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
Search & Filter
Moral Argument
2,863 comments
This is leadership.
This is leadership.
Brief affirmation of leadership quality, appealing to standards of good governance.
Moral Argument
0.75
@femiayanbadejo1497
Mar 4, 2025
Trump can only bully allies and so friendly with the dictators.
Trump can only bully allies and so friendly with the dictators.
Criticizes Trump's moral character (bullying allies, cozying up to dictators) while implicitly comparing his treatment of different nations.
@qingluzhu3147
Mar 4, 2025
Western world destroys countries all around the world, then people complain they come in the western world to flee poverty
Western world destroys countries all around the world,
then people complain they come in the western world to flee poverty
Makes an ethical argument about Western responsibility for global instability, implying hypocrisy in blaming immigrants fleeing poverty.
nicoracien-Qc
Feb 7, 2026
the karma or consequences of canada supported khalistani terrrorists
the karma or consequences of canada supported khalistani terrrorists
Invokes karma/consequences framing, suggesting Canada's immigration policies are retribution for supporting Khalistani movements.
slfcont
Feb 6, 2026
I’m American and I wish we had a leader like Trudeau. To all the MAGA idiots that voted for Trump, thanks for ruining our country. It only took 6 weeks.
I’m American and I wish we had a leader like Trudeau. To all the MAGA idiots that voted for Trump, thanks for ruining our country. It only took 6 weeks.
American expressing regret about Trump voters and admiration for Trudeau, blaming Trump supporters for national damage.
@curtbergeron703
Mar 4, 2025
How in gods name is it possible that this is happening one more time?? Tariffs and appesing a murderous dictator. \nAmericans really need to learn critical thinking, and need to be able to spot a …
How in gods name is it possible that this is happening one more time?? Tariffs and appesing a murderous dictator. \nAmericans really need to learn critical thinking, and need to be able to spot a con artist. \nThe democrats really need to understand their voters better, to prevent this from happening again. \n\nCanada Europe is with you.
Critiques voters' critical thinking and appeals to ethical judgment while expressing international solidarity with Canada/Europe.
@Morten6842
Mar 4, 2025
It's to keep deadly drugs out, left matters one world one family
It's to keep deadly drugs out, left matters one world one family
Appeals to shared moral values (keeping drugs out, global family) to justify border policy.
Moral Argument
0.75
@pattersonmoses37
Mar 4, 2025
Pay back all those stolen by westerners during their colonization and mass murders that they carried out in Asian and African countries.
Pay back all those stolen by westerners during their colonization and mass murders that they carried out in Asian and African countries.
Appeals to historical justice and reparations for colonialism and atrocities, framing immigration debate through a moral lens of Western accountability.
renjit2988
Feb 25, 2026
This is what y'all voted for. IDK what to tell you. It sucks to see... unless you're GOP, then you lack the empathy for any of this to even register.
This is what y'all voted for. IDK what to tell you. It sucks to see... unless you're GOP, then you lack the empathy for any of this to even register.
Criticizes voters for electoral choices and appeals to empathy as a moral principle, with implicit call for different voting behavior.
@D33STRUCTIV3
Mar 4, 2025
this is a great speech, took the words right out of my mouth, under what circumstance would we make ukraine pay for russia's actions
this is a great speech, took the words right out of my mouth, under what circumstance would we make ukraine pay for russia's actions
Praises the speech and poses a rhetorical question challenging the fairness/logic of making Ukraine bear costs for Russian aggression.
@AlexDaeling
Mar 4, 2025
Trump is dumb. \nHis tariffs are dumb.\nTrump is a horrible person.\nTrump will fail because he is a failure.
Trump is dumb. \nHis tariffs are dumb.\nTrump is a horrible person.\nTrump will fail because he is a failure.
Repeated assertions that Trump is 'dumb,' 'horrible,' and a 'failure' constitute moral/character judgments rather than policy analysis.
Moral Argument
0.75
@stephaniewoods6797
Mar 4, 2025
Trump is the Antichrist!
Trump is the Antichrist!
Uses religious/moral language to condemn Trump as evil, framing him as a fundamental threat to good.
@sergioayala4379
Mar 4, 2025
The next president is going to have to clean up the mess Trump has caused and his little side kick Vance
The next president is going to have to clean up the mess Trump has caused and his little side kick Vance
Characterizes Trump as having caused a 'mess' and criticizes his leadership on ethical/competence grounds.
Moral Argument
0.75
@aprilgilmour7321
Mar 4, 2025
India and Indians are a universe onto themselves. You really cannot stereotype or assume anything.
India and Indians are a universe onto themselves. You really cannot stereotype or assume anything.
Argues against stereotyping and generalizations about Indians, appealing to fairness and nuance.
Moral Argument
0.75
MMX-fh5tn
Feb 7, 2026
They built thousands of churches in India and converted millions of Hindus and still we did not have any problem. But we built a single statue of Shiva which did not convert anyone , still …
They built thousands of churches in India and converted millions of Hindus and still we did not have any problem.
But we built a single statue of Shiva which did not convert anyone , still problem for them.
Appeals to fairness and double standards, arguing that religious conversion by churches was tolerated but a Hindu statue is not, framing this as unjust treatment.
sssssssssssshp
Feb 5, 2026
I love it !!!!!!!!!!!!!! Those who believe in Trump can continue to reap what comes with his wicked practices.
I love it !!!!!!!!!!!!!! Those who believe in Trump can continue to reap what comes with his wicked practices.
Expresses moral disapproval of Trump's practices while implicitly supporting Canada's position, framed as ethical judgment.
@kendelcody2124
Mar 4, 2025
What a well articulated speech. Trump needs to be removed now. This is insanity.
What a well articulated speech. Trump needs to be removed now. This is insanity.
Praises the speech's articulation while calling for Trump's removal, framed as response to ethical/political crisis.
@louwandmaker
Mar 4, 2025
So basically they are saying that indians are good people but still they don't want them there
So basically they are saying that indians are good people but still they don't want them there
Points out a perceived contradiction between acknowledging immigrant virtue and rejecting their presence, raising fairness concerns.
Namo-Buddha67
Feb 8, 2026
Idiots voted for a terrorist that's terrorizing America
Idiots voted for a terrorist that's terrorizing America
Makes strong moral condemnation of US voters and leadership using charged language about terrorism.
@dwight198229
Mar 4, 2025
Wow!Spoken like a real President!Most of us are against him and his side kicks!
Wow!Spoken like a real President!Most of us are against him and his side kicks!
Praises leadership as 'real' and appeals to majority opposition, framing as ethical/authentic governance.
@tammymcguiness
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)