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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 159 of 222
Open up a turban factory there,you will make much money in Canaduh...
Open up a turban factory there,you will make much money in Canaduh...
Sarcastic suggestion using ethnic stereotype and mocking tone to comment on economic opportunity.
jeffreybodean7300 Mar 2, 2026
Come on now I know all of you wish that Trump is your president. Don't be shy just admit it ?
Come on now I know all of you wish that Trump is your president. Don't be shy just admit it ?
Uses sarcasm and irony to mock Canadians' presumed preference for Trump as president.
@joesarkis7337 Mar 4, 2025
Trudeau is so good at pausing
Trudeau is so good at pausing
Sarcastic jab at Trudeau's speaking style, using irony to mock his public communication.
@Bombuzzz Mar 4, 2025
You can legit live in Brampton and not see a single non Indian for months 😭🙏🏾
You can legit live in Brampton and not see a single non Indian for months 😭🙏🏾
Commenter uses ironic humor with emojis to comment on demographic change in a specific Canadian city, mixing satire with implicit identity concerns.
vforpresident123 Jan 29, 2026
Indian fatigue is real ... 😂😂
Indian fatigue is real ... 😂😂
Sarcastic comment using humor and emoji to express demographic anxiety about a specific ethnic group.
Alphafemale03 Jan 27, 2026
Mr Trump: “now Canadians will need visa to enter to us unless the have golden card”
Mr Trump: “now Canadians will need visa to enter to us unless the have golden card”
Uses satirical dialogue to mock potential Trump policies (visa requirements, wealth-based entry), blending humor with underlying anxiety about border restrictions.
@gabrielcaceres2351 Mar 4, 2025
ROFL Blistering speech? Trudeau is a beta male.
ROFL Blistering speech? Trudeau is a beta male.
Uses sarcasm ('ROFL') and mockery to dismiss Trudeau's speech while attacking his masculinity/strength.
@gatorbite9816 Mar 4, 2025
Yeah we call Brampton “Brown Town” 😂
Yeah we call Brampton “Brown Town” 😂
Comment uses a derogatory nickname for a Canadian city with a large South Asian population, presented as casual humor.
Xx_ThatAintMe_xX Jan 29, 2026
There's probably a lot of honking on the roads of Brampton 🚗 📯
There's probably a lot of honking on the roads of Brampton 🚗 📯
Makes a joking stereotype about Brampton (known for South Asian population) and honking, using humor to express cultural othering.
Toddis Jan 27, 2026
Why is this gentle man blowing such hot air out of his hole.
Why is this gentle man blowing such hot air out of his hole.
Uses crude sarcasm/insult directed at the video subject in a dismissive, joking manner.
@RamiH Mar 4, 2025
perhaps Canada could extend its education system to the USA, and avoid another trump type meathead being elected by confused voters who are easily fooled by a bad actor/ conman.
perhaps Canada could extend its education system to the USA, and avoid another trump type meathead being elected by confused voters who are easily fooled by a bad actor/ conman.
Sarcastically suggests Canada educate Americans to prevent electing leaders like Trump, mixing jest with implicit criticism.
@peterwright-iw3jh Mar 4, 2025
He’s cry baby pay
He’s cry baby pay
A brief, sarcastic insult using wordplay ('cry baby pay') as mocking commentary on a political figure.
@JoshuaCornwell-jf4fq Mar 4, 2025
Dr.crane from batman has spoken
Dr.crane from batman has spoken
Makes a pop culture reference (Batman villain) as satirical commentary on a speaker's appearance or demeanor.
@robertagren9360 Mar 4, 2025
All the snakes coming out of the ground to hiss at Trump for protecting the herd instead of the den
All the snakes coming out of the ground to hiss at Trump for protecting the herd instead of the den
Uses metaphorical language (snakes, herd, den) sarcastically to mock critics of Trump's protective stance.
@christophershoemaker7189 Mar 4, 2025
Trudeau definitely would fit right in at CNN when he gets the boot?
Trudeau definitely would fit right in at CNN when he gets the boot?
Sarcastic prediction that Trudeau would fit well at CNN, using ironic commentary about his political future.
@creepyrs3 Mar 4, 2025
It was never about Phentanyl and or the border. It was always about Trump being jealous of Justin.\n\nRemember how Trump's daughter Ivanka and his wife Melania oogled and tried to inhale Justin during Trump's first …
It was never about Phentanyl and or the border. It was always about Trump being jealous of Justin.\n\nRemember how Trump's daughter Ivanka and his wife Melania oogled and tried to inhale Justin during Trump's first presidency, and whenever they met after the presidency any type of meetings and forums.\n\nAlso, Justin is much younger than Trump; he is goodlooking, he is rich...not nouveau riche like Trump; he came from class, not like Trump who is 'jumped up'; and most of all he has hair, glorious hair.\nJump is jealous. That is why he's alway trying to belittle Justin.\n\nToo bad for Trump?
Uses sarcastic, absurdist reasoning (Trump jealous over Trudeau's hair and attractiveness) to mock Trump, blending satirical commentary with identity-based framing.
@marilynottley-lorant7923 Mar 4, 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
5:27 he doesn’t realize the numbers are exactly the same in India.. proving his own intelligence level is below 70 lmao
5:27 he doesn’t realize the numbers are exactly the same in India.. proving his own intelligence level is below 70 lmao
Uses sarcasm and mockery to attack the video creator's credibility with a false comparative claim.
Hombritsalsit Jan 29, 2026
SI TRUMP NO ENTIENDE ESTE DISCURSO, ENTONCES ESTÁ COMPLETAMENTE TRASTORNADO.
SI TRUMP NO ENTIENDE ESTE DISCURSO, ENTONCES ESTÁ COMPLETAMENTE TRASTORNADO.
Uses sarcasm in Spanish to mock Trump's comprehension and mental fitness, employing ironic commentary.
@hectorhugomoraleschavez6091 Mar 4, 2025
Bright yellow and blue car for trafficking. Not suspicious at all.😂
Bright yellow and blue car for trafficking. Not suspicious at all.😂
Uses sarcasm and emoji to mock a car's appearance with an insinuation about trafficking, blending humor with an unfounded accusation.
adamgibson473 Jan 28, 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)