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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 72 of 222
Bike dude lowkey speaking facts
Bike dude lowkey speaking facts
Casual endorsement of a person in the video using slang, with implied humor about their credibility.
MrBlipman Jan 27, 2026
Tyler sitting all cramped up in the car has me dying.
Tyler sitting all cramped up in the car has me dying.
Casual observation about a video subject's physical positioning presented as humorous commentary on the video content itself.
Skillbewijs Jan 27, 2026
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
Sarcastic mockery of someone's stated preferences about immigrants, using humor to critique what the commenter views as prejudiced reasoning.
vamp1re_95 Jan 27, 2026
Hey MAGA- karma's a bitch :)
Hey MAGA- karma's a bitch :)
Uses sarcastic wordplay ('MAGA-karma') and ironic tone to mock political opponents.
@Mloofylicious Mar 4, 2025
The guy with the bike is hilarious! 😂
The guy with the bike is hilarious! 😂
Expresses amusement at a person featured in the video, using humor to comment on video content.
STIMPYYT Jan 27, 2026
Greatest country on earth😂
Greatest country on earth😂
Uses sarcasm (laughing emoji) to ironically praise Canada, likely critiquing the country's current state.
daru25able Feb 22, 2026
trumpo is loco in la cabeza
trumpo is loco in la cabeza
Brief dismissive joke about Trump using Spanish slang, employing sarcasm and mockery.
@carloswong5495 Mar 4, 2025
No sugar coating just fentanyl coated
No sugar coating just fentanyl coated
Uses dark humor and wordplay ('fentanyl coated') to satirize political messaging and policy.
@coonhound7937 Mar 4, 2025
They're all busy taking business calls 😂😂😂😂
They're all busy taking business calls 😂😂😂😂
Lighthearted joke about immigrants being busy with work calls, using humor without explicit hostility or stereotyping.
triclaw2010 Jan 27, 2026
Trump really did accomplished something i didn't think possible. He got Canadians to support Trudeau.
Trump really did accomplished something i didn't think possible. He got Canadians to support Trudeau.
Uses ironic humor to observe that Trump's actions paradoxically unified Canadians in support of Trudeau.
@Judoka008 Mar 4, 2025
He really told off Trump, but he did it in French.\nHehe.
He really told off Trump, but he did it in French.\nHehe.
Light-hearted joke about a political leader's response being delivered in French rather than English.
@falconeaterf15 Mar 4, 2025
You genuinely couldn’t make this up !
You genuinely couldn’t make this up !
Expresses incredulity through ironic commentary suggesting the situation is absurdly unbelievable.
@allisoncoe4287 Mar 4, 2025
fentanyl czar sounds like the leader of a Florida trailer park drug ring
fentanyl czar sounds like the leader of a Florida trailer park drug ring
Uses sarcastic, joking comparison to mock the term 'fentanyl czar' through absurdist humor.
@navadarkus Mar 4, 2025
That's put the tangerine toddler in his place.
That's put the tangerine toddler in his place.
Sarcastic/mocking reference to Trump using derogatory nickname ('tangerine toddler').
@maltesetony9030 Mar 4, 2025
I wanna see more of the white dude on the bike 😂
I wanna see more of the white dude on the bike 😂
Joking comment about a person in the video, using humor and emoji to express amusement.
miguelgutierrez288 Jan 27, 2026
Wow an angry Canadian. Never thought I would see that