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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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Humor / Satire

4,434 comments
Page 197 of 222
Trump people are not from this earth!!
Trump people are not from this earth!!
Hyperbolic, sarcastic statement about Trump supporters using absurdist humor to express alienation and criticism.
@shakazulu-h1i Mar 4, 2025
Je veut une complications du mec en bike 😂😂😂
Je veut une complications du mec en bike 😂😂😂
French-language comment making a joke with laughing emojis, appears to be humorous commentary on video content.
MrDamatick Mar 3, 2026
Oh God Bless America's next 3.7 years.
Oh God Bless America's next 3.7 years.
Sarcastic invocation of divine blessing for America's next 3.7 years, implying criticism through ironic tone.
@brownasianity Mar 4, 2025
Biker guy's not just a racist but a dumb racist
Biker guy's not just a racist but a dumb racist
Uses sarcastic insult combining 'racist' and 'dumb' in a brief, dismissive comment directed at another commenter.
LetThereBeYouTube Feb 26, 2026
Talking about hygiene while these white folks don't wash their @$$e$ 😂😂😂.. smh...
Talking about hygiene while these white folks don't wash their @$$e$ 😂😂😂.. smh...
Uses sarcasm and joking tone to mock hygiene stereotypes while making an ethnic comparison, blending humor with identity-based framing.
izajahmed8863 Feb 17, 2026
So now this girly man grew a pair????? It’s a bit too late buddy. This was not your DESTINY ????
So now this girly man grew a pair????? It’s a bit too late buddy. This was not your DESTINY ????
Sarcastic mockery using gendered insults and ironic language ('grew a pair', 'DESTINY') to criticize a political figure's perceived weakness.
@kooskoos8181 Mar 4, 2025
Yeet the jeets
Yeet the jeets
Slang phrase used as derogatory joke/meme targeting a specific ethnic group; combines satire with identity-based mockery.
thekeytothegate Aug 26, 2025
Brampton -> Brahmpur, Ottawa - Uttarabad, Vancouver -> Vangakubhir
Brampton -> Brahmpur, Ottawa - Uttarabad, Vancouver -> Vangakubhir
Satirical renaming of Canadian cities with Indian names, mocking demographic changes and cultural transformation through ironic wordplay.
migspedition Oct 4, 2025
Agree with former post: MAGA =Moscow Agent Governing America
Agree with former post: MAGA =Moscow Agent Governing America
Presents a sarcastic reinterpretation of MAGA as a political attack, blending wordplay with criticism.
@JeroendeWit-i3g Mar 4, 2025
He sounds like a white parent that's trying to punish there rebellious son ?
He sounds like a white parent that's trying to punish there rebellious son ?
Humorous comparison of Trudeau's demeanor to a parent disciplining a child, using ironic framing.
@matthennessey4430 Mar 4, 2025
Chalice! as they say in Canada.
Chalice! as they say in Canada.
Uses colloquial Canadian slang ('Chalice') in a lighthearted, joking manner about Canadian culture.
@gmicg Mar 4, 2025
Imagine this grown man not recognizing Trump's sense of humor. Little Justin is as challenged as his mother was.
Imagine this grown man not recognizing Trump's sense of humor. Little Justin is as challenged as his mother was.
Sarcastic mockery of Trudeau's intelligence using humor and personal insult, with identity-based framing.
@mt.shasta6097 Mar 4, 2025
Poo-njabi is right.
Poo-njabi is right.
The comment appears to be a mocking play on words or ethnic slur presented as humor/satire.
CherishedMemoriesOfAWhiteA-w4i Mar 1, 2026
Just lets erase the imaginary of the US Canada border. From President Donald Trump and be the 51st state no more Tariffs k! Everyone Happy Big Family k!
Just lets erase the imaginary of the US Canada border. From President Donald Trump and be the 51st state no more Tariffs k! Everyone Happy Big Family k!
Uses ironic/satirical suggestion of Canada becoming the 51st US state to comment on Trump's tariff policies and Canada-US relations.
byron8657 Apr 15, 2025
Tubby cop got mad because he didnt get food first XDD
Tubby cop got mad because he didnt get food first XDD
Uses mocking tone and laughing emoji to make a joke about a police officer, likely referencing video content.
AWFUDGER Jan 27, 2026
Caucasians can now ✅ check the box on forms asking *”Are you part of a visible minority”*
Caucasians can now ✅ check the box on forms asking *”Are you part of a visible minority”*
Uses sarcastic irony to comment on demographic change and minority status categorization.
nemesis851_ Feb 27, 2026
Ooppps many have not read teumps child hood and his business history and personality, kneel before him and he will make you lick his belly button.
Ooppps many have not read teumps child hood and his business history and personality, kneel before him and he will make you lick his belly button.
Uses sarcastic, crude humor to mock Trump and his supporters, with absurdist imagery rather than substantive critique.
@mexicanosxelmundo7774 Mar 4, 2025
Canadianopolis😢
Canadianopolis😢
Portmanteau 'Canadianopolis' with sad emoji appears to be ironic commentary on Canada's changing character.
badaboys2098 Sep 21, 2025
what a joke
what a joke
Brief dismissive comment using colloquial language that functions as sarcastic commentary on the video or topic.
linchpin6761 Feb 18, 2026
Wow 10 people deported look out Canada finally taking action
Wow 10 people deported look out Canada finally taking action
Sarcastically comments on minimal deportations with ironic tone about government action.
pie505 Feb 18, 2026
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Discourse Taxonomy

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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

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)