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
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
Condemns racist speech and attitudes toward Africans, appealing to ethical standards against discrimination.
adelaideandrade6670
Mar 2, 2026
Bloody Sucker Donald Trump, who is a real evil. He always claims that he's respected by Putin but on the contrary, he admires Putin and is Putin's puppet.
Bloody Sucker Donald Trump, who is a real evil. He always claims that he's respected by Putin but on the contrary, he admires Putin and is Putin's puppet.
Makes moral condemnation of Trump while asserting an unverified claim about his relationship with Putin (being a 'puppet').
@vsayako
Mar 4, 2025
❤ him here this moment. And I have to say, still polite.
❤ him here this moment. And I have to say, still polite.
Appreciation for Trudeau's composure and politeness as ethical/moral qualities in a difficult moment.
Moral Argument
0.80
@tinar1405
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
I feel sorry for the Americans. They will suffer from this, they will be isolated. Many do not understand this. But you know? Canada's gas and oil is welcome here in europe.
I feel sorry for the Americans. They will suffer from this, they will be isolated. Many do not understand this. But you know? Canada's gas and oil is welcome here in europe.
Expresses empathy for Americans while making a moral argument about isolation and consequences, with comparative reference to European markets.
@rogergr5019
Mar 4, 2025
America has always done stuff like this need an excuse for some type of thing that makes us rich, so stupid, manifest destiny in which we learn in school, its fucked up, we just need …
America has always done stuff like this need an excuse for some type of thing that makes us rich, so stupid, manifest destiny in which we learn in school, its fucked up, we just need stability. If we teach policemen to calm the situation down why are we doing this. I'm just a kid though so what do I know
Critiques U.S. historical pattern of justifying interventions for profit as morally wrong, with self-aware personal framing.
@andyman420
Mar 4, 2025
The elected American president is a bad sad sick joke! To me the United States are becoming just like Russia. And to be polite, I really don’t like Russia! ❤️ from Sweden to Canada and …
The elected American president is a bad sad sick joke! To me the United States are becoming just like Russia. And to be polite, I really don’t like Russia! ❤️ from Sweden to Canada and all our allies!
Makes ethical judgments about a political leader's character and compares the US unfavorably to Russia, expressing solidarity with Canada and allies.
@Migguzogge
Mar 4, 2025
Everyone saying they dont assimilated should be practicing First Nation traditions and lifestyles, since they were the original people here and when the settlers came they should have assimilated to their culture.
Everyone saying they dont assimilated should be practicing First Nation traditions and lifestyles, since they were the original people here and when the settlers came they should have assimilated to their culture.
Appeals to fairness and historical justice regarding assimilation expectations, using moral logic to critique double standards.
isaacd2419
Feb 1, 2026
Trump is siding with Countries that are being run by Dictators. He wants to be a Dictator. Destroying our relationship with our allies.
Trump is siding with Countries that are being run by Dictators. He wants to be a Dictator. Destroying our relationship with our allies.
Comment frames Trump's actions as ethically wrong (siding with dictators, authoritarianism) and threatening to democratic values.
@Bluescorpio75
Mar 4, 2025
Trump is such a c×nt...he is ruining this country.
Trump is such a c×nt...he is ruining this country.
Makes a moral condemnation of Trump's character and impact on the country, appealing to values of good governance.
Moral Argument
0.80
@ellajon
Mar 4, 2025
Couldn’t agree more. I hope we can repair the damage caused by Trump. We know that Trump is making up excuses to place tariffs. I don’t know what is in this for Trump— other than …
Couldn’t agree more. I hope we can repair the damage caused by Trump. We know that Trump is making up excuses to place tariffs. I don’t know what is in this for Trump— other than liking to bully our allies and the US people.
Criticizes Trump's tariff policies and character (bullying allies), appealing to fairness and ethical treatment of allies.
