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
This is not a trade war rather than an outright 'blunt attack' by stupid leader which needs to counterback
This is not a trade war rather than an outright 'blunt attack' by stupid leader which needs to counterback
Frames US actions as an unjust 'blunt attack' by a poor leader and calls for Canada to respond/counterattack, appealing to fairness and strength.
@azmanmdsalleh2978
Mar 4, 2025
we never wanted whites on our land too in the past yk?
we never wanted whites on our land too in the past yk?
Appeals to historical fairness and reciprocal justice, arguing that current resistance to immigration mirrors past rejection of white settlers on Indigenous land.
Zestybroccoli-q2p
Nov 12, 2025
So immature. A tariff ruining whole friendship. What kind of friend and Ally Canada is. Maybe not a real Ally.
So immature. A tariff ruining whole friendship. What kind of friend and Ally Canada is. Maybe not a real Ally.
Criticizes Canada's response as immature and questions its reliability as an ally, appealing to principles of friendship and loyalty.
@savnazi
Mar 5, 2025
The biggest joke is trudeau and canada, Period!
The biggest joke is trudeau and canada, Period!
Dismisses Trudeau and Canada as a 'joke,' combining moral judgment of leadership quality with identity-based national criticism.
@elucinator9982
Mar 5, 2025
what can you do, he trump all reason, all logic, all cooperation between countries, he trump global peace, he trump safety, he trump what the world has been working on since ww2, he trump humanity, …
what can you do, he trump all reason, all logic, all cooperation between countries, he trump global peace, he trump safety, he trump what the world has been working on since ww2, he trump humanity, he trump everyone who disagree with him, and he trump the interests of america!
Critiques Trump for undermining global cooperation, peace, and human interests through repeated moral appeals about what he has damaged.
@benjaminandersen1097
Mar 4, 2025
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Defends Indian immigrants by appealing to fairness, work ethic, and economic contribution while critiquing racist stereotyping and double standards.
Rowdybrown2025
Jan 28, 2026
Trump has no clue WTF he is doing. Just an idiot!
Trump has no clue WTF he is doing. Just an idiot!
Brief dismissive statement criticizing Trump's competence and judgment as a moral/character assessment.
Moral Argument
0.78
@nyahf
Mar 4, 2025
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a …
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a normal family house. So actually you failed to show to scary side from them. You expected something like cartel side action. 😂😂😂😂 . Did the food tasted good at least. Indians not Africans which you met in Rome or Paris. Punjabi are human threating religion. You should have know that. Or atleast read about Sikh religion. Maybe then you will realize the real deal!!!
Comment defends Sikhs and Indians against negative stereotyping, appeals to understanding their religion and humanity, and critiques the video's framing as unfair.
gianniluca3137
Jan 28, 2026
Trump is a corrupt conman. Look at the difference between this speech and Trump’s. Trump speaks like a child full of BS.
Trump is a corrupt conman. Look at the difference between this speech and Trump’s. Trump speaks like a child full of BS.
Attacks Trump's character and credibility through comparative framing of speech quality, implying moral/intellectual deficiency.
@zertify1714
Mar 4, 2025
This is what the ignorance of America MAGA voters wanted and now their ignorance and stupidity will bite them like never before. They learn nothing from Trump last failures and gave him another shot at …
This is what the ignorance of America MAGA voters wanted and now their ignorance and stupidity will bite them like never before. They learn nothing from Trump last failures and gave him another shot at fooling them again. This is on them for recession this Buffoon is about to put them through
Criticizes Trump voters' judgment and warns of economic consequences, blending moral condemnation with economic concern.
@titusnixon
Mar 4, 2025
That's how a true leader conveys his point to his people
That's how a true leader conveys his point to his people
Brief endorsement of leadership qualities framed as a moral or character-based assessment of what constitutes 'true' leadership.
