mar 4, 2025
Please Canada, hate Donald and those who supported him but remember not all of us support him. I hope you punish America enough that we buckle under your pressure.
Please Canada, hate Donald and those who supported him but remember not all of us support him. I hope you punish America enough that we buckle under your pressure.
Appeals to fairness and distinction between Trump supporters and non-supporters, framing punishment as morally justified while acknowledging nuance.
@ProfBob
Mar 4, 2025
propaganda is really good at making reasonable people seem like 'bad fits', and trick American's into idolizing known tyrants.
propaganda is really good at making reasonable people seem like 'bad fits', and trick American's into idolizing known tyrants.
Critiques propaganda and manipulation while warning against idolizing authoritarian leaders, blending ethical concerns with threat perception.
@kisselmx
Mar 4, 2025
At this point, the pure evil in the world is right now the United States.
At this point, the pure evil in the world is right now the United States.
Makes a moral judgment characterizing the US as 'pure evil,' appealing to ethical principles about global conduct.
@dakoota3332
Mar 4, 2025
Americans make a big mistake by voting for Trump...an arrogant and self centred person...
Americans make a big mistake by voting for Trump...an arrogant and self centred person...
Moral critique of Americans' voting choice, characterizing Trump as arrogant and self-centered as an ethical judgment.
Moral Argument
0.75
@jundaria9309
Mar 4, 2025
USA canada relation was condemned to malediction because canada has supported USA wars and massacres around the world...now cry baby cry.
USA canada relation was condemned to malediction because canada has supported USA wars and massacres around the world...now cry baby cry.
Moral critique of Canada's historical support for US military actions, framing current tensions as karmic consequence.
@EmilioCastro-yi4vx
Mar 4, 2025
It is USA changing alliances from democratic friends to autocratic China, Russia and North Korea for the sake of money.
It is USA changing alliances from democratic friends to autocratic China, Russia and North Korea for the sake of money.
Ethical critique of US abandoning democratic allies for autocratic regimes, framed as a moral failing driven by financial greed.
@BheLacanilao
Mar 4, 2025
Trump doesn't care. Trump is riding his high horse thinking he's a god. Being elected president just fuels his ego. He's only concerned with asserting his power, not protecting the welfare of the people.
Trump doesn't care. Trump is riding his high horse thinking he's a god. Being elected president just fuels his ego. He's only concerned with asserting his power, not protecting the welfare of the people.
Makes ethical critique of Trump's character and motivations, arguing he prioritizes ego over public welfare.
Moral Argument
0.75
@MindfulNaked
Mar 4, 2025
TRUMP IS A LIAR AND A CRIMINAL. WHY DONT HE STOP THE GUNS FROM COMING INTO THE CARIBBEAN. HE HAS NO MORAL
TRUMP IS A LIAR AND A CRIMINAL. WHY DONT HE STOP THE GUNS FROM COMING INTO THE CARIBBEAN. HE HAS NO MORAL
Commenter appeals to moral principles (Trump's lack of morality) while critiquing his policy approach to gun violence.
@vivgooden2995
Mar 4, 2025
Us two friends fighting? Is exactly what opponents around the world want to see. Well said. Thank you.
Us two friends fighting? Is exactly what opponents around the world want to see. Well said. Thank you.
Appeals to shared interests and unity between nations, arguing against divisive conflict that benefits external opponents.
@CassandraHoang
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
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
About time Trudeau step up for his country.
About time Trudeau step up for his country.
Appeals to duty and patriotic obligation ('step up for his country'), framing action as ethically necessary.
Moral Argument
0.75
@juannieto8807
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
He insult American People??????
He insult American People??????
Expresses moral disapproval of Trump insulting the American people, framing it as an ethical violation.
Moral Argument
0.75
@Rahul.boss0007
Mar 4, 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
American here ..... Trump is NOT smart. He is the most stupid human I can think of right now. It's disgusting what he is doing to our country. He adores Putin and trying to make …
American here ..... Trump is NOT smart. He is the most stupid human I can think of right now. It's disgusting what he is doing to our country. He adores Putin and trying to make this country into another Russia.
Criticizes Trump's intelligence and character while expressing concern about authoritarian governance and Russian alignment.
@morningdove8397
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
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
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)