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
I have always respected Trudeau and the entire government of Canada this rascal in the Oval Office is a disgrace to North America
I have always respected Trudeau and the entire government of Canada this rascal in the Oval Office is a disgrace to North America
Expresses respect for Canadian leadership and moral judgment that Trump is a disgrace, appealing to standards of decency and regional responsibility.
@todadaniel400
Mar 4, 2025
The POTUS does not know how to speak without bullying, lying, spewing misinformation. Trump does not like any country that is a Democracy.
The POTUS does not know how to speak without bullying, lying, spewing misinformation. Trump does not like any country that is a Democracy.
Criticizes Trump's character and communication style while making a moral claim about his opposition to democracy.
@MarleneThomas-u7r
Mar 4, 2025
This is what a real leader looks like. He might not be perfect, but he clearly has the best interests of his (and other) people at heart, rather than being a slave to his own …
This is what a real leader looks like. He might not be perfect, but he clearly has the best interests of his (and other) people at heart, rather than being a slave to his own ego.
Praises leadership based on ethical principles (putting people's interests above ego), contrasting moral character.
@MsStonedAgin
Mar 4, 2025
All the America that voted the mad orange clown in deserve to lose their jobs and struggle economically from this. Enjoy you deserve it!
All the America that voted the mad orange clown in deserve to lose their jobs and struggle economically from this. Enjoy you deserve it!
Makes a moral judgment that Trump voters deserve economic hardship as punishment for their political choice.
Moral Argument
0.80
@Lucy23133
Mar 4, 2025
Give it to that lying ass Trump. He does nothing but lie, cheat and steal, and mislead the people for his own selfish gain.
Give it to that lying ass Trump. He does nothing but lie, cheat and steal, and mislead the people for his own selfish gain.
Makes ethical accusations against Trump (lying, cheating, stealing, misleading) framed as moral failings rather than policy critique.
@joyceswain4402
Mar 4, 2025
Yes Canada!!!!!!! Stand up against evil!!!!
Yes Canada!!!!!!! Stand up against evil!!!!
Frames Canada's position as standing against 'evil,' using moral language to encourage resistance and support.
@720Fab
Mar 4, 2025
I hate that one man can take control of our country and represent us as a whole. I do not side with trump and im so mad to see what he is doing
I hate that one man can take control of our country and represent us as a whole. I do not side with trump and im so mad to see what he is doing
Expresses concern about concentrated executive power and moral disapproval of Trump's actions.
@Monclersheisty2000
Mar 4, 2025
We understand. We live just south of Lake Superior. We don't want this either but it's important that no country should bow to the United States. Let us be clear- Our president lack moral character …
We understand. We live just south of Lake Superior. We don't want this either but it's important that no country should bow to the United States. Let us be clear- Our president lack moral character and integrity and is no more trustworthy than Putin. Trump isn't concerned about Fentanyl, because if he was, he wouldn't be gutting the agencies that track it.
Appeals to principles of national sovereignty and moral character while criticizing Trump's integrity and contradictory drug policy.
@ErinOBrien-io9qm
Mar 4, 2025
Have you ever wondered why the Roman empire and the Egyptian empire imploded. We are watching the reason. Trump and his white supremacy cabinet is garbage
Have you ever wondered why the Roman empire and the Egyptian empire imploded. We are watching the reason. Trump and his white supremacy cabinet is garbage
Uses historical analogy to make a moral argument that Trump's administration represents dangerous ideology and governance failure.
@3PacBack
Mar 4, 2025
That thing that is a wanna be dictator is hated by the majority of the U.S. I did not vote for him EVER and never would. He is evil to the core. A liar, a …
That thing that is a wanna be dictator is hated by the majority of the U.S. I did not vote for him EVER and never would. He is evil to the core. A liar, a thief, a cheater and dumb as a box of rocks. He does have some special skills when it comes to crime.
Personal moral condemnation of a political figure using ethical language ('evil,' 'liar,' 'thief') rather than policy analysis.
