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
Mr. Prime Minister I’m a proud Canadian. I know that we are ethical and we have integrity. We complied with the fentanyl issue, but this is not about fentanyl, it’s about something more. Perhaps he …
Mr. Prime Minister I’m a proud Canadian. I know that we are ethical and we have integrity. We complied with the fentanyl issue, but this is not about fentanyl, it’s about something more. Perhaps he wants to do to Canada what Putin did to Ukraine, without the military force, but with the monetary force.
Appeals to Canadian ethical values while expressing fear of economic domination comparable to Putin's actions against Ukraine.
@DorisGreen-rt9bk
Mar 4, 2025
Trump wants what's good for trump. Not what's good for the country.
Trump wants what's good for trump. Not what's good for the country.
The commenter makes a moral judgment that Trump prioritizes self-interest over national welfare.
@memyself7956
Mar 4, 2025
America serving 2 masters now. Netanyahu, and now Putin. What a b*tch.
America serving 2 masters now. Netanyahu, and now Putin. What a b*tch.
The commenter makes a moral judgment that America is compromised by serving authoritarian interests (Netanyahu and Putin).
@Yjn75
Mar 4, 2025
USA is in deep shit ..because of the ORANGUTAN !
USA is in deep shit ..because of the ORANGUTAN !
Derogatory characterization of Trump using animal metaphor to express disapproval, with potential satirical intent.
@freddiemercury1459
Mar 4, 2025
Trump has never been smart, kind or caing.
Trump has never been smart, kind or caing.
Makes character judgment about Trump's intelligence and kindness, appealing to moral/personal qualities.
Moral Argument
0.75
@triciac1019
Mar 4, 2025
This is how a leader should speak
This is how a leader should speak
Evaluative statement about leadership quality based on implicit ethical/professional standards.
Moral Argument
0.75
@CCha-N
Mar 4, 2025
A BUNCH OF FAKE MORALE OUTRAGE ABOUT COMMUNICATION PATTERNS. MEANWHILE YOU SUPPORTED AND SUPPORT WARMONGER. YOU DISGUST ME. YOU DISGUST THOSE AROUND YOU.
A BUNCH OF FAKE MORALE OUTRAGE ABOUT COMMUNICATION PATTERNS. MEANWHILE YOU SUPPORTED AND SUPPORT WARMONGER. YOU DISGUST ME. YOU DISGUST THOSE AROUND YOU.
Makes ethical accusations about hypocrisy and moral disgust regarding support for war and communication patterns.
@Cafe3ke1234
Mar 4, 2025
Trump is not leader of the free world,but Putin’s messenger, the traitor of the free world.
Trump is not leader of the free world,but Putin’s messenger, the traitor of the free world.
Condemns Trump as a traitor using moral language ('traitor of the free world'), framed within geopolitical identity positioning.
@charlestyser8176
Mar 4, 2025
Remember only 1/3 voted for them. Elonnia & tRump don’t care about anything or anyone only $$$$ for them and no one else
Remember only 1/3 voted for them. Elonnia & tRump don’t care about anything or anyone only $$$$ for them and no one else
Critiques Trump and Elon Musk for prioritizing money over people's welfare, framing the issue as a moral failing.
@yvomartin-higgins7347
Mar 4, 2025
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
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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