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
Trump is a child, not everybody should have the right to vote
Trump is a child, not everybody should have the right to vote
Attacks Trump's character and questions voting rights eligibility based on moral/fitness grounds.
@caliban666
Mar 4, 2025
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
Questions why immigrants would leave better opportunities elsewhere, implying a moral argument about responsibility not to degrade adopted countries.
jaydr6988
Feb 24, 2026
Karma is real man
Karma is real man
Invokes karma as a moral principle, suggesting consequences for wrongdoing, though context is unclear.
Moral Argument
0.75
Lunarvibes777
Jan 27, 2026
Like a lot of faces in the liberal government she looks evil but that’s what this government is just plain evil get ready for a long ride Canada it’s not going to be pretty
Like a lot of faces in the liberal government she looks evil but that’s what this government is just plain evil get ready for a long ride Canada it’s not going to be pretty
Characterizes the government as 'evil' using moral language while expressing anxiety about future consequences.
johnwaynerussell1040
Feb 27, 2026
Trudeau is wright,Trump is suppose to be and jail.?
Trudeau is wright,Trump is suppose to be and jail.?
Supports Trudeau's position and argues that Trump should face legal consequences, framing it as a justice issue.
@richardgagne8785
Mar 4, 2025
Damn, that person on the bike is racist towards Africans and Muslims in a terrifying way.
Damn, that person on the bike is racist towards Africans and Muslims in a terrifying way.
Condemns racist behavior as morally wrong while expressing alarm about discriminatory attitudes toward specific groups.
MouhamedAli-ig9hb
Feb 27, 2026
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Critiques Trump's moral character (bullying, authoritarianism) while expressing concern about his geopolitical behavior.
@bmwbob51
Mar 4, 2025
That is one racist scumbag. He doesn't seem too smart himself.
That is one racist scumbag. He doesn't seem too smart himself.
Condemns someone's behavior as racist and morally wrong, appealing to ethical principles.
Moral Argument
0.75
dennismorgan2408
Feb 28, 2026
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
Appeals to truth and religious/ethical principles while distancing from broader American identity to support Canadian leader's statements.
@jarnettamcabee9632
Mar 4, 2025
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
Expresses moral disapproval of Trump's foreign policy shift, framing it as a betrayal of alliance relationships.
@Butterflies-are-free
Mar 4, 2025
To the racist man who said he hates all africans. Not all african are dumb. 8:18
To the racist man who said he hates all africans. Not all african are dumb. 8:18
Defends against racist generalizations by appealing to fairness and individual variation.
Moral Argument
0.75
Itzyaanyame
Feb 28, 2026
Trump is a d f. Congratualtions. Great vote usa. There is nothing your enemys have to do, just watch you destroying yourself
Trump is a d f. Congratualtions. Great vote usa. There is nothing your enemys have to do, just watch you destroying yourself
Criticizes Trump and US self-destruction on ethical grounds, comparing national trajectories.
@spikemarsters5376
Mar 4, 2025
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that …
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that didn’t vote for Trump.
Appeals to fairness in media representation, distinguishing between political leaders and general populations.
@nononsense2731
Mar 4, 2025
Shame on Trump and his puppets!!!
Shame on Trump and his puppets!!!
Expresses moral condemnation of Trump and associates for perceived wrongdoing or betrayal.
Moral Argument
0.75
@MichelleMcFetridge
Mar 4, 2025
Taylor es un racista
Taylor es un racista
Direct accusation of racism against a named individual, making a moral/ethical judgment about character.
Moral Argument
0.75
Fabio-y9c
Mar 1, 2026
It’s more and more embarrassing everyday…
It’s more and more embarrassing everyday…
Expresses shame and embarrassment about the government's immigration actions, appealing to national dignity.
JoeTome-x5q
Feb 18, 2026
You guys open your country for everyone and now u complaining about it smh
You guys open your country for everyone and now u complaining about it smh
Accusatory tone suggesting hypocrisy in Canada's immigration policy—opening borders then complaining about consequences.
Moral Argument
0.75
donnadonna124
Mar 1, 2026
Every action he takes makes me vomit media laps his bs up
Every action he takes makes me vomit media laps his bs up
Expresses strong disapproval of political leadership's actions and media coverage, framing it as ethically wrong.
@scarfemark
Mar 4, 2025
Trump is so old and stupid He doesn't care about us Americans That Felon and Grapist should be in Prison. What a evil person
Trump is so old and stupid He doesn't care about us Americans That Felon and Grapist should be in Prison. What a evil person
Makes ethical condemnations of Trump's character and fitness for office, appealing to justice and moral standards.
@LeslieKing-b8y
Mar 4, 2025
He doesn't get that we elected our government and he is therefore directly insulting all US citizens. Not polite.
He doesn't get that we elected our government and he is therefore directly insulting all US citizens. Not polite.
Appeals to fairness and respect, arguing that criticism of elected government is an insult to all citizens.
@hollybeal9900
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)