@CarlaLouisaW
Mar 4, 2025
The dumb ass fact Trump TRULY believes Elon can save the U.S.A is the VERY REASON we WILL need SAVING! ???♀️ ALL BECAUSE CERTAIN ONES DIDN’T WANT TO SEE A BLACK WOMAN GENUINELY TRY WITH …
The dumb ass fact Trump TRULY believes Elon can save the U.S.A is the VERY REASON we WILL need SAVING! ???♀️ ALL BECAUSE CERTAIN ONES DIDN’T WANT TO SEE A BLACK WOMAN GENUINELY TRY WITH ALL HER MITE TO MAKE THINGS BETTER UNSELFISHLY! ?
Appeals to fairness and justice regarding political choices, criticizing those who opposed a particular candidate.
@etirahwilliams3807
Mar 4, 2025
You rail against murderous dictators, but you are friends with the worst one, the US. They just murder other countries' people like the Palestinians and set up dictators in other countries. It's pretty laughable to …
You rail against murderous dictators, but you are friends with the worst one, the US. They just murder other countries' people like the Palestinians and set up dictators in other countries. It's pretty laughable to hear either the US or US supporters complaining about Putin as a murderous dictator whose crimes are but a fraction the US's.
Commenter makes ethical critique comparing US and Russian actions, arguing US crimes exceed those of Putin while framing nations comparatively.
@christineyoung8345
Mar 4, 2025
Trump is literally trying to destroy America. I see no other explanation for this insane behavior. He's just a traitor, he wants America destroyed. I'm open to other explanations.
Trump is literally trying to destroy America. I see no other explanation for this insane behavior. He's just a traitor, he wants America destroyed. I'm open to other explanations.
Makes moral accusations of treason and destructive intent against Trump, framing him as a threat to the nation.
@Revelwoodie
Mar 4, 2025
You are only a friend when people rip you off, and an enemy when you tell them enough is enough,Trump is correct on this one
You are only a friend when people rip you off, and an enemy when you tell them enough is enough,Trump is correct on this one
Frames Trump's position as morally justified (telling people 'enough is enough'), using a principle about friendship and fairness to validate Trump's stance.
@clb8242
Mar 4, 2025
I don’t hold it against the American people at all. Trump is the trashcan here.
I don’t hold it against the American people at all. Trump is the trashcan here.
Makes a moral judgment about Trump's character ('trashcan') while distinguishing between American people and leadership.
Moral Argument
0.80
@FightingMango
Mar 4, 2025
Unlike Trump and his project 2025 cronies, The president of Canada is a real and respectable man who loves his country and thinks about the less fortunate, only the wealthy and the countries that is …
Unlike Trump and his project 2025 cronies, The president of Canada is a real and respectable man who loves his country and thinks about the less fortunate, only the wealthy and the countries that is not in alliance with the USA trump cares about. May God help us
Contrasts Canadian leadership as morally superior and caring for the vulnerable, versus Trump's alleged self-interest and selective alliances.
@millicentdayesgaines5009
Mar 4, 2025
Please understand that this is NOT the will of the PEOPLE of the USA. Our dictator has taken it upon himself to make these decisions!
Please understand that this is NOT the will of the PEOPLE of the USA. Our dictator has taken it upon himself to make these decisions!
Appeals to democratic principles and the will of the people while characterizing Trump as a dictator acting unilaterally.
@realitypreferred7084
Mar 4, 2025
Man this is so wrong. I'm an American citizen and I'm standing with other countries against my own. There is something very wrong here
Man this is so wrong. I'm an American citizen and I'm standing with other countries against my own. There is something very wrong here
Expresses moral concern about standing against one's own country, framing it as an ethical imperative when the country is 'wrong.'
@coral8527
Mar 4, 2025
Everyone here so racist and hiding it behind "national pride" you are in 21st century if you want to be around white people buy ranch in middle of nowhere or just accept it jeez
Everyone here so racist and hiding it behind "national pride" you are in 21st century if you want to be around white people buy ranch in middle of nowhere or just accept it jeez
Appeals to ethical principles of acceptance and equality, accusing others of racism disguised as nationalism.
matejzeleny4750
Jan 29, 2026
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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)