Moral Argument
0.78
@adamc2867
Mar 4, 2025
Trump has always been a conman and malignant narcissist. But now add dementia into the mix so his decisions are based on partial info because he’s forgotten the rest of it. His judgement is worse …
Trump has always been a conman and malignant narcissist. But now add dementia into the mix so his decisions are based on partial info because he’s forgotten the rest of it. His judgement is worse with dementia. His copilot, Musk, is on Ketamine all the time so his judgement, as we’ve already seen, is not to be trusted either.
Attacks Trump's character and judgment using moral language ('conman,' 'malignant narcissist') to delegitimize his leadership.
@heidigordon1868
Mar 4, 2025
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
Critiques fairness and justice by suggesting systemic inequality will persist, with undertones of social concern.
@BrynFLEW
Mar 4, 2025
When White Gangs are saying Brown Gangs are a big problem n killing women n children….. then why isn’t Canada deporting them all or locking Canadian Gangs up! Oh right cops and government are compliant
When White Gangs are saying Brown Gangs are a big problem n killing women n children….. then why isn’t Canada deporting them all or locking Canadian Gangs up! Oh right cops and government are compliant
Appeals to fairness and justice, questioning why brown gangs are targeted differently than white gangs, implying discriminatory enforcement.
@KCANADAPROUD
Feb 19, 2026
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries …
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries and all what's wrong with that i am not a believer guy but those who believe they always need a place to feel like there's god or something like that i don't know how that work
Defends religious institutions and free community services as morally justified, arguing against criticism of immigrant religious practices.
kabirajyt
Feb 23, 2026
Know that at least half of Americans do NOT support Trump or the Republicans choosing to ally with Putin and against our historical allies. We no longer are the champion of the Free World or …
Know that at least half of Americans do NOT support Trump or the Republicans choosing to ally with Putin and against our historical allies. We no longer are the champion of the Free World or protectors and defenders of democracy. Trump will shake down every country to give the 1% even more wealth. This is not sustainable.
Critiques Trump's foreign policy as abandoning democratic leadership while warning of economic inequality and unsustainability.
@KS-ft7sy
Mar 4, 2025
Trump is a NARCISSISTIC egotistical bully, liar, racist, sexist, uneducated moron. He is a friend of Russia, interested only in boosting his own sense of importance and greed. Here in the UK he is universally …
Trump is a NARCISSISTIC egotistical bully, liar, racist, sexist, uneducated moron. He is a friend of Russia, interested only in boosting his own sense of importance and greed. Here in the UK he is universally DETESTED. I hope the whole world responds in the same way as Canada.
Makes character-based moral condemnation of Trump with comparative framing about international sentiment.
@philipperry1
Mar 4, 2025
My fellow Americans need to wake up with pain. This is great move. This Trump administration is all about revenge and taking profits themselves. They are the true anti-ppl and anti-govt. - from American
My fellow Americans need to wake up with pain. This is great move. This Trump administration is all about revenge and taking profits themselves. They are the true anti-ppl and anti-govt. - from American
Commenter frames the administration as unethical and anti-people, appealing to fellow Americans to recognize moral failings and take notice.
@johnyeukhonwong830
Mar 4, 2025
These ediots are shit scared of the nuisance maker communities and venting there frustation on indian bcs black,sikhs and muslims will screw them left right centre if they behave like this to these communities,bloody hippos.
These ediots are shit scared of the nuisance maker communities and venting there frustation on indian bcs black,sikhs and muslims will screw them left right centre if they behave like this to these communities,bloody hippos.
Criticizes selective targeting of Indian immigrants while defending other minority communities, appealing to fairness and consistency.
bhattrkb
Aug 25, 2025
Trump is great at making enemies. He is great at flubbing all the things that matter. \nWhy did some people vote for him? Sheer stupidity and a deeply-set hatred for those who Trump demonizes (the …
Trump is great at making enemies. He is great at flubbing all the things that matter. \nWhy did some people vote for him? Sheer stupidity and a deeply-set hatred for those who Trump demonizes (the poor, the non-white, the new immigrants).
Critiques Trump voters for stupidity and hatred, framing opposition to Trump as a moral stance against demonization of vulnerable groups.
@rr7firefly
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)