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
Dump wants the US to fail bcuz it will mean more for him and his cronies. He only cares about himself. It’s baffling what his cult followers will believe. Anything, absolutely anything, whatever he says …
Dump wants the US to fail bcuz it will mean more for him and his cronies. He only cares about himself. It’s baffling what his cult followers will believe. Anything, absolutely anything, whatever he says they will do and believe. Kinda like another dictator in 1930s Germany
Critique of Trump's character and motives framed as moral failing, with historical comparison to authoritarianism.
@Justanothergrumpycat
Mar 4, 2025
We as the American people are listening to you. Trump does not represent the majority of the people's mindset. I pray we will take actions to reign in this ignorant selfish actions of this dictator …
We as the American people are listening to you. Trump does not represent the majority of the people's mindset. I pray we will take actions to reign in this ignorant selfish actions of this dictator wannabe. ?
Appeals to ethical principles and democratic values while expressing moral opposition to Trump's actions and support for Canada.
@romanuelbronson1444
Mar 4, 2025
Trudeau speaks as a true leader who has morals and values. Why is Donald turning to Russia and turning his back on American allies ? Most Americans do not support Donald.
Trudeau speaks as a true leader who has morals and values. Why is Donald turning to Russia and turning his back on American allies ? Most Americans do not support Donald.
Commenter appeals to moral values (leadership, morals, loyalty to allies) while criticizing Trump's foreign policy direction and claiming most Americans oppose him.
@debbiebrock2665
Mar 4, 2025
God once saved Trump to become a more compassionate and humane person, but he is turning into the devil instead!
God once saved Trump to become a more compassionate and humane person, but he is turning into the devil instead!
Appeals to moral character and ethical principles (compassion, humanity) in evaluating Trump.
Moral Argument
0.80
@Mindful_Awakening
Mar 4, 2025
European here. Nice to see that Canada is still a great smart country we are all happy to be friends with; what really worries us is the country below Canada, since it is run by …
European here. Nice to see that Canada is still a great smart country we are all happy to be friends with; what really worries us is the country below Canada, since it is run by a crazy old man and his cult of bigotry, ignorance, lies, autocracy and pseudoscience. What have you done? You liberated us from the Nazis in WWII just to vote for their American counterpart less than one century later. I am very sorry for all the good guys who lost their lives only to bring Mr Trump to the White House.
European perspective expressing solidarity with Canada while making moral arguments about Trump's authoritarianism and betrayal of WWII sacrifices.
@VikingStormtrooper
Mar 4, 2025
The problem with canadians is anyone who's brown they think is Indian. Canadians are the retards of America Sincerely: a canadian who's seen what his countryman does to his best friends who aren't white and …
The problem with canadians is anyone who's brown they think is Indian. Canadians are the retards of America
Sincerely: a canadian who's seen what his countryman does to his best friends who aren't white and aren't Indian
Critique of Canadian racial discrimination and stereotyping, asserting that Canadians mistreat non-white people including those who aren't Indian.
FrenchFried23
Jan 29, 2026
Fuck you far right white supremacist radical Christian extremist conservatives. Talking about demography change is totally nazism and totally white supremacy.
Fuck you far right white supremacist radical Christian extremist conservatives. Talking about demography change is totally nazism and totally white supremacy.
Appeals to ethics by condemning perceived bigotry and framing demographic discussion as morally equivalent to extremism.
SanjuPun-t8y
Jan 29, 2026
If you really accomplish to make upset one of the most polite people on the world, then must really be a big A**hole
If you really accomplish to make upset one of the most polite people on the world, then must really be a big A**hole
Appeals to Canadian identity as 'polite people' and moral judgment that provoking them indicates serious wrongdoing by the other party.
@deepbluebreath
Mar 4, 2025
This is how a president should present himself
This is how a president should present himself
Makes a normative claim about how a president should conduct themselves, appealing to standards of leadership conduct.
Moral Argument
0.80
@SarahMuirhead-g4d
Mar 4, 2025
Ellow Govnuh
Ellow Govnuh
Commenter appeals to Canada not to capitulate, framing resistance as a matter of principle against Trump's demands.
