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
45 is a Russia-loving thug, and a traitor to the U.S. Constitution.
45 is a Russia-loving thug, and a traitor to the U.S. Constitution.
Makes ethical accusations about constitutional betrayal and character, framed as a moral judgment rather than policy analysis.
@cameronbloomer0
Mar 4, 2025
Courage and integrity in your country's executive leader... I wish we could say the same ?
Courage and integrity in your country's executive leader... I wish we could say the same ?
Praises Canadian leadership for courage and integrity while implicitly criticizing the commenter's own country, appealing to ethical values.
@JoshGnome
Mar 4, 2025
I'm not even Canadian, I'm Brazilian.... But I'm so mad by this treason against USA biggest partner.
I'm not even Canadian, I'm Brazilian.... But I'm so mad by this treason against USA biggest partner.
Non-Canadian commenter frames Canadian policy as a betrayal of alliance obligations, appealing to principles of loyalty and fairness.
@ItsMeTheDante
Mar 4, 2025
Hello dear ?people of America?❤️\nI'm from Ukraine???\nI apologize?if our country offended you in some way?\nI wanted to tell you that in 1994, your country, together with England and Russia, promised us a security guarantee in …
Hello dear ?people of America?❤️\nI'm from Ukraine???\nI apologize?if our country offended you in some way?\nI wanted to tell you that in 1994, your country, together with England and Russia, promised us a security guarantee in exchange for our giving up nuclear weapons, which we agreed to?\nNow, when Russia attacked us, your president accuses us of something?\nUnderstand that we are Ukrainians, we are free people?we are good?we are strong?we are singers?we are hardworking?we are beautiful?as you yourself noticed?❤️our people are like football player Andriy Shevchenko, boxers brothers Klitschko, and Oleksandr Usyk, singer Ruslana, with her wild dances??\nAnd many other people you know, our people?\nSo, I want to tell you that we ?are being killed Russians?Every day, there are fewer and fewer of us??
Ukrainian commenter appeals to historical agreements and shared humanity, asserting national identity while seeking moral recognition and solidarity.
@Evrei-zahvatchiki-fashisti
Mar 4, 2025
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
trump fooled supporters it is time to open your eyes and listen to the truth ...u.s a will fall if you allow poor decisions and bullying in custom made suits , the romans fell under …
trump fooled supporters it is time to open your eyes and listen to the truth ...u.s a will fall if you allow poor decisions and bullying in custom made suits , the romans fell under a dictator too,
Appeals to truth and warns against authoritarianism using historical analogy to Rome.
@kimmnicolay6370
Mar 4, 2025
Trudeau you are a wise reasonable person who loves his country and care of others. Trump is a horrible president, and a very stupid person on many levels. Thank you Trudeau to speak the truth …
Trudeau you are a wise reasonable person who loves his country and care of others. Trump is a horrible president, and a very stupid person on many levels. Thank you Trudeau to speak the truth and stand up for your honesty …Thank you..
Appeals to ethical principles (wisdom, honesty, care) to praise Trudeau and condemn Trump based on character and values.
@starrbarnbaum7848
Mar 4, 2025
I am always surprised by how racist or uninviting Canadians seem to be and I was born in Canada but that doesn't give me the right to be racist
I am always surprised by how racist or uninviting Canadians seem to be and I was born in Canada but that doesn't give me the right to be racist
Combines personal experience as a Canadian-born person with an ethical appeal against racism and exclusion.
cookinthekitchen
Jan 29, 2026
Amazing, a World leader that stands up to the thug known as Trump, if only America politicians showed such leadership America would not be in the mess they are in now, Trump will be know …
Amazing, a World leader that stands up to the thug known as Trump, if only America politicians showed such leadership America would not be in the mess they are in now, Trump will be know as Passion Fingers, because everything he touches he FU#KS
Praises leadership and moral standing against perceived wrongdoing, with comparative critique of American politics.
@-PORK-CHOP-
Mar 4, 2025
Long-term, nobody will trust the USA after this. US voters cannot be allowed to destroy trade, democracy and peace worldwide. All Western democracies will work towards insulating themselves from US influence, and that will impact …
Long-term, nobody will trust the USA after this. US voters cannot be allowed to destroy trade, democracy and peace worldwide. All Western democracies will work towards insulating themselves from US influence, and that will impact the standards of living inside the US. The US will have to ally with Arab, Russian & Chinese 'friends' to survive, and that will remove the US from any semblance of a country guided by human morals, much less, the Christian religion.
Appeals to ethics and human morals while comparing US influence to other nations.
@terryross1754
Mar 4, 2025
As an American, YOU make me SICK! You are such a hypocrite who is ACTIVELY destroying his own country! I will make the hard decision to do without/pay more rather than pander to Canada, Mexico, …
As an American, YOU make me SICK! You are such a hypocrite who is ACTIVELY destroying his own country! I will make the hard decision to do without/pay more rather than pander to Canada, Mexico, China, etc…. So Mr. Trudeau, don’t “speak” to us about anything! Just go away!
Appeals to ethics and hypocrisy while urging Trudeau to cease engagement, framed as moral condemnation.
@mrs.c5471
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
It’s shameful and I have no words I can say on this channel but trump is full of shit!
It’s shameful and I have no words I can say on this channel but trump is full of shit!
Uses moral language ('shameful') to critique Trump's character and conduct.
Moral Argument
0.80
@brianboneslee
Mar 4, 2025
Oh my god. I am so ashamed right now. I absolutely can not. When you wake up and see we're in a trade war with the most loveable people on earth, something is bad off.
Oh my god. I am so ashamed right now. I absolutely can not. When you wake up and see we're in a trade war with the most loveable people on earth, something is bad off.
Expresses shame and ethical concern about trade conflict, framed as a moral failing rather than practical concern.
@romanmartinez6458
Mar 4, 2025
Showing class, dignity, and eloquence. Unlike the one who curses , shouts, and creates havoc in the Oval Office and everywhere else; while his king wears a baseball hat tshirts, jeans in the Oval Office …
Showing class, dignity, and eloquence. Unlike the one who curses , shouts, and creates havoc in the Oval Office and everywhere else; while his king wears a baseball hat tshirts, jeans in the Oval Office and not questioned if he has a suit . A country can’t be ran like a country club.
Contrasts presidential conduct and dignity as ethical/moral failing, with implicit comparison between leaders.
@buttaflybytes
Mar 4, 2025
With allies like these who needs enemies?
With allies like these who needs enemies?
Rhetorical question questioning the reliability of allies, appealing to principles of trust and loyalty in international relations.
@luissaldivar3974
Mar 4, 2025
Keep licking trump shoes and ask for respect ???
Keep licking trump shoes and ask for respect ???
Critiques perceived hypocrisy of seeking respect while supporting Trump, appealing to principles of consistency and dignity.
@mingo2446
Mar 4, 2025
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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)