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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 109 of 222
We don’t need anything from Canada we have it all here. I’m boycotting Canadian bacon ?
We don’t need anything from Canada we have it all here. I’m boycotting Canadian bacon ?
Uses sarcasm and ironic boycott threat as humorous commentary on national self-sufficiency.
@JoeBlow-i4w Mar 4, 2025
Don’t worry all, Russia, with its GDP smaller than Italy’s, eill be able to offset the hit.
Don’t worry all, Russia, with its GDP smaller than Italy’s, eill be able to offset the hit.
Uses sarcasm to mock Russia's economic weakness by comparing its GDP to Italy's.
@zerocero5850 Mar 4, 2025
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
Uses joking tone ('legend') to celebrate someone's statement, with implied in-group agreement ('what we are all thinking').
OliverEdwards-c4f Jan 27, 2026
10:45 Tyler, you’re not a small guy… 6 foot? This dude that you’re talking to is probably like 6’4” right? probably the biggest Indian I’ve ever seen. 😂😂😂
10:45 Tyler, you’re not a small guy… 6 foot? This dude that you’re talking to is probably like 6’4” right? probably the biggest Indian I’ve ever seen. 😂😂😂
Joking observation about height differences between video participants, marked with laughing emojis.
Headlessthirst Jan 28, 2026
Trump is such a freaking idiot!! He’s probably watching this saying, “pick a language we did.” What a moron! A trade war seriously. Never thought I’d see this.
Trump is such a freaking idiot!! He’s probably watching this saying, “pick a language we did.” What a moron! A trade war seriously. Never thought I’d see this.
Uses sarcasm and mockery of Trump's communication style and trade war policies, combining humor with implicit criticism of his leadership.
@Thehitbird Mar 4, 2025
Hey Trump, that's how to give an educated response. Not that shit that comes out of your mouth .
Hey Trump, that's how to give an educated response. Not that shit that comes out of your mouth .
Sarcastic comparison contrasting Trudeau's articulate response with Trump's communication style.
@RobieFriberg Mar 4, 2025
TDS Sports, 😂😂😂 Now these nut jobs got their own sporting goods?? What are the teams called? Trump is a meanie soccer team??
TDS Sports, 😂😂😂 Now these nut jobs got their own sporting goods?? What are the teams called? Trump is a meanie soccer team??
Sarcastic joke mocking what appears to be a sports brand name, using irony and absurdist humor unrelated to immigration policy.
FORCE_PBC Jan 27, 2026
I can literally smell this video
I can literally smell this video
Sensory exaggeration used as sarcastic commentary on video content.
AMERICA1ST-y5n Jan 27, 2026
Brampladesh.
Brampladesh.
Portmanteau combining city name with ethnic reference, using sarcasm to critique demographic change.
mannydrives Jan 28, 2026
MAGA= BADD (Burning Down American Democracy). MAGA = BADD.
MAGA= BADD (Burning Down American Democracy). MAGA = BADD.
Uses wordplay and acronym reversal (MAGA/BADD) as satirical critique of Trump's political movement.
@jameslambe9275 Mar 4, 2025
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
Sarcastic commentary on the video subject's self-awareness, using irony to critique racial attitudes.
belazoela Jan 28, 2026
Wow this what an adult sounds like.? big F to trump
Wow this what an adult sounds like.? big F to trump
Uses sarcasm and mockery to contrast Trudeau's maturity with Trump's perceived immaturity.
@nathant7965 Mar 4, 2025
Kinda like that he called the Cheeto Donald. He’s no president of mine
Kinda like that he called the Cheeto Donald. He’s no president of mine
Uses sarcastic nickname ('Cheeto Donald') and dismissive tone to mock a political figure.
@kingblicky635 Mar 4, 2025
Donald is living in his own ass universe ?
Donald is living in his own ass universe ?
Sarcastic, mocking comment using crude humor to criticize Trump's detachment from reality.
@millybells Mar 4, 2025
The guy on his bike talk like he just have one week to live.
The guy on his bike talk like he just have one week to live.
Mocking observation about a person featured in the video, using humor to comment on their demeanor or speech patterns.
jjjdgd5 Jan 28, 2026
this is so funny watching as a canadian. brampton is the ost bullied city hahaha
this is so funny watching as a canadian. brampton is the ost bullied city hahaha
Uses humor to comment on Brampton's reputation among Canadians, treating the city's stereotyping as comedic fodder.
biancamiller8407 Jan 28, 2026
The Canadian Dominion of Cuckistan has fallen.
The Canadian Dominion of Cuckistan has fallen.
Uses derogatory wordplay ('Cuckistan') as sarcastic commentary on perceived national decline.
TC-iz5hr Jan 27, 2026
Man a robot who memorized his speech how cute
Man a robot who memorized his speech how cute
Uses sarcasm and mockery to critique the speaker's delivery as robotic and rehearsed.
@justinlyons5374 Mar 4, 2025
C@gar dentro do ônibus é f0d@! 🤣🤣
C@gar dentro do ônibus é f0d@! 🤣🤣
A Portuguese-language joke with emojis about bus behavior, using humor rather than substantive argument.
bymhay Feb 25, 2026
USA! USA!! wait, what? CANADIA? CANADIANS
USA! USA!! wait, what? CANADIA? CANADIANS
Uses sarcastic repetition and playful confusion between USA and Canada to mock national identity, primarily comedic in tone.
Kiyoone Jan 27, 2026
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Discourse Taxonomy

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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)