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
American should wake up and realize that Trump is only for Trump and his rich friends.\nTrump wants to go down in history as one of the greatest presidents. Trump is only worried about Trump, and …
American should wake up and realize that Trump is only for Trump and his rich friends.\nTrump wants to go down in history as one of the greatest presidents. Trump is only worried about Trump, and Trump only ? ? ? ? ? ?
Appeals to ethical judgment that Trump prioritizes self-interest and wealthy allies over the public good, framing him as morally corrupt.
@gloriazaalman1915
Mar 4, 2025
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
Critiques fairness and justice by suggesting systemic inequality will persist, with undertones of social concern.
@BrynFLEW
Mar 4, 2025
trump is a bully trump doesnt care if prices go up hes rich
trump is a bully trump doesnt care if prices go up hes rich
Commenter critiques Trump's character and indifference to economic harm, appealing to fairness and concern for ordinary people.
Moral Argument
0.78
@padillaeddie2935
Mar 4, 2025
Congratulations to Trump. He has sought out to apparently “put America first”. But all it appears he is accomplishing is galvanising the rest of the free world against the United States. My sincerest apologies to …
Congratulations to Trump. He has sought out to apparently “put America first”. But all it appears he is accomplishing is galvanising the rest of the free world against the United States. My sincerest apologies to the American people you have been truly led astray
Appeals to values of diplomacy and respect while criticizing Trump's approach and expressing sympathy for Americans.
@tb1808
Mar 4, 2025
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Commenter expresses moral discomfort with perceived racism and appeals to fairness across racial groups.
Warmaster13thcrusade
Jan 27, 2026
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
Critiques a political leader's character and trustworthiness as a moral failing, with undertones of danger/threat.
@duke2912
Mar 4, 2025
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
Makes character-based moral critique of Trump, emphasizing intellectual and emotional failings as evidence of unfitness.
Moral Argument
0.78
@lukefraser6172
Mar 4, 2025
This just proves our preident is a fucking liar. He will never be trusted by any of our allies
This just proves our preident is a fucking liar. He will never be trusted by any of our allies
Condemns president as dishonest and untrustworthy, appealing to moral principles of honesty and reliability in leadership.
@joshramirez37
Mar 4, 2025
As a Canadian that crosses the border, there is an archway with two gates at the crossing. On it the words that say “one mother, two sons” may these gates never close. \n\nNobody wins when …
As a Canadian that crosses the border, there is an archway with two gates at the crossing. On it the words that say “one mother, two sons” may these gates never close. \n\nNobody wins when family fights family.
Personal account of border crossing combined with an appeal to unity and against conflict based on family/relational ethics.
@ASingh-u1x
Mar 4, 2025
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
Makes ethical judgment about geopolitical alignment, condemning those who criticize Ukraine support as morally wrong.
@changelivesheroes
Mar 4, 2025
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Critiques another commenter's statement as uneducated, appealing to fairness and reasoned discourse.
OriginauxHaircare
Feb 25, 2026
Trump is not the enemy, we fight against demonic forces, Ephese 6:12. They are at game here. (hi from Holland) Let's pray for Trump and Musk.
Trump is not the enemy, we fight against demonic forces, Ephese 6:12. They are at game here. (hi from Holland) Let's pray for Trump and Musk.
Comment frames political struggle in religious/moral terms ('demonic forces') and calls for prayer support, positioning Trump as morally justified.
@henkhuisman7043
Mar 4, 2025
When you live in places like this all over the world, nobody talks about it, and they make it an illegal minefield to complain. It's sad and weird.
When you live in places like this all over the world, nobody talks about it, and they make it an illegal minefield to complain.
It's sad and weird.
Critiques the suppression of discussion about immigration issues and frames it as an ethical problem of silencing legitimate concerns.
Humineral
Jan 27, 2026
Trump is great at making enemies. He is great at flubbing all the things that matter. \nWhy did some people vote for him? Sheer stupidity and a deeply-set hatred for those who Trump demonizes (the …
Trump is great at making enemies. He is great at flubbing all the things that matter. \nWhy did some people vote for him? Sheer stupidity and a deeply-set hatred for those who Trump demonizes (the poor, the non-white, the new immigrants).
Critiques Trump voters for stupidity and hatred, framing opposition to Trump as a moral stance against demonization of vulnerable groups.
@rr7firefly
Mar 4, 2025
This is how you speak! You do not threaten people and bully them and tease them like an ignorant child. Some people should take notes...nudge nudge wink wink...
This is how you speak! You do not threaten people and bully them and tease them like an ignorant child. Some people should take notes...nudge nudge wink wink...
Appeals to ethical principles about respectful communication and conduct, with an implicit call for others to emulate better behavior.
@kimbrown4309
Mar 4, 2025
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you …
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you wealthy and my kids poor just get out
Argues refugees should stay and fight for their own countries based on fairness and personal responsibility principles, with nationalist undertones.
joemalone3249
Dec 25, 2025
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
Acknowledges Trudeau's rhetorical skill while contrasting him favorably to Trump on ethical/leadership grounds.
@alexalvarez1021
Mar 4, 2025
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying …
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying America
Appeals to Canadian values (healthcare, humanity, good manners) as moral superiority while criticizing Trump's character and actions.
@estherismond851
Mar 4, 2025
we hate this man so much go away trudy
we hate this man so much go away trudy
Expression of strong disapproval toward Trudeau framed as collective rejection ('we hate'), combining emotional opposition with a call for his removal.
Moral Argument
0.78
@frankbible5920
Mar 4, 2025
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
Critiques religious prejudice as wrong while asserting that immigrants must adopt host country values, mixing moral and identity arguments.
yurcrok
Jan 27, 2026
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)