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
As an American, I didn't vote for this crazy, deranged, selfish President\n He and the party are NOT for the everyday people, only million and billionaires.. disgusting
As an American, I didn't vote for this crazy, deranged, selfish President\n He and the party are NOT for the everyday people, only million and billionaires.. disgusting
First-person account of not voting for Trump combined with ethical critique of his policies favoring the wealthy.
@JaneBaker-g4q
Mar 4, 2025
I would like to say this, Canada we do understand. I thank GOD I seen the evil in Trump and his buddies. It's call spiritual discernment. You people that believe in Christ, you better put …
I would like to say this, Canada we do understand. I thank GOD I seen the evil in Trump and his buddies. It's call spiritual discernment. You people that believe in Christ, you better put your trust in the good LORD.
Appeal to religious and ethical principles to justify opposition to a political figure.
@bettyparker3914
Mar 4, 2025
This is how a president must conduct him or herself will said sir??????
This is how a president must conduct him or herself will said sir??????
Normative statement about how leaders should conduct themselves based on ethical standards.
Moral Argument
0.80
@kirkporter5769
Mar 4, 2025
America is not in a golden era more of a orange/ brownish shit stain era sorry Canada Trump is out for Trump America or any other country be damned .Trump speaks for the american government …
America is not in a golden era more of a orange/ brownish shit stain era sorry Canada Trump is out for Trump America or any other country be damned .Trump speaks for the american government but not the American people he has little regard for
Argues that Trump acts in self-interest rather than for America or other nations, appealing to principles of fair governance.
@paulwilhite7109
Mar 4, 2025
A pathetic, useless little dude who screwed up his country in just a few years.
A pathetic, useless little dude who screwed up his country in just a few years.
Dismissive moral judgment of a political figure ('pathetic', 'useless') who allegedly damaged their country.
@FightTheFair
Mar 4, 2025
Where was Trudeau when water and food was stopped on Palestinians? USA SUPPONSERED Genocide in Gaza.
Where was Trudeau when water and food was stopped on Palestinians? USA SUPPONSERED Genocide in Gaza.
Appeals to ethical principles regarding humanitarian crisis, criticizing government inaction on moral grounds related to Palestinian suffering.
@KH-mj9jh
Mar 4, 2025
This is an apology to Canadians and the rest of the world for the complete ignorance of Donald Trump. Wish I could explain how such a fool got voted into our highest office but I …
This is an apology to Canadians and the rest of the world for the complete ignorance of Donald Trump. Wish I could explain how such a fool got voted into our highest office but I can't.
Expresses moral disapproval of Trump's election and appeals to shared values of reasonableness, with secondary identity framing (us vs. him).
@345kobi
Mar 4, 2025
Trump has been an utter disaster for the US. Every action he takes are irrational, such that I doubt if he is even sane. All Republicans who voted him in must now wonder what they …
Trump has been an utter disaster for the US. Every action he takes are irrational, such that I doubt if he is even sane. All Republicans who voted him in must now wonder what they were thinking.
Comment questions Trump's sanity and judgment as a moral/fitness critique, with implicit criticism of Republican voters' decision-making.
@IslamicOrigins
Mar 4, 2025
Everyone who voted for Trump is truly a nobrain and should never get kids.
Everyone who voted for Trump is truly a nobrain and should never get kids.
Commenter makes a harsh moral judgment about Trump voters, questioning their intelligence and fitness as parents.
@ArariFerrari
Mar 4, 2025
Jesus Christ trump is speaking for all of us who know this is absolute madness fuk I hate him
Jesus Christ trump is speaking for all of us who know this is absolute madness fuk I hate him
Characterizes Trump's actions as morally wrong ('madness') and expresses strong disapproval based on ethical grounds.
Moral Argument
0.80
@ivegonehollow9364
Mar 4, 2025
Ohh CNN shows Trudeau that have the courage to contradict Trump while CNN anchors themselves are too spinless to give ONE opinion about the blatant lies he tells and even insinuate Zelensky should be to …
Ohh CNN shows Trudeau that have the courage to contradict Trump while CNN anchors themselves are too spinless to give ONE opinion about the blatant lies he tells and even insinuate Zelensky should be to blame.\nKudos to Trudeau, shame on CNN.
