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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 207 of 222
They guy that 50 years old and doesnt own a car standing with his bycycle should be CANCELLED the nerve he has yet all he owns is a bycycle
They guy that 50 years old and doesnt own a car standing with his bycycle should be CANCELLED the nerve he has yet all he owns is a bycycle
Uses exaggerated, sarcastic tone to mock or criticize someone in the video through absurdist commentary.
JeenLeen-t7e Jan 27, 2026
She’s not even smart enough to pretend she’s not.
She’s not even smart enough to pretend she’s not.
Brief sarcastic jab at an individual's intelligence, likely referring to a public figure.
tinarennett9041 Feb 27, 2026
The guy on the bike was so spot on.And hanuman is known to be testicles of Ram .
The guy on the bike was so spot on.And hanuman is known to be testicles of Ram .
Combines agreement with the video with a crude religious joke that appears to be both satirical and factually inaccurate.
ZararSheikh-vo8bx Jan 29, 2026
O now you care ,,,,, ur a goof Trudeau ,,,,,,, we will overcome anything that comes our way .
O now you care ,,,,, ur a goof Trudeau ,,,,,,, we will overcome anything that comes our way .
Uses sarcasm and mockery toward Trudeau while expressing resilience, with casual tone suggesting ironic commentary.
@southpawsudz3552 Mar 4, 2025
I gotta go throw up. Get’ em the f out of here.
I gotta go throw up. Get’ em the f out of here.
Uses exaggerated physical reaction (vomiting) as sarcastic expression of disgust, though could also be interpreted as genuine emotional response.
curkev1 Feb 27, 2026
Singh Hortons
Singh Hortons
A play on 'Tim Hortons' with 'Singh,' using wordplay to satirize the prevalence of Indian names in Canada.
Secretcircuits Jan 27, 2026
why is there an idian tuktuk on the highway?
why is there an idian tuktuk on the highway?
Uses sarcastic questioning and ethnic stereotyping (tuktuk reference) to mock a specific immigrant group.
smileographer Jan 27, 2026
TODAY TUESDAY MARCH 4, 2025 IS THE FUNERAL FOR THE NORTH AMERICAN FREE TRADE AGREEMENT (NFTA).
TODAY TUESDAY MARCH 4, 2025 IS THE FUNERAL FOR THE NORTH AMERICAN FREE TRADE AGREEMENT (NFTA).
Dramatic, ironic announcement treating a trade agreement as a funeral, using hyperbolic language for satirical effect about political/economic events.
@theguildedscribe777 Mar 4, 2025
Funny the response of Canada in Trying to make things equal on the trade deficit
Funny the response of Canada in Trying to make things equal on the trade deficit
Ironic observation about Canada's response to trade deficit issues, using sarcasm to critique the approach.
@jasonvesser5765 Mar 5, 2025
wherever they are their business scam...🤣🤣🤣
wherever they are their business scam...🤣🤣🤣
Uses sarcasm and emojis to mock immigrants as scammers, blending humor with stereotyping.
HiJob-o8e Feb 18, 2026
19:02 scared Bih 😂😂
19:02 scared Bih 😂😂
Laughs at a specific moment in the video (19:02) with minimal substantive content, primarily comedic reaction.
Kalpana.Lakshmanan Jan 27, 2026
lol ?‍♀️ ?? ? ….. ?? ?????????????????????????????????????????????????????????????????????????
lol ?‍♀️ ?? ? ….. ?? ?????????????????????????????????????????????????????????????????????????
Minimal substantive content consisting primarily of laughter emojis and question marks, expressing amusement or mockery.
@josiffexplosiff1 Mar 5, 2025
thought this fruitloop was resigning a month ago. LOL. Also dont need you, Mr Blackface instructing me on how to think about anything.
thought this fruitloop was resigning a month ago. LOL. Also dont need you, Mr Blackface instructing me on how to think about anything.
Uses sarcasm ('fruitloop,' 'LOL') and mocking tone to criticize political leadership and dismiss their authority.
@GardenHoes888 Mar 4, 2025
India in indian (benua america)
India in indian (benua america)
Cryptic, likely sarcastic or joking comment comparing India to 'Indian America,' unclear intent but appears humorous.
jagatsatriatotoksaraf3676 Feb 14, 2026
The dude on the bike is definitely autistic 😂
The dude on the bike is definitely autistic 😂
Makes a joke about someone's behavior using a disability reference with laughing emoji, employing humor to mock.
Coralineothermother Jan 28, 2026
Minneapolis.. have the samolis move to this area.. then you can get the ice to start leaving 😮
Minneapolis.. have the samolis move to this area.. then you can get the ice to start leaving 😮
Uses sarcastic/ironic suggestion about relocating Somali immigrants to Minneapolis, mixing ethnic stereotyping with satirical tone.
chaosticalz Jan 28, 2026
It’s quite funny that the Indians worship a white god.
It’s quite funny that the Indians worship a white god.
Makes an ironic observation about religious practices with sarcastic tone, likely mocking cultural stereotypes.
KennyFrederick-jc8pz Feb 25, 2026
Trump does not care about Canada , Trudeau or the American people, he only cares about his boyfriend Putin \nHe will do everything Putin wants because Putin has blackmail against trump. \nYMCA \nArnold Palmer's.....\nMAGA\nMake America …
Trump does not care about Canada , Trudeau or the American people, he only cares about his boyfriend Putin \nHe will do everything Putin wants because Putin has blackmail against trump. \nYMCA \nArnold Palmer's.....\nMAGA\nMake America Gei Again
Satirical commentary mixing conspiracy theories about Trump and Putin with absurdist references (YMCA, Arnold Palmer) and ironic slogans.
@knyghtryder3599 Mar 4, 2025
LOL IT WAS DUE
LOL IT WAS DUE
Cryptic laughing response, likely sarcastic commentary on the video's content or timing.
WASUPMYNIG Jan 28, 2026
Alberta will win the Olympic Gold Medal in 2030 Men’s Hockey! Guaranteed!
Alberta will win the Olympic Gold Medal in 2030 Men’s Hockey! Guaranteed!
Makes an absurd, overconfident prediction about Alberta winning Olympic gold with exaggerated certainty, likely meant ironically.
deanmcghie6519 Feb 26, 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)