@conniejohnson9511
Mar 4, 2025
The whole world must admit that the old people have no place in politics. This gerontocracy is already tired. Putin and Trump for two are 150 years old. And what do these idiots do? chaos, …
The whole world must admit that the old people have no place in politics. This gerontocracy is already tired. Putin and Trump for two are 150 years old. And what do these idiots do? chaos, absurdity, destruction.
Critiques age-based leadership across nations, appealing to principles of competence and institutional fitness.
@YKurba
Mar 4, 2025
Dump wants the US to fail bcuz it will mean more for him and his cronies. He only cares about himself. It’s baffling what his cult followers will believe. Anything, absolutely anything, whatever he says …
Dump wants the US to fail bcuz it will mean more for him and his cronies. He only cares about himself. It’s baffling what his cult followers will believe. Anything, absolutely anything, whatever he says they will do and believe. Kinda like another dictator in 1930s Germany
Critique of Trump's character and motives framed as moral failing, with historical comparison to authoritarianism.
@Justanothergrumpycat
Mar 4, 2025
Trudeau speaks as a true leader who has morals and values. Why is Donald turning to Russia and turning his back on American allies ? Most Americans do not support Donald.
Trudeau speaks as a true leader who has morals and values. Why is Donald turning to Russia and turning his back on American allies ? Most Americans do not support Donald.
Commenter appeals to moral values (leadership, morals, loyalty to allies) while criticizing Trump's foreign policy direction and claiming most Americans oppose him.
@debbiebrock2665
Mar 4, 2025
God once saved Trump to become a more compassionate and humane person, but he is turning into the devil instead!
God once saved Trump to become a more compassionate and humane person, but he is turning into the devil instead!
Appeals to moral character and ethical principles (compassion, humanity) in evaluating Trump.
Moral Argument
0.80
@Mindful_Awakening
Mar 4, 2025
European here. Nice to see that Canada is still a great smart country we are all happy to be friends with; what really worries us is the country below Canada, since it is run by …
European here. Nice to see that Canada is still a great smart country we are all happy to be friends with; what really worries us is the country below Canada, since it is run by a crazy old man and his cult of bigotry, ignorance, lies, autocracy and pseudoscience. What have you done? You liberated us from the Nazis in WWII just to vote for their American counterpart less than one century later. I am very sorry for all the good guys who lost their lives only to bring Mr Trump to the White House.
European perspective expressing solidarity with Canada while making moral arguments about Trump's authoritarianism and betrayal of WWII sacrifices.
@VikingStormtrooper
Mar 4, 2025
This is how a president should present himself
This is how a president should present himself
Makes a normative claim about how a president should conduct themselves, appealing to standards of leadership conduct.
Moral Argument
0.80
@SarahMuirhead-g4d
Mar 4, 2025
Ellow Govnuh
Ellow Govnuh
Commenter appeals to Canada not to capitulate, framing resistance as a matter of principle against Trump's demands.
@sonnyvida6823
Mar 4, 2025
Absolutely right! We simply have the wrong person in the White House. He is clearly bent on destroying us and benefitting the world's dictators.
Absolutely right! We simply have the wrong person in the White House. He is clearly bent on destroying us and benefitting the world's dictators.
Commenter makes ethical judgment that Trump is destructive and benefits dictators, appealing to principles of good governance.
@Helaires
Mar 4, 2025
This is what happens when the most educated country selects the most ignorant and dangerous person to be their president.
This is what happens when the most educated country selects the most ignorant and dangerous person to be their president.
Makes a moral judgment about the contradiction between education and leadership choice, framed as ethical critique.
@reyzgebreyz2641
Mar 4, 2025
Trump actually responded disrespectfully calling him Governor...discusting, what trash he is
Trump actually responded disrespectfully calling him Governor...discusting, what trash he is
Expresses moral disapproval of Trump's disrespectful behavior toward Trudeau.
Moral Argument
0.80
@chremis
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)