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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 174 of 222
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
Damn CNN is sucking Trump's toes too.
Damn CNN is sucking Trump's toes too.
Uses sarcastic/crude humor to criticize CNN's coverage and perceived bias toward Trump.
@malstream1309 Mar 4, 2025
Any White Christian suprimist in ☪️ondombox 🕋😂😂😂 Sorry Comment box 👇🏾👇🏾👇🏾
Any White Christian suprimist in ☪️ondombox 🕋😂😂😂 Sorry Comment box 👇🏾👇🏾👇🏾
The comment uses sarcasm and self-correcting humor to mock white Christian supremacists, with religious symbols used ironically.
chetangawade5002 Sep 19, 2025
Trump is so child like, I truly think he is jealous of this guy's looks and decorum....
Trump is so child like, I truly think he is jealous of this guy's looks and decorum....
Uses sarcasm and mockery to criticize Trump, suggesting his actions stem from jealousy rather than policy reasoning.
@trevorregay9283 Mar 4, 2025
Canada - Adopt California!!
Canada - Adopt California!!
Humorous suggestion that Canada adopt California, likely satirizing political/geographic preferences.
@marilumuniz7752 Mar 4, 2025
Homeless guy at the beginning saying they do not pay taxes is peak Trailer Park Boys. He knows how to spell ODSP for sure. Not saying mass immigration is a good thing but being lectured …
Homeless guy at the beginning saying they do not pay taxes is peak Trailer Park Boys. He knows how to spell ODSP for sure. Not saying mass immigration is a good thing but being lectured from white 4th generation welfare recipients is probably not where the message should come from.
Uses sarcasm and ironic commentary (Trailer Park Boys reference) to critique the credibility of welfare recipients criticizing immigration, while asserting identity-based divisions.
BoSi2025 Sep 19, 2025
Donal is bent down on his knees in front of poutin with open mouth
Donal is bent down on his knees in front of poutin with open mouth
Derogatory characterization of a political figure using crude humor and sarcasm rather than substantive critique.
@mirzahusain7453 Mar 4, 2025
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed …
Canada has to start accepting refugees from the US? \n\nI know we have to focus on all the immediate stuff, but even though we knew they had an endgame, we didn’t think they would speed run at this quickly. \n\nElon must have that extra special Adderall.\n\nI don’t want to live on this planet anymore! Apparently Mars is also too close. Bedroom suburb and all.\n\nI know it’s extremely stupid that he got reelected, but it’s not like he had a landslide margin when it came to votes. Unfortunately, none of us were allowed to kick the voting machines if we were voting democrat.
Combines dark humor and sarcasm about US politics with genuine concern about rapid policy changes and their implications.
@beadybaby Mar 4, 2025
You should go to Amazon warehouse. There is no white people working there. 110% Indian 😂
You should go to Amazon warehouse. There is no white people working there. 110% Indian 😂
Uses sarcasm and emoji to mock workplace demographics, framed as observational humor but with underlying ethnic stereotyping.
AiThamSanSi Jan 28, 2026
Funny as a Quebecer that dem colonialist anglos finally taste their own medecine they've been forcing us to swallow for soo long.
Funny as a Quebecer that dem colonialist anglos finally taste their own medecine they've been forcing us to swallow for soo long.
Uses ironic commentary to express schadenfreude about English-speaking Canadians experiencing immigration pressures similar to Quebec's historical experience.
Sean27007 Sep 19, 2025
Has anyone seen Starwars? How life imitates art..
Has anyone seen Starwars? How life imitates art..
Uses Star Wars reference sarcastically to comment on real-world events, employing pop culture analogy for comedic effect.
@kribbena9321 Mar 4, 2025
Lmaoo his country going under and he is trying to “speak to the american people” bruh go fix your country dont talk down to us
Lmaoo his country going under and he is trying to “speak to the american people” bruh go fix your country dont talk down to us
Uses sarcasm and dismissive tone to mock US political leadership while asserting Canadian superiority and rejecting American authority.
@my68chevy2 Mar 4, 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
LOL\nNot going to be a fight
LOL\nNot going to be a fight
Brief dismissive joke suggesting skepticism about conflict or confrontation.
@scottbott8525 Mar 4, 2025
When is this clown leaving?
When is this clown leaving?
Uses derogatory humor ('clown') to mock a political figure; primarily sarcastic/dismissive tone.
@patrickfitzgerald-s9i Mar 4, 2025
Bro's wife got piped by an immigrant, explains the frustration
Bro's wife got piped by an immigrant, explains the frustration
Uses crude sexual humor and sarcasm to mock the commenter's presumed motivations, employing ironic commentary.
zockero8131 Jan 28, 2026
Will see who folds my bet is on the gay man.
Will see who folds my bet is on the gay man.
A joking prediction about who will 'fold' in a confrontation, using casual betting language as satire.
@444-y7h Mar 4, 2025
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t (EVEN THE FKING BIKE GUY) 🤣💯
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t (EVEN THE FKING BIKE GUY) 🤣💯
Uses sarcasm and crude humor to mock what the commenter sees as hypocrisy in how Canadians and Sikhs are portrayed.
THELGNDC33J4Y Jan 28, 2026
Toronto is so annoying lol Scrappy.
Toronto is so annoying lol Scrappy.
Brief dismissive comment with casual tone ('lol', 'Scrappy') expressing mild criticism through humor rather than substantive argument.
MilquetoastQT Jan 28, 2026
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
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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)