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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
Page 130 of 144
greatest country on earth? that's questionable!!!!
greatest country on earth? that's questionable!!!!
Questions Canada's claim to being the greatest country, implicitly critiquing national identity and values.
arjunpardva Jan 28, 2026
Trudeau what you're saying about Putin ain't good,President Putin works so hard to safeguard the rights of the weak and prevent them from exploitation by the strong in the society,on the other hand President Trump …
Trudeau what you're saying about Putin ain't good,President Putin works so hard to safeguard the rights of the weak and prevent them from exploitation by the strong in the society,on the other hand President Trump may have made a decision that doesn't suite you but that doesn't mean he's dumb, if his decision ain't favoring you simply sit done with him and converse to find a solution.Russia is not the enemy of America but the people who spread propagandas about Russia are the ones creating an imaginary enemy who in real sense is actually a friend.
Appeals to dialogue, understanding, and ethical treatment while comparing leaders and nations, defending Putin and Trump.
@FkenDmitry Mar 4, 2025
Another idiot itching to spill someone else’s blood
Another idiot itching to spill someone else’s blood
Brief moral condemnation of someone as reckless and willing to cause harm, combining ethical judgment with threat perception.
@patricklavery5144 Mar 4, 2025
Donal turumpun is very stupid American men no good for nothing why American people vote for crap welcome to America
Donal turumpun is very stupid American men no good for nothing why American people vote for crap welcome to America
Expresses moral disapproval of Trump and American voters through comparative criticism of American leadership.
@MiguelaVazquezruiz-l3h Mar 4, 2025
La gente tiene derecho de buscar mejor beneficios. Tienen que aguantar vara esos blancos
La gente tiene derecho de buscar mejor beneficios. Tienen que aguantar vara esos blancos
Defends immigrants' right to seek better opportunities and critiques discrimination, appealing to fairness principles.
juanmolina2839 Feb 22, 2026
Because the ill-mannered, impudent, stupid Donald has pissed everyone off. With his Nazi friends.
Because the ill-mannered, impudent, stupid Donald has pissed everyone off. With his Nazi friends.
Criticizes a political figure using moral language (Nazi comparison) and appeals to ethical judgment.
@m.d.8769 Mar 4, 2025
Can't wait for karma to hit him, his goons and worshippers.
Can't wait for karma to hit him, his goons and worshippers.
Expresses a moral judgment that justice/karma should punish a political figure and supporters.
@MadieJay-nw8gl Mar 4, 2025
This President is medically (mentally speaking) UNFIT for Office !!
This President is medically (mentally speaking) UNFIT for Office !!
Makes a value judgment about fitness for office based on perceived mental/medical unfitness, appealing to standards of competence and responsibility.
@Engagenumberone Mar 4, 2025
I think you have missed the point: People DO NOT actually TRUST ONE-ANOTHER VERY MUCH. So people sit down TRYING YO DEVISE "PLANS" such that the think that they are MINIMIZING the risks inherent in …
I think you have missed the point: People DO NOT actually TRUST ONE-ANOTHER VERY MUCH. So people sit down TRYING YO DEVISE "PLANS" such that the think that they are MINIMIZING the risks inherent in INTERACTING WITH PEOPLE THAT YOU DO NOT TRUST, AS IF YOU CAN TRUST THEM. This NEVER WORKS and always makes a big bizarre mess.
Philosophical argument about trust and human interaction as foundational to immigration policy, appealing to ethical principles.
LindaLucyshyn Feb 17, 2026
I am an American who supports sound and sane and for the people, Canada .....So, who still believes that a convict that supports an immigrant, Nazi supporter, high off of whatever and swinging.. a chainsaw …
I am an American who supports sound and sane and for the people, Canada .....So, who still believes that a convict that supports an immigrant, Nazi supporter, high off of whatever and swinging.. a chainsaw and in bed with Putin deserves to be in an oval office?..... Impeach this ? before we all deminish... At his agenda and will ....
An American commenter appeals to moral principles (supporting 'sound and sane' governance) while condemning Trump as unfit and calling for impeachment based on ethical grounds.
@tiabelize4266 Mar 4, 2025
Well to tell you about Trump Jesus insane as it can be the US trust him and American people want him out of office
Well to tell you about Trump Jesus insane as it can be the US trust him and American people want him out of office
Criticizes Trump as unfit and expresses that Americans want him removed, framing this as a moral/political judgment.
@margamckie1984 Mar 4, 2025
This man on his bicycle making blatent comments on intelligence from Africa 😢 really 😮
This man on his bicycle making blatent comments on intelligence from Africa 😢 really 😮
Criticizes someone making negative generalizations about African intelligence, appealing to fairness and against stereotyping.
mema7474 Feb 21, 2026
Trudeau get lost
Trudeau get lost
Brief dismissive statement expressing disapproval; minimal content but implies moral/political judgment.
@okniv7235 Mar 4, 2025
He is a good president, he is very kind, he is compassionate, he has done a lot of good for all Canadians. I would not like him to resign. I would like him to continue …
He is a good president, he is very kind, he is compassionate, he has done a lot of good for all Canadians. I would not like him to resign. I would like him to continue in the country as President of Canada.
Defends the Prime Minister using moral language (kind, compassionate, good) and appeals to values of leadership and national benefit.
@BellaNaranjo-z5f Mar 4, 2025
This is just sickening no words ?
This is just sickening no words ?
Expresses moral disapproval ('sickening') of something in the video, though the specific target is unclear.
@patriciasmith9157 Mar 4, 2025
Sikh men should not be living dishonestly it's one of the Guru's Hukamnama!
Sikh men should not be living dishonestly it's one of the Guru's Hukamnama!
Appeals to religious/cultural principles (Guru's teachings) to critique behavior, framing it as a moral/ethical issue within Sikh identity.
SaintSoldiersofCentralFlorida Jan 28, 2026
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
Critiques continued racial categorization as ethically problematic in contemporary society.
vpvpsilly2927 Feb 17, 2026
Trump needs to be in chains.
Trump needs to be in chains.
Makes a strong moral condemnation of Trump through a call for punitive action.
@alexanderpetrow8668 Mar 4, 2025
That fella acting like r**e isnt also apart of the Indian community
That fella acting like r**e isnt also apart of the Indian community
Comment challenges a perceived double standard by pointing out that crime exists across communities, making an argument about fairness and representation.
madi7740 Jan 28, 2026
What a creepy man
What a creepy man
Brief character judgment describing Trump as 'creepy,' a moral/ethical assessment without elaboration.
@anthonydunne295 Mar 4, 2025
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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)