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
This is our disgraced PM who is on the way out and he is 10000x more qualified and caring than your orange fraud and pervert guy.
This is our disgraced PM who is on the way out and he is 10000x more qualified and caring than your orange fraud and pervert guy.
Compares leaders on moral grounds (qualified, caring vs. fraudulent, perverse), appealing to ethical judgment.
@therapist6328
Mar 4, 2025
He's fantastic...THIS is what a TRUE leader looks like MAGA...he inspires his citizens to work together and that's what makes their country GREAT.\nDonald Trump has purposefully worked towards dividing American citizens from day ONE, for …
He's fantastic...THIS is what a TRUE leader looks like MAGA...he inspires his citizens to work together and that's what makes their country GREAT.\nDonald Trump has purposefully worked towards dividing American citizens from day ONE, for the simple reason of his GREED for money and lust for power, and it's laughable that his slogan is 'make America great again' because anyone with a moderately functioning brain, knows that an extremely divisive country will NEVER be 'great'.\nHell...with trump as your leader...you're barely even functioning thus far, after his 'leadership' of a few weeks. God help you all after a few months, or YEARS!! What a FOOL.
Contrasts leadership styles using ethical principles about unity, divisiveness, and the moral foundations of national greatness.
@VeronicaW-e3d
Mar 4, 2025
Trudeau is not gonna be PM for much longer, but hearing a speech like this makes me glad that he’s at least handled this situation with stern grace
Trudeau is not gonna be PM for much longer, but hearing a speech like this makes me glad that he’s at least handled this situation with stern grace
Praises leadership qualities (stern grace) while acknowledging political transition, appealing to principles of dignified conduct.
@BlazedOG
Mar 4, 2025
If you allowed people to criminally BREAK INTO your home, would you expect it to be a cleaner and a better place to live?
If you allowed people to criminally BREAK INTO your home, would you expect it to be a cleaner and a better place to live?
Uses an analogy to frame immigration as a moral/ethical violation (breaking into a home), appealing to fairness and property rights principles.
berrymucuckiner4890
Jan 27, 2026
This is insane Trump is pulling a Benedict Arnold
This is insane Trump is pulling a Benedict Arnold
Uses historical betrayal metaphor to condemn Trump's actions as morally wrong and treasonous.
@bobwferguson
Mar 4, 2025
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
The truth is this, A travesty by an ego manic who has allegiance to a murdering dictator. He is a weak person and not a true American stateman let alone president.
The truth is this, A travesty by an ego manic who has allegiance to a murdering dictator. He is a weak person and not a true American stateman let alone president.
Condemns Trump on ethical grounds (ego, allegiance to dictator, weakness) while asserting what a 'true American statesman' should be.
@Jenna08848
Mar 4, 2025
Holy crap. This is what a grown adult leading a country sounds like.
Holy crap. This is what a grown adult leading a country sounds like.
Expresses approval based on perceived leadership quality and adult comportment, an implicit ethical/character judgment.
Moral Argument
0.80
@babyktchr7662
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
0:35 the audacity to come to a country as a refugee and be so disrespectful to the people that took you in
0:35 the audacity to come to a country as a refugee and be so disrespectful to the people that took you in
Appeals to fairness and gratitude norms, arguing that refugees should show respect to their host country.
dylanmckinley2068
Jan 29, 2026
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'm very sad that Orange Hitler and Apartheid Elon are ruining my country and hurting both us and our friends.
I'm very sad that Orange Hitler and Apartheid Elon are ruining my country and hurting both us and our friends.
Expresses moral disapproval of political figures using charged language ('ruining,' 'hurting'), framed as ethical concern about harm to country and allies.
@InfinteIdeas
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
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)