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
SHAME ON USA
SHAME ON USA
Expresses moral disapproval of the USA's actions using shame-based language.
Moral Argument
0.75
@solarischronos4674
Mar 4, 2025
What an outstanding leader Justin Trudeau is….and has been on the world stage and at home for many years. I hope he does not step down from politics or not seek re election as Leader …
What an outstanding leader Justin Trudeau is….and has been on the world stage and at home for many years. I hope he does not step down from politics or not seek re election as Leader and withdraws his resignation letter. This action s exactly what Trump needs to hear and bring him down to earth but then Trump is a puppet for Maga and Putin. Trump had no real brain it is others leading him along and he is too stupid to see that the King is not wearing clothes. Trudeau has spelt it out with clarity.
Praises Trudeau's moral leadership and ethical stance against Trump, framing it as a matter of principle and clarity.
@marilynevans9210
Mar 4, 2025
This is what you get when your ideology is white supremacy. Nothing ever pointed to Donald Trump being qualified to be president of the United States.
This is what you get when your ideology is white supremacy. Nothing ever pointed to Donald Trump being qualified to be president of the United States.
Makes an ethical judgment about Trump's ideology and qualifications based on moral principles.
@DarrylCarman
Mar 4, 2025
Americans ignorantly voted for Trump. They should enjoy it.\n\nElection has consequences?
Americans ignorantly voted for Trump. They should enjoy it.\n\nElection has consequences?
Moral judgment about voter choice and consequences, with comparative framing between nations.
@mediabem247
Mar 4, 2025
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the …
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity.
The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the decreasing sense of belonging is what does it.
If we don't change course soon, we're done. Rome is falling.
Appeals to philosophical concepts of belonging and social cohesion while making value judgments about cultural superiority and civilizational decline.
jondebeer6863
Feb 10, 2026
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump …
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump is like Freddy from elm street with the slashing hand... Slashing away at friends and foes... Yep, like Jason with the machete ... You short-termed memory voters unleashed the beast upon yourselves and the world... ?? Bravo... But a nation usually gets the leader it deserves, sorry to say.??
Comment uses moral language ('nation gets the leader it deserves') and expresses fear about Trump's unpredictability and destructive potential, framed through horror movie metaphors.
@maroblanco6543
Mar 4, 2025
The "white guy" on the bike is extremely racist 😡 He's VERY ignorant and cannot tell the difference between culture or religion.
The "white guy" on the bike is extremely racist 😡 He's VERY ignorant and cannot tell the difference between culture or religion.
Accusation of racism and ignorance against another commenter, appealing to ethical principles about cultural/religious understanding.
luigigambino89
Feb 10, 2026
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre …
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre gastando dinheiro e energia pra combater seus próprios fantasmas.
Critique of North American foreign policy from ethical perspective, comparing approaches to international relations.
@msmello56
Mar 4, 2025
I apologize for what's happening, I didn't vote for the current government.
I apologize for what's happening, I didn't vote for the current government.
Offers a personal apology for government actions, appealing to fairness and moral responsibility while distancing themselves from the current administration.
@Virginia_Gonzalez
Mar 4, 2025
The Trump administration is the enemy of the American people. That's all there is to it.
The Trump administration is the enemy of the American people. That's all there is to it.
Makes a moral judgment that the Trump administration is fundamentally opposed to the people's interests, framed as an ethical claim.
@GerardAhern-sq1wh
Mar 4, 2025
Why are people acting like the guy in the bike is some sort of genius? Or comedian. I mean fro starters, the dude thinks all africans are mentally challenged, that's just statistically wrong
Why are people acting like the guy in the bike is some sort of genius? Or comedian. I mean fro starters, the dude thinks all africans are mentally challenged, that's just statistically wrong
Critiques someone's statement as statistically wrong and morally problematic regarding African people.
ridofchris
Feb 26, 2026
Trump has made the US an economic terrorist!
Trump has made the US an economic terrorist!
Moral condemnation of US economic policy using charged language about threat and harm.
@timsecord8207
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 never about WOKE. \nIt's never about Ukraine. \nIt's never about Antisemitism. \nIt's never about boarder protection. \nIt's only EVER about a tiny FRACTION of people with ALL the power knows as: \nBillionaires. \nThis is …
It's never about WOKE.
\nIt's never about Ukraine.
\nIt's never about Antisemitism.
\nIt's never about boarder protection.
\nIt's only EVER about a tiny FRACTION of people with ALL the power knows as:
\nBillionaires.
\nThis is ALWAYS the why.
Presents a moral/systemic critique attributing immigration issues to billionaire power while making unverified claims about hidden motivations.
@alazarealazare
Mar 4, 2025
1840s racism but won’t say severe case of mental retardation, nice.
1840s racism but won’t say severe case of mental retardation, nice.
Commenter critiques perceived double standards in how racism is discussed versus other sensitive topics, invoking fairness principles.
Thomas-yw7zg
Feb 26, 2026
1. People who said they feel now a minority. How do such people feel about invading India and killing the Native Canadians!? Did they assimilate with local natives or simply wiped them out? Looting India …
1. People who said they feel now a minority. How do such people feel about invading India and killing the Native Canadians!?
Did they assimilate with local natives or simply wiped them out? Looting India and many more places.
2. Blaming the politicians for inviting immigrants, well if death to birth ratio is unfavorable then solution is immigration to provide social welfare for a growing senior population.
Raises historical injustices (colonization, genocide of Native Canadians) as a moral counterargument to concerns about immigration, while comparing Canada's past to present demographic changes.
arifali6762
Feb 5, 2026
What I don't understand, Tyler, is what your fascination and adamant nature is to keep the USA white. It's so sickening.
What I don't understand, Tyler, is what your fascination and adamant nature is to keep the USA white. It's so sickening.
Appeals to ethics by condemning perceived racial preservation motives as morally wrong.
kirstennnn_
Feb 24, 2026
Who agrees that Politicians are a waste of food/air and money
Who agrees that Politicians are a waste of food/air and money
Rhetorical condemnation of politicians using hyperbolic language, implicitly calling for accountability or change.
markmorgan5031
Feb 27, 2026
Americans are going to have to learn the hard way how stupid they were by electing two dishonest spoilt brats into the White House. Putin's Puppets,
Americans are going to have to learn the hard way how stupid they were by electing two dishonest spoilt brats into the White House. Putin's Puppets,
Moral condemnation of American voters and leaders as dishonest and foolish, with geopolitical implications.
@freko106
Mar 4, 2025
so.. just rip off and screw US of A, your closest ally. Make that make sense.
so.. just rip off and screw US of A, your closest ally. Make that make sense.
Rhetorical critique questioning the fairness and logic of betraying a close ally.
Moral Argument
0.75
@gaylejohnson2356
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)