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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 16 of 222
Blockbuster: The Enemy Within - Starring Donald Trump/ Co Starring Elon musk and the childish bunch!
Blockbuster: The Enemy Within - Starring Donald Trump/ Co Starring Elon musk and the childish bunch!
Uses movie title format and sarcastic characterization ('childish bunch') to mock political figures through parody.
@tweet334 Mar 4, 2025
Canada should be declared the 29th state of India and Brampton the 9th union territory.
Canada should be declared the 29th state of India and Brampton the 9th union territory.
Satirical/absurdist joke about Indian demographic dominance in Canada, using exaggeration for comedic effect.
ShubhamSingh-jk2qz Feb 14, 2026
Is MAGA allowed to watch this?
Is MAGA allowed to watch this?
Sarcastic question implying MAGA supporters wouldn't approve of or watch this content, using irony for commentary.
@2busyFL Mar 4, 2025
Our president Donald Duck
Our president Donald Duck
Humorous nickname for Trump ('Donald Duck') used as satirical commentary.
@adamf.2967 Mar 4, 2025
Trudeau was so excited his tampon almost fell off!
Trudeau was so excited his tampon almost fell off!
Uses crude sexual humor and sarcasm to mock Trudeau rather than making substantive criticism.
@andrel1972 Mar 4, 2025
Lmao ok Canada
Lmao ok Canada
Dismissive laugh ('Lmao') expressing sarcastic commentary on Canada's situation.
@JorgeRodriguez-i4x Mar 4, 2025
beef has gone from Kendrick vs. Drake to Trump vs. Trudeau
beef has gone from Kendrick vs. Drake to Trump vs. Trudeau
Uses humorous comparison between a music rivalry and the Trump-Trudeau conflict.
@ahmedkamil7094 Mar 4, 2025
How can you tell when Justin Trudeau is lying his lips are moving?
How can you tell when Justin Trudeau is lying his lips are moving?
Classic joke format attacking Trudeau's credibility through sarcasm and wordplay.
@donaldyanson8144 Mar 4, 2025
Trudeau: “I can’t believe you’ve done this” \nAlso Trudeau: “I’m going to do it too”
Trudeau: “I can’t believe you’ve done this” \nAlso Trudeau: “I’m going to do it too”
Sarcastic dialogue format mocking Trudeau's hypocrisy through ironic juxtaposition of statements.
@boogaloo20 Mar 4, 2025
Another amazing L for Trump.
Another amazing L for Trump.
Uses casual slang ('L' meaning loss) to mock Trump in a lighthearted, sarcastic manner.
@KevinJamesVideo Mar 4, 2025
But but but doctors and engineers.
But but but doctors and engineers.
Sarcastic reference to the common pro-immigration argument about doctors and engineers, mocking the claim.
595million9 Feb 18, 2026
Lmfao “I’m as racist as the next guy”
Lmfao “I’m as racist as the next guy”
Laughing reaction to a quoted statement, using irony to mock or critique the speaker's admission.
Skaterjoeee Jan 27, 2026
HALT! This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada! It is accessible only to the most noble and valiant of people. Oh no you don't! I …
HALT! This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada! It is accessible only to the most noble and valiant of people. Oh no you don't! I can see that you are not Canadian. And there is only one way a non-Canadian can ever hope to enter the gates of our country. You must go back to your land and return here with... A passport. Ah, I see you have a passport! All right, hand it over.
Extended satirical narrative mocking Canadian border control and immigration requirements through absurdist fantasy dialogue.
h4tchetman Dec 6, 2025
😂😂 Canadian are chill go back to the south
😂😂 Canadian are chill go back to the south
Uses joking tone and emoji to make a lighthearted comparative comment about Canadian temperament.
carolannfiesn Feb 11, 2026
All Hail justin Trudeau 😂
All Hail justin Trudeau 😂
Sarcastic praise of Trudeau with laughing emoji, using irony to critique immigration policy.
leoj_carnage Feb 15, 2026
Guy’s funny ?? America! ??
Guy’s funny ?? America! ??
Brief comedic reaction to the video content using emojis and casual language to express amusement at American politics.
@fernando.dfw.real_estate Mar 4, 2025
the only time i saw America attack Canada was in a john candy movie this is stupid
the only time i saw America attack Canada was in a john candy movie this is stupid
Uses humorous pop culture reference (John Candy movie) to mock the idea of US-Canada conflict as absurd.
@genmanion2389 Mar 4, 2025
Putin has a lot of fertilizer, it will be good enough for the US. :D
Putin has a lot of fertilizer, it will be good enough for the US. :D
Uses dark humor and sarcasm (fertilizer reference) to mock Trump and the US situation.
@bslay4r Mar 4, 2025
Mutahar blowin steam out of his ears like a looney toon character with this one. 🙏🏼
Mutahar blowin steam out of his ears like a looney toon character with this one. 🙏🏼
Uses sarcastic humor and cartoon imagery to mock the video creator's emotional reaction.
The.Nasty. Jan 27, 2026
SAAR NOOO DO NOT NOTICE ME POOPING IN SNOW NOOOO SAAR
SAAR NOOO DO NOT NOTICE ME POOPING IN SNOW NOOOO SAAR
Mocking satire using exaggerated stereotypes and absurdist humor to ridicule a perceived immigrant behavior.
Randomchannelsurfer6 Jan 27, 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)