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
Who the F does Trudeau think he's talking to. Most Americans don't give a damn about facts. You think the people that coined the term Alternative Facts will be swayed? We couldn't fathom the possibility …
Who the F does Trudeau think he's talking to. Most Americans don't give a damn about facts. You think the people that coined the term Alternative Facts will be swayed? We couldn't fathom the possibility of a woman in office and picked the orange turd again.
Critiques Trump's credibility and appeals to rational discourse while expressing frustration about American political choices, grounded in ethical concerns about facts and representation.
@amcreaken
Mar 4, 2025
Pissed! Damnit Trump . Canada isnt a neighbor, they are FAMILY. Resign Trump and his little Russisnfriends.
Pissed! Damnit Trump . Canada isnt a neighbor, they are FAMILY. Resign Trump and his little Russisnfriends.
Appeals to familial bonds and shared values between nations while calling for Trump's resignation, grounded in ethical principles of neighborly respect.
@terryroths4254
Mar 4, 2025
This is what happens Americans when you vote a convicted felon to run your country..good luck
This is what happens Americans when you vote a convicted felon to run your country..good luck
Moral judgment about the consequences of electing a convicted felon to high office.
Moral Argument
0.80
@Jtmaxxie
Mar 4, 2025
Its crazy how Trump is treating his allies!!!
Its crazy how Trump is treating his allies!!!
Appeals to fairness and alliance obligations, criticizing Trump's treatment of allies as ethically wrong.
@YorkGod1
Mar 4, 2025
It's really sad when another country's leader has more concern for us than our own leaders.
It's really sad when another country's leader has more concern for us than our own leaders.
Appeals to fairness and leadership ethics by contrasting foreign leader concern with domestic leader indifference.
@YIKESMF
Mar 4, 2025
The world knows Trump is an enemy of any other country and a laughing stock of the world, The EU are now assessing there military perches within the EU NOT USA ??
The world knows Trump is an enemy of any other country and a laughing stock of the world, The EU are now assessing there military perches within the EU NOT USA ??
Characterizes Trump as a threat to international relations and global standing, with comparative framing of EU military independence.
@blind1294
Mar 4, 2025
If I could only use 1 word to describe Trump that word would be POISON!?
If I could only use 1 word to describe Trump that word would be POISON!?
Uses a moral/ethical characterization (poison) to condemn Trump's character and actions.
Moral Argument
0.80
@fmdday
Mar 4, 2025
Another true leader showing how sick, sad, and pathetic the Republican Party and American so-called 'conservatives' are. Tump is the worst president, maybe the worst national leader in modern history. Thank god other nations have …
Another true leader showing how sick, sad, and pathetic the Republican Party and American so-called 'conservatives' are. Tump is the worst president, maybe the worst national leader in modern history. Thank god other nations have not succumbed to the Putin loving sickness of the Republican Party.
Makes ethical judgments about Republican leadership and contrasts it favorably with other nations' values.
@8754sspy
Mar 4, 2025
Trump doesn't care if his tariffs hurt the American people.
Trump doesn't care if his tariffs hurt the American people.
Moral critique of Trump's disregard for harm to American citizens, appealing to ethical responsibility.
Moral Argument
0.80
@garyraphael4162
Mar 4, 2025
If you have to pay for friends they are not your friend common sense
If you have to pay for friends they are not your friend common sense
Applies a moral principle about authentic friendship to critique transactional relationships, using common-sense ethics.
Moral Argument
0.80
@myfamilyisthebest2931
Mar 4, 2025
This is the dumbest and cruelest president ever in USA. Off with his head if he wants to act like King! Metaphorically
This is the dumbest and cruelest president ever in USA. Off with his head if he wants to act like King! Metaphorically
Condemns the president's actions as cruel and unjust (moral judgment), with a metaphorical call for removal presented somewhat sarcastically.
@veganspace
Mar 4, 2025
That makes Donald Trump the dumbest person to ever occupy the Oval office in history. What a shame!!!! I am proud of Justin Trudeau.
That makes Donald Trump the dumbest person to ever occupy the Oval office in history. What a shame!!!! I am proud of Justin Trudeau.
Moral judgment of Trump's intelligence paired with pride in Canadian leadership's ethical stance.
@Hurdles_in_Life
Mar 4, 2025
Leadership matters and blind loyalty is blind.
Leadership matters and blind loyalty is blind.
Appeals to ethical principle that leadership quality matters more than partisan loyalty.
Moral Argument
0.80
@andyokoro3871
Mar 4, 2025
I feel sorry for Canada. But what will these tariffs do to weaker Mexico? Do Americans really think that impoverishing Mexico will lead to less criminality and immigration from Mexico? This is crazy.
I feel sorry for Canada. But what will these tariffs do to weaker Mexico? Do Americans really think that impoverishing Mexico will lead to less criminality and immigration from Mexico? This is crazy.
Expresses sympathy for Mexico and questions the ethical logic of tariffs as a solution to immigration and crime.
@erosgritti5171
Mar 4, 2025
What’s this? Friends don’t overcharge their friends.. they should be fair. it’s a two way process. Grow up.
What’s this? Friends don’t overcharge their friends.. they should be fair. it’s a two way process. Grow up.
Appeals to fairness and reciprocity as ethical principles in trade relationships between friends.
Moral Argument
0.80
@goodulot
Mar 4, 2025
Americans love it when someone loses bigger than them. It creates the illusion of success. When billionaires win, they will gaslight the poor that everyone is winning. Trump DOESN'T CARE ABOUT AVERAGE AMERICANS.
Americans love it when someone loses bigger than them. It creates the illusion of success. When billionaires win, they will gaslight the poor that everyone is winning. Trump DOESN'T CARE ABOUT AVERAGE AMERICANS.
Appeals to fairness and justice by criticizing wealth inequality and accusing leaders of gaslighting the poor about economic success.
@newttella1043
Mar 4, 2025
Holy crap. This is what a grown adult leading a country sounds like.
Holy crap. This is what a grown adult leading a country sounds like.
Expresses approval based on perceived leadership quality and adult comportment, an implicit ethical/character judgment.
Moral Argument
0.80
@babyktchr7662
Mar 4, 2025
The truth is this, A travesty by an ego manic who has allegiance to a murdering dictator. He is a weak person and not a true American stateman let alone president.
The truth is this, A travesty by an ego manic who has allegiance to a murdering dictator. He is a weak person and not a true American stateman let alone president.
Condemns Trump on ethical grounds (ego, allegiance to dictator, weakness) while asserting what a 'true American statesman' should be.
@Jenna08848
Mar 4, 2025
Canadians who used to mock their leader are eating humble pie now. This man is a true leader
Canadians who used to mock their leader are eating humble pie now. This man is a true leader
Praises leadership qualities and appeals to fairness/respect, suggesting previous critics were wrong to mock the leader.
@ZimbiniMakeleni
Mar 4, 2025
For the life of me I cannot grasp the fact that Trump support is still hovering around 50%. Allies of the US must understand that Trump is just a reflection of the rot within US …
For the life of me I cannot grasp the fact that Trump support is still hovering around 50%. Allies of the US must understand that Trump is just a reflection of the rot within US society that was there and will be there with or without Trump
Critiques Trump as a symptom of deeper US societal problems, appealing to allies' moral judgment.
@AndrewRemy-b3v
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)