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 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
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
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
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
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
Love Justin Trudeau’s addressing “Donald”. PM stated all true facts. Will we ever hear “Donald” utter this much intelligence? Never. Not at all!
Love Justin Trudeau’s addressing “Donald”. PM stated all true facts. Will we ever hear “Donald” utter this much intelligence? Never. Not at all!
Commenter praises Trudeau's truthfulness and intelligence while implicitly critiquing Trump's lack thereof, framing this as a moral/intellectual superiority argument.
@darlenecortez9371
Mar 4, 2025
I’m sorry we are losing Canada as a friend all because of Dictator Don.
I’m sorry we are losing Canada as a friend all because of Dictator Don.
Expresses concern about Canada-US relations damaged by Trump, framed as a moral/relational loss rather than policy critique.
@LauraAnn309
Mar 4, 2025
To my fellow Americans, if you voted for Donald Trump i hope you do not get a single second of financial peace until he is out of office
To my fellow Americans, if you voted for Donald Trump i hope you do not get a single second of financial peace until he is out of office
Appeals to justice and fairness by wishing negative consequences on those who voted for Trump, framed as moral judgment.
@JD-ii5wr
Mar 4, 2025
American love fentanyl. Canada save your people from fentanyl.
American love fentanyl. Canada save your people from fentanyl.
Appeals to Canada's responsibility to protect its citizens from a public health threat (fentanyl), framed as a moral imperative.
Moral Argument
0.75
@mina-rg7zf
Mar 4, 2025
When they put tariffs on us it's okay when we put it on them it's War
When they put tariffs on us it's okay when we put it on them it's War
Commenter makes a fairness/hypocrisy argument: criticizing the asymmetry of US tariff actions being labeled differently than Canadian responses.
@andrewphillips7980
Mar 4, 2025
Such a disgusting time in America. ?
Such a disgusting time in America. ?
Expresses moral disapproval of the current political situation in America using emotional language.
Moral Argument
0.75
@DKane73
Mar 4, 2025
First of all,stop calling stchumph president, is a terrorist.
First of all,stop calling stchumph president, is a terrorist.
Makes a moral condemnation of Trump using extreme language (terrorist) to delegitimize him.
@user-cy7hh9yy5k
Mar 4, 2025
THIS IS THE BEHAVIOR THE CLASS ACT OF A REAL PRESIDENT!!!!!
THIS IS THE BEHAVIOR THE CLASS ACT OF A REAL PRESIDENT!!!!!
Praises presidential behavior as exemplifying moral virtue ('CLASS ACT'), though lacks specific policy detail.
Moral Argument
0.75
@mrwatdahell2871
Mar 4, 2025
Canadian PM Justin is the best honest PM as a human being
Canadian PM Justin is the best honest PM as a human being
Praises Canadian PM's character and integrity as moral exemplar.
@chenmaria8390
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)