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
Our government (United States) cares absolutely nothing about its people. Trump and his boot lickers care only about themselves. Thank you for being the voice of reason for us since we don't have a leader …
Our government (United States) cares absolutely nothing about its people. Trump and his boot lickers care only about themselves. Thank you for being the voice of reason for us since we don't have a leader down here capable of respecting the people he supposedly serves.
Appeals to ethical principles about government responsibility to its people, criticizing Trump while praising Canadian leadership as morally superior.
@trevorsowder
Mar 4, 2025
Trump is a monster and will destroy our country just to enrich himself and others like him
Trump is a monster and will destroy our country just to enrich himself and others like him
Characterizes Trump as destructive and self-serving, appealing to ethical concerns about his motives and impact.
@justasobriquet
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
Dictator speaks, feeding the meat grinder. Disgusting
Dictator speaks, feeding the meat grinder. Disgusting
Uses strong moral language ('Dictator,' 'Disgusting') to condemn someone's actions and rhetoric, with implicit concern about dangerous consequences ('feeding the meat grinder').
@renaatmarchand5852
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
The world has to stand up to stupid Trump. Trump is a traiter, a backstabber, and a charlatan. U.S. does not deserve to have a crazy president.
The world has to stand up to stupid Trump. Trump is a traiter, a backstabber, and a charlatan. U.S. does not deserve to have a crazy president.
Calls for global resistance framed as moral imperative against Trump's character flaws and fitness for office.
@mikealmasi867
Mar 4, 2025
I'm not happy who they voted for a president of United States of America ????he is a bad person
I'm not happy who they voted for a president of United States of America ????he is a bad person
Comment makes a moral judgment about a US political leader's character in contrast to Canadian leadership.
@QueenDupree-o4f
Mar 4, 2025
1st generation immigrant who has lived both in Canada and the US here. I have to, it's a shame, it's a shame that the US elected such a leader. He is breaking trusts built up …
1st generation immigrant who has lived both in Canada and the US here. I have to, it's a shame, it's a shame that the US elected such a leader. He is breaking trusts built up in the last century between allies. Shame!
First-generation immigrant shares lived experience while making ethical appeal about broken trust and shame regarding US leadership.
@brilliantboy039
Mar 4, 2025
That’s a disrespectful action. He owes an apology to USA and Trump.
That’s a disrespectful action. He owes an apology to USA and Trump.
Appeals to respect and apology as moral obligations owed to another nation and leader.
Moral Argument
0.80
@leelee8033
Mar 4, 2025
He's a complete embarrassment. Canada wants him gone like 8 years ago!
He's a complete embarrassment. Canada wants him gone like 8 years ago!
Characterizes political figure as embarrassing and asserts Canadian collective sentiment against him.
@Tassonebeats
Mar 4, 2025
A bit rich calling him a Dictator considering the way you run your country Mr Prime Minister
A bit rich calling him a Dictator considering the way you run your country Mr Prime Minister
Challenges the credibility of criticism by comparing governance practices, making an ethical argument about hypocrisy.
@robertdefazio2885
Mar 4, 2025
It is a sicked and dumb Trump coming back. American is no longer a reliable partner to the world because of your government's silliness and stupidity. No one should welcome Americans if you guys continue …
It is a sicked and dumb Trump coming back. American is no longer a reliable partner to the world because of your government's silliness and stupidity. No one should welcome Americans if you guys continue to this path down the road next 4 years. Even your closest alley is abandoning you! Let's hope that your loyal dogs don't bite you 1 day???!
Argues that the US government's actions are unethical and unreliable, appealing to principles of trustworthiness and fair treatment of allies.
@nich1539
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
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
I am never a fan of our Prime Minister but today, he got my full respect and admiration. We all know it is not about Fentanyl or illegal immigrants crossing from Canada as little as …
I am never a fan of our Prime Minister but today, he got my full respect and admiration. We all know it is not about Fentanyl or illegal immigrants crossing from Canada as little as they were. Donald Trump is just using these as excuse. He is cozying up with US' one of two prime adversaries - Russia and China - and whacking friends and allies, alienating the United States. Donald Trump probably is considering authoritarian rule over democracy. I can't wait for the day that his dumb action will whack him back. Sorry Americans, you are still our friends, but not your government.
Expresses personal respect while making ethical arguments about Trump's foreign policy priorities and authoritarian tendencies, with some policy critique.
@JoanMeyer-wc7sp
Mar 4, 2025
What\nIn\nThe\nFuck\nAre\nWe\nDoing????? My country is so fucking cooked, fighting our allies while getting cucked by Putin. If shit gets real, we're going to have 0 friends world wide.\nAs an American this is disgusting, these dumb fucks …
What\nIn\nThe\nFuck\nAre\nWe\nDoing????? My country is so fucking cooked, fighting our allies while getting cucked by Putin. If shit gets real, we're going to have 0 friends world wide.\nAs an American this is disgusting, these dumb fucks think its the 1800/1900s. They want to bury their heads in the sand cause they're too old and stubborn to realize the world has changed. Cooperation is the new way forward, not combativeness.
Appeals to ethical principles about international cooperation and alliance loyalty while criticizing leadership for abandoning these values.
@danny102m
Mar 4, 2025
Hey listen… maga is an enemy of the American Republic.
Hey listen… maga is an enemy of the American Republic.
The comment frames MAGA as a threat to American democratic institutions, appealing to patriotic and constitutional principles.
@dkeithtag
Mar 4, 2025
Well, that is what some ignorant Americans voted for! Now, all the people that live in USA have to face the consequences!
Well, that is what some ignorant Americans voted for! Now, all the people that live in USA have to face the consequences!
The comment critiques American voters for electing Trump and warns of negative consequences for all Americans, appealing to collective responsibility.
@capernight1132
Mar 4, 2025
Stand strong and fight back to injustice. Trump will ruin the USA
Stand strong and fight back to injustice. Trump will ruin the USA
Appeals to justice and fairness while expressing support for standing against injustice, framed as moral principle.
@neldaortiz2159
Mar 4, 2025
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
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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)