Praises Trudeau's moral courage while critiquing CNN's media conduct, mixing moral argument with meta-commentary.
@agranero6
Mar 4, 2025
God help the Americans. You all will NEED it. Trump trying to play a country like a company is shameful. Countries are countries. Not this bullshit. Canada will stand hell or high water.
God help the Americans. You all will NEED it. Trump trying to play a country like a company is shameful. Countries are countries. Not this bullshit. Canada will stand hell or high water.
Appeals to ethical principles about how countries should be governed, with assertion of Canadian national resolve.
@kh1046
Mar 4, 2025
This is about Traitorous Trump trying to do as Putin tells him too. Im tired of this Traitorous behavior.
This is about Traitorous Trump trying to do as Putin tells him too. Im tired of this Traitorous behavior.
Appeals to ethics by labeling behavior as treasonous and expressing moral exhaustion with perceived disloyalty.
@MelodyMcclendon
Mar 4, 2025
As an American citizen, I am ashamed of the actions of our President.
As an American citizen, I am ashamed of the actions of our President.
Expresses shame and moral disapproval of presidential actions while asserting American identity and values.
@alkaret7138
Mar 4, 2025
Trump is an abhorent monster. There is no place for him in politics or anywhere else. Let this nightmare be over soon and let all Americans understand what is happening here. I think he's working …
Trump is an abhorent monster. There is no place for him in politics or anywhere else. Let this nightmare be over soon and let all Americans understand what is happening here. I think he's working for Russia to try to dismantle America.
Strong moral condemnation of Trump as abhorrent, with conspiracy theory about Russian collusion; primarily ethical judgment.
@HereIsmarcus
Mar 4, 2025
Canada, Ukraine, and Mexico are our allies, and Trump is a traitor.
Canada, Ukraine, and Mexico are our allies, and Trump is a traitor.
Frames Trump as a traitor to allied nations, appealing to principles of loyalty and international solidarity.
@megemart0828
Mar 4, 2025
Fentanyl doesn’t kill people the same way guns don’t kill people. Americans are hypocrites
Fentanyl doesn’t kill people the same way guns don’t kill people. Americans are hypocrites
Appeals to hypocrisy and inconsistency in American policy positions on drug vs. gun deaths.
@KramerEspinoza
Mar 4, 2025
You have more to worry about Russia/China threatening US/Canada in the waters around Alaska. We need to work with Canada on national security. This is crazy. President Trump, what are you hiding? Why are you …
You have more to worry about Russia/China threatening US/Canada in the waters around Alaska. We need to work with Canada on national security. This is crazy. President Trump, what are you hiding? Why are you doing this? You owe this to Americans and Canadians and Mexico.
Appeals to shared security interests and responsibility between nations while questioning Trump's priorities.
@debbiebrock2665
Mar 4, 2025
Trump knows he's hurting America. That's exactly his and Putin's goal. He's a terrorist doing everything in his power to destroy America. He's only getting away with the because of his PRIVILEGE. YT people don't …
Trump knows he's hurting America. That's exactly his and Putin's goal. He's a terrorist doing everything in his power to destroy America. He's only getting away with the because of his PRIVILEGE. YT people don't understand this. Obama could NEVER get away with this. He couldn't even wear a tan suit without everybody jumping all over him. HORRIBLE NIGHTMARE. Trump needs to be fired and locked up. He's a danger to society
Appeals to justice and ethics, arguing Trump is a terrorist and danger to society, with commentary on racial privilege and accountability.
@thrshwll1526
Mar 4, 2025
Trump and MAGA are acting like rebellious teenagers on world stage
Trump and MAGA are acting like rebellious teenagers on world stage
Criticizes Trump/MAGA behavior as immature and inappropriate on the world stage, appealing to standards of conduct.
Moral Argument
0.80
@paingame11
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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