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
Trudeau gave the hint as to why this is happening: outside forces buying up collapsing businesses. Trump and his oligarchs want to consolidate power. They want to control everything. This is class warfare. Everything Trump …
Trudeau gave the hint as to why this is happening: outside forces buying up collapsing businesses. Trump and his oligarchs want to consolidate power. They want to control everything. This is class warfare. Everything Trump and the GOP have done is in favor of the ultra wealthy against the 99%.
Frames Trump's actions as class warfare and moral injustice against the 99%, with underlying fear about consolidation of power by oligarchs.
@kelly-bo-belly
Mar 4, 2025
You go boy!!!! Trump is a piece of shit and ao is everyone who voted for him. Regardless of your ethnicity.
You go boy!!!! Trump is a piece of shit and ao is everyone who voted for him. Regardless of your ethnicity.
Makes a moral judgment condemning Trump and his supporters while asserting that ethnicity is irrelevant to this moral stance.
@TechieXP
Mar 4, 2025
trudeau stop lying and sugarcoat it he is not smart he is as dum as a human can be but his water are even dummer
trudeau stop lying and sugarcoat it he is not smart he is as dum as a human can be but his water are even dummer
Makes character judgments about intelligence and competence without specific policy critique or evidence.
Moral Argument
0.75
@000louisa1
Mar 4, 2025
I Hope all those who voted for him , realize that the only ones hurt here is the people . ??
I Hope all those who voted for him , realize that the only ones hurt here is the people . ??
Appeals to fairness and harm to ordinary people as a consequence of political decisions, framing the issue in ethical terms.
@BarbaraGonzalez-g1i
Mar 4, 2025
Not my president!
Not my president!
Brief rejection of Trump's legitimacy as president, functioning as moral/political opposition.
Moral Argument
0.75
@leonkaihammerhai5666
Mar 4, 2025
Put a criminal into position of president what did you think would happen.
Put a criminal into position of president what did you think would happen.
Makes an ethical judgment about criminal conduct in political office, appealing to standards of integrity and fitness for leadership.
Moral Argument
0.75
@mlee6136
Mar 4, 2025
If Putin is a murderous dictator (which is correct), what would the other Trump's buddy... the despicable sub-human Netanyahu be called!
If Putin is a murderous dictator (which is correct), what would the other Trump's buddy... the despicable sub-human Netanyahu be called!
Compares moral character of political figures using ethical language ('murderous dictator', 'despicable sub-human'), framing a judgment about leadership conduct.
@mohamedismail2485
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
Americans should be ASHAMED!!!
Americans should be ASHAMED!!!
Appeals to shame and moral responsibility for Trump's actions and their consequences.
Moral Argument
0.75
@HeavenlyIntervention
Mar 4, 2025
The Stupid orange idiot doesnt deserve to be called President.
The Stupid orange idiot doesnt deserve to be called President.
Makes a value judgment about Trump's fitness for office based on character assessment.
Moral Argument
0.75
@michaelsantos2715
Mar 4, 2025
President trump is a businessman that’s what he does for his people. Sometimes being great at something is not enough for you to be a good leader . Your fellow Americans will suffer .
President trump is a businessman that’s what he does for his people. Sometimes being great at something is not enough for you to be a good leader . Your fellow Americans will suffer .
Argues that business acumen alone doesn't make a good leader and expresses concern for citizens' welfare.
Moral Argument
0.75
@ShirleyOsawa
Mar 4, 2025
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
Emotional expression of shame and moral condemnation toward America, framed as dishonest.
@joycewhitney3852
Mar 4, 2025
Intelligent move.
Intelligent move.
Brief endorsement of Canada's tariff response as 'intelligent,' implying moral/strategic approval of the policy decision.
Moral Argument
0.75
@oliviavallin5441
Mar 4, 2025
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Appeals to ethical principles of neighborly love and understanding, distinguishing true Americans from Trump's actions.
@KeithHood-i1s
Mar 4, 2025
Thank for teach Doanl Trump thta even in a battle a person in politic could be polite and you are rignt in all , Donal Trump is a president that does not how to talk …
Thank for teach Doanl Trump thta even in a battle a person in politic could be polite and you are rignt in all , Donal Trump is a president that does not how to talk polite or have a discussion with elegance this a war for everyone and hurting the world in general special our own neighbors sad to see hope this 4 years past fast so this guy can leave america LOVE CANADA
Appeals to civility, politeness, and elegance in political discourse while comparing Trump unfavorably to Canadian leadership on ethical grounds.
@connieborja-ye1mu
Mar 4, 2025
I agree with Trudeau excepting one statement Trump is NOT smart he is a total fool, Putin's puppet and a traitor.
I agree with Trudeau excepting one statement Trump is NOT smart he is a total fool, Putin's puppet and a traitor.
Makes moral judgments about Trump's character (fool, traitor, puppet) while expressing agreement with Trudeau's position.
@lordofelectrons4513
Mar 4, 2025
Well done. Trump thinks he can do whatever he wants with the world.
Well done. Trump thinks he can do whatever he wants with the world.
Critique of Trump's perceived overreach and unilateral power, appealing to principles of restraint and fairness.
@facundosoler2200
Mar 4, 2025
We have friends and family in Canada. I was in Toronto this past weekend. The friendliest and most decent people you will find anywhere. Embarrassed and ashamed of this administration that we did NOT vote …
We have friends and family in Canada. I was in Toronto this past weekend. The friendliest and most decent people you will find anywhere. Embarrassed and ashamed of this administration that we did NOT vote for. I blame half the population of brain dead cultists and ignorant voters. We’re all going to suffer for this. The idiots that wined about their egg prices are going to wish they had Biden back. FAFO jack-offs!
Expresses moral disapproval of the current US administration and voters, framed through personal experience in Canada and appeals to decency and shame.
@josephperugini7492
Mar 4, 2025
A very impressive and powerful delivery. \nOh, how we need God to help us!
A very impressive and powerful delivery. \nOh, how we need God to help us!
Praises the speaker's delivery and appeals to religious/moral authority (God) for guidance during difficult times.
Moral Argument
0.75
@kimlogan4493
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)