@sonnyvida6823
Mar 4, 2025
Absolutely right! We simply have the wrong person in the White House. He is clearly bent on destroying us and benefitting the world's dictators.
Absolutely right! We simply have the wrong person in the White House. He is clearly bent on destroying us and benefitting the world's dictators.
Commenter makes ethical judgment that Trump is destructive and benefits dictators, appealing to principles of good governance.
@Helaires
Mar 4, 2025
cry more,i feel good by you guys crying.If you have the strength kick them out or ask your government to stop migration,or else cry more.I sometimes feel happy seeing pale fuckers getting to know what …
cry more,i feel good by you guys crying.If you have the strength kick them out or ask your government to stop migration,or else cry more.I sometimes feel happy seeing pale fuckers getting to know what exploitation by foreigners feels like,its our chance now.Shit will only get worse for you bitches now.JAI HIND
Frames immigration as historical justice and moral retribution for past colonialism, using inflammatory language to assert this ethical position.
madhavamurari102
Jan 29, 2026
This is how a true leader speaks to his countrymen and the world, he doesn't need a half dozen bully boys hovering over him and abusing the allies they're pushing away from their country.
This is how a true leader speaks to his countrymen and the world, he doesn't need a half dozen bully boys hovering over him and abusing the allies they're pushing away from their country.
Appeals to ideals of true leadership and ethical treatment of allies, contrasting positive and negative leadership models.
@lizbarr3fett944
Mar 4, 2025
This is what happens when the most educated country selects the most ignorant and dangerous person to be their president.
This is what happens when the most educated country selects the most ignorant and dangerous person to be their president.
Makes a moral judgment about the contradiction between education and leadership choice, framed as ethical critique.
@reyzgebreyz2641
Mar 4, 2025
God bless the brave people of Canada for standing up to our unstable president and vice president. I am sad for the country I call home. I am still at a loss and feel very …
God bless the brave people of Canada for standing up to our unstable president and vice president. I am sad for the country I call home. I am still at a loss and feel very unsettled that Donald Trump was elected president. His presidency is marked by retaliation and actions that are ego boosting for him. Yet, many people don’t see it this way ?♀️. I am hoping and praying that other countries remember that not everyone is on board with Donald Trump and his party.
Expresses ethical concerns about Trump's character and actions while offering personal emotional testimony and support for Canada.
@bessbologeorges2934
Mar 4, 2025
Trump actually responded disrespectfully calling him Governor...discusting, what trash he is
Trump actually responded disrespectfully calling him Governor...discusting, what trash he is
Expresses moral disapproval of Trump's disrespectful behavior toward Trudeau.
Moral Argument
0.80
@chremis
Mar 4, 2025
I'm an American and I'm deeply ashamed of what Donald Trump's administration is doing.
I'm an American and I'm deeply ashamed of what Donald Trump's administration is doing.
Expresses shame and moral disapproval of Trump's administration actions; appeals to ethical principles.
@krizzle4087
Mar 4, 2025
It makes no sense. Ty for your great speech. Aligning with Putin is evil.
It makes no sense. Ty for your great speech. Aligning with Putin is evil.
Frames alignment with Putin as morally wrong (evil) while praising the speech, grounding critique in ethical principles.
@raquelf.1962
Mar 4, 2025
“There are no winners in a trade war”. He’s right. I’m sorry Canada.
“There are no winners in a trade war”. He’s right. I’m sorry Canada.
Agrees with a principle about trade war harm and expresses sympathy for Canada's position.
@Edsdad
Mar 4, 2025
NOT ALL AMERICAN PEOPLE VOTED FOR TRUMPFUHER!!! YET WE HAVE TO PAY FOR WHAT TRUMPFUHER IS DOING!!!
NOT ALL AMERICAN PEOPLE VOTED FOR TRUMPFUHER!!! YET WE HAVE TO PAY FOR WHAT TRUMPFUHER IS DOING!!!
Appeals to fairness and justice—arguing that non-Trump voters shouldn't bear consequences for his policies.
@sararowland5168
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)