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
Trump is moving the USA to the sidelines, siding with the dictator Putin and will be quite wrong with this policy. Too bad. I liked the world order. But if you let the Russians act …
Trump is moving the USA to the sidelines, siding with the dictator Putin and will be quite wrong with this policy. Too bad. I liked the world order. But if you let the Russians act like this and blackmail a European country, you have to be punished for it.
Appeals to justice and international order, arguing that allowing Russian aggression is morally wrong and requires punishment.
@TassiloChigurh
Mar 4, 2025
Thank for teach Doanl Trump thta even in a battle a person in politic could be polite and you are rignt in all , Donal Trump is a president that does not how to talk …
Thank for teach Doanl Trump thta even in a battle a person in politic could be polite and you are rignt in all , Donal Trump is a president that does not how to talk polite or have a discussion with elegance this a war for everyone and hurting the world in general special our own neighbors sad to see hope this 4 years past fast so this guy can leave america LOVE CANADA
Appeals to civility, politeness, and elegance in political discourse while comparing Trump unfavorably to Canadian leadership on ethical grounds.
@connieborja-ye1mu
Mar 4, 2025
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Appeals to ethical principles of neighborly love and understanding, distinguishing true Americans from Trump's actions.
@KeithHood-i1s
Mar 4, 2025
Why do the rest of us Americans and Zelensky have to get caught up in trumps mental problems as the gOP stooges standby
Why do the rest of us Americans and Zelensky have to get caught up in trumps mental problems as the gOP stooges standby
Expresses frustration about being caught in political consequences, framing it as an unfair burden imposed by Trump's leadership problems.
@im-smert
Mar 4, 2025
You are racist you don't have any good content shame disgusting why Don't you talk abouts your racist country
You are racist you don't have any good content shame disgusting why Don't you talk abouts your racist country
Accuses the content creator of racism and calls for different content, appealing to ethical standards.
KingOfngash
Jan 27, 2026
Not all indians eat their shit. Also you went to a very specific part of indian that does shit stuff, it doesnt mean they are gonna bring it to our country.
Not all indians eat their shit. Also you went to a very specific part of indian that does shit stuff, it doesnt mean they are gonna bring it to our country.
Defends Indian immigrants against stereotyping by arguing that generalizations from one region are unfair and won't necessarily transfer to Canada.
DUK-dy6zk
Jan 27, 2026
I dont think a homeless guy riding around in snow on a bike has the right to complain about other people’s situations especially those that are on welfare
I dont think a homeless guy riding around in snow on a bike has the right to complain about other people’s situations especially those that are on welfare
Questions the credibility/moral standing of the video creator to critique others' situations based on his own circumstances.
Useraichbg6182g
Jan 28, 2026
Wow! Your emphasis is on creating hate for money.
Wow! Your emphasis is on creating hate for money.
Accusation that the video creator is deliberately generating hatred for profit, raising ethical concerns about content intent.
gurbirbrar6081
Jan 28, 2026
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre …
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre gastando dinheiro e energia pra combater seus próprios fantasmas.
Critique of North American foreign policy from ethical perspective, comparing approaches to international relations.
@msmello56
Mar 4, 2025
The guy who said he hate Africans. I question his IQ.
The guy who said he hate Africans. I question his IQ.
Criticizes someone's statement about hating Africans as morally wrong, questioning their intelligence as a form of ethical judgment.
MaishPixelDomain
Jan 27, 2026
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump …
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump is like Freddy from elm street with the slashing hand... Slashing away at friends and foes... Yep, like Jason with the machete ... You short-termed memory voters unleashed the beast upon yourselves and the world... ?? Bravo... But a nation usually gets the leader it deserves, sorry to say.??
Comment uses moral language ('nation gets the leader it deserves') and expresses fear about Trump's unpredictability and destructive potential, framed through horror movie metaphors.
@maroblanco6543
Mar 4, 2025
What an outstanding leader Justin Trudeau is….and has been on the world stage and at home for many years. I hope he does not step down from politics or not seek re election as Leader …
What an outstanding leader Justin Trudeau is….and has been on the world stage and at home for many years. I hope he does not step down from politics or not seek re election as Leader and withdraws his resignation letter. This action s exactly what Trump needs to hear and bring him down to earth but then Trump is a puppet for Maga and Putin. Trump had no real brain it is others leading him along and he is too stupid to see that the King is not wearing clothes. Trudeau has spelt it out with clarity.
Praises Trudeau's moral leadership and ethical stance against Trump, framing it as a matter of principle and clarity.
@marilynevans9210
Mar 4, 2025
Furious about Traitor Trump threatening our Canadian friends and planning to buy Canadian wherever possible to undermine his stupid tariffs. ? ??❤??
Furious about Traitor Trump threatening our Canadian friends and planning to buy Canadian wherever possible to undermine his stupid tariffs. ? ??❤??
Expresses moral outrage at Trump while calling for consumer action (buying Canadian) to resist tariffs and support allies.
@allip4226
Mar 4, 2025
Intelligent move.
Intelligent move.
Brief endorsement of Canada's tariff response as 'intelligent,' implying moral/strategic approval of the policy decision.
Moral Argument
0.75
@oliviavallin5441
Mar 4, 2025
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
Emotional expression of shame and moral condemnation toward America, framed as dishonest.
@joycewhitney3852
Mar 4, 2025
1:27 better future means a better future for Canada as well. You should contribute something back also.
1:27 better future means a better future for Canada as well. You should contribute something back also.
Appeals to fairness and reciprocal contribution while expressing support for immigrants building a better future.
VN-ux2ep
Feb 13, 2026
President trump is a businessman that’s what he does for his people. Sometimes being great at something is not enough for you to be a good leader . Your fellow Americans will suffer .
President trump is a businessman that’s what he does for his people. Sometimes being great at something is not enough for you to be a good leader . Your fellow Americans will suffer .
Argues that business acumen alone doesn't make a good leader and expresses concern for citizens' welfare.
Moral Argument
0.75
@ShirleyOsawa
Mar 4, 2025
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that …
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that kinda people who say this things like thay bcuz they dont not inteligent enough and illitrate
Responds to a racist claim in the video by countering with historical examples, defending against discriminatory statements.
Wanderdust61
Feb 13, 2026
The Stupid orange idiot doesnt deserve to be called President.
The Stupid orange idiot doesnt deserve to be called President.
Makes a value judgment about Trump's fitness for office based on character assessment.
Moral Argument
0.75
@michaelsantos2715
Mar 4, 2025
Americans should be ASHAMED!!!
Americans should be ASHAMED!!!
Appeals to shame and moral responsibility for Trump's actions and their consequences.
Moral Argument
0.75
@HeavenlyIntervention
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)