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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 137 of 144
This is literally genocide.
This is literally genocide.
Uses extreme moral language ('genocide') to characterize immigration policy, though the claim itself is hyperbolic rather than factual.
Rob-to4mu Oct 2, 2025
“As the Philistine moved closer to attack him, David ran quickly toward the battle line to meet him. Reaching into his bag and taking out a stone, he slung it and struck the Philistine on …
“As the Philistine moved closer to attack him, David ran quickly toward the battle line to meet him. Reaching into his bag and taking out a stone, he slung it and struck the Philistine on the forehead. The stone sank into his forehead, and he fell facedown on the ground.” - 1 Samuel 17 \nThe story of David and Goliath, is that even when facing seemingly insurmountable odds, faith in God and courage can lead to victory, regardless of one's size or experience; it highlights the importance of not underestimating oneself and trusting in a higher power when confronted with seemingly impossible challenges. ???
Uses a biblical parable to make a moral argument about faith, courage, and overcoming adversity against overwhelming odds.
@JanetDI Mar 4, 2025
Such a pathetic guy
Such a pathetic guy
Makes a moral judgment about character ('pathetic') without substantive policy or factual claims.
@watching7384 Mar 4, 2025
Move your sh$$ xountry to russia and ors the world a duc$$g favor
Move your sh$$ xountry to russia and ors the world a duc$$g favor
Hostile dismissal framed as a moral judgment, telling someone to leave and benefit the world.
@4nobject Mar 4, 2025
The racism in this video is wild especially when white people are the most destructive people in history 🤣🤡🤡🤡
The racism in this video is wild especially when white people are the most destructive people in history 🤣🤡🤡🤡
Appeals to fairness and historical justice by countering perceived racism with a comparative moral argument about Western destructiveness.
donavan4387 Feb 5, 2026
Trump is so reckless.
Trump is so reckless.
Makes a value judgment about Trump's behavior as reckless, appealing to standards of responsible conduct.
@cuticlecuddlester Mar 4, 2025
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Appeals to fairness principle (tax contribution) to delegitimize critics' right to speak on immigration policy.
Carcare_taker Oct 5, 2025
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Makes a moral judgment about Trump and his supporters, suggesting they are beyond help or reason.
@ZamirHasko Mar 4, 2025
West invaded India in past and looted so much wealth, now it's our turn
West invaded India in past and looted so much wealth, now it's our turn
Invokes historical Western colonialism and wealth extraction to justify current immigration as reciprocal justice.
GitaGyan-u6g Jan 28, 2026
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
Oh my God he's an idiot.
Oh my God he's an idiot.
Brief character attack calling Trump an idiot, expressing moral disapproval of his intelligence or competence.
@jeffstone7037 Mar 4, 2025
truly disgusting
truly disgusting
Brief moral condemnation without elaboration, expressing ethical disapproval of the video's content or immigration-related topic.
mirovii Oct 25, 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
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
Brilliant speech
Brilliant speech
Brief positive evaluation of a speech using an ethical/quality judgment ('Brilliant'), though minimal elaboration limits confidence.
@JillEason Mar 4, 2025
Us president did a disgraceful t his country
Us president did a disgraceful t his country
Condemns Trump's actions as disgraceful, appealing to ethical standards of conduct.
@herrygolu6659 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
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
always remember: Living with white people is not human right.
always remember: Living with white people is not human right.
Statement asserting a moral principle about human rights and living conditions, with implicit critique of racial/ethnic segregation.
FreeMan4096 Jan 27, 2026
THE DOWNFALL OF US is PRIDE
THE DOWNFALL OF US is PRIDE
Makes a moral/ethical claim that pride is the cause of national decline, appealing to values-based reasoning.
@eutttt4771 Mar 4, 2025
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Category Distribution

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Classifier Confidence

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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)