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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 183 of 222
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
It’s not us it’s orange orangutan and Elon lawd have mercy on us ?
It’s not us it’s orange orangutan and Elon lawd have mercy on us ?
Sarcastic/joking reference to Trump and Elon Musk with exaggerated tone ('lawd have mercy'), using humor to critique US leadership.
@wandaholmes9139 Mar 4, 2025
I know this sound naïve, and somewhat rude but all I can keep hearing is he speak is Kendrick Lamar they not like us! \n\nI would love to see a open debate about this between …
I know this sound naïve, and somewhat rude but all I can keep hearing is he speak is Kendrick Lamar they not like us! \n\nI would love to see a open debate about this between all three countries included in North America .
The commenter makes a joking reference to Kendrick Lamar lyrics, then pivots to a comparative framing suggestion about North American countries.
@tunesbyshy Mar 4, 2025
Those border improvements won't be wasted - soon, Canada will have to protect it's border from US refugees.
Those border improvements won't be wasted - soon, Canada will have to protect it's border from US refugees.
Uses ironic reversal to satirize border security concerns by suggesting the US will become the source of refugees.
@aural_angst Mar 4, 2025
Trump is a crazy son of a bitch... Americans with common sense have my sympathy. (Greetings from Hungary.)
Trump is a crazy son of a bitch... Americans with common sense have my sympathy. (Greetings from Hungary.)
Uses sarcastic insult about Trump while expressing sympathy for Americans, with international perspective from Hungary.
@SuperMrBlaze Mar 4, 2025
did trump send this guy
did trump send this guy
Absurdist joke implying Trump sent the video subject, using sarcasm to mock conspiracy thinking.
ayesha6903 Jan 27, 2026
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
Good more alcohol for us cheaper too ?finally you think you have balls ?
Good more alcohol for us cheaper too ?finally you think you have balls ?
Uses sarcasm and ironic commentary about alcohol prices and political courage, employing humor to critique policy.
@kenprice57 Mar 4, 2025
"I dont have the 6000 he asked for we'll have to figure that out." Dude is trolling a human smuggler lmao.
"I dont have the 6000 he asked for we'll have to figure that out." Dude is trolling a human smuggler lmao.
Humorous observation about a video subject's interaction with a human smuggler, using sarcasm ('trolling') to comment on the video content.
goodfty Jan 27, 2026
"Poo eaters", LOL! Just do NOT send them south!
"Poo eaters", LOL! Just do NOT send them south!
Uses offensive slur as attempted humor with a crude joke about not sending people south, mixing satire with dehumanizing language.
ncacia8 Jan 28, 2026
Shut up Trudeau. There is no fight lol
Shut up Trudeau. There is no fight lol
Dismissive, sarcastic comment using hyperbole ('no fight lol') to mock the video's framing.
@cheachung Mar 4, 2025
They have their own flag on candian land 0:03 😂
They have their own flag on candian land 0:03 😂
Uses sarcasm and emoji to mock the presence of non-Canadian symbols, blending humor with identity-based critique.
fructured Jan 27, 2026
High IQ.... Rides Uber Eats Bike.
High IQ.... Rides Uber Eats Bike.
Sarcastic jab implying contradiction between claimed intelligence and gig work, using irony.
akeel6328 Jan 28, 2026
Guess who is eating popcorn and watching this laughing....Yes Vladimir....
Guess who is eating popcorn and watching this laughing....Yes Vladimir....
Uses sarcastic humor to suggest geopolitical advantage for Russia/Putin amid the conflict, with underlying threat concern.
@empollonmilhouse Mar 4, 2025
The only thing I have that's from Canada is maple syrup and that already cost $20 for a little bottle
The only thing I have that's from Canada is maple syrup and that already cost $20 for a little bottle
Sarcastic complaint about Canadian maple syrup prices using exaggeration and ironic tone to critique economic costs.
@mortirius1 Mar 4, 2025
Forget McCathy’s “ Reds under the Bed “ there is one in the Whitehouse ?
Forget McCathy’s “ Reds under the Bed “ there is one in the Whitehouse ?
Sarcastic reference to McCarthyism using wordplay to suggest communist infiltration of the White House, blending satire with political anxiety.
@ErnieBurt Mar 4, 2025
are we Great, yet? ,?
are we Great, yet? ,?
A cryptic, sarcastic question using punctuation and phrasing that suggests ironic commentary on national greatness or political slogans.
@L1a7even Mar 4, 2025
Probably stinks over there.
Probably stinks over there.
Appears to be a dismissive joke or crude insult about a location, likely satirical in tone.
Greenarcher707 Jan 28, 2026
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here …
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here in India!!😂😂😂
Uses sarcasm and mocking laughter to make inflammatory claims about Indian immigrants being criminals, with a satirical tone.
HenryKissmyanger Jan 28, 2026
Probably wishing they had sleepy Jo’s back ?????????
Probably wishing they had sleepy Jo’s back ?????????
Sarcastic comment with emoji suggesting ironic nostalgia for a previous political figure.
@skibbydweez2647 Mar 4, 2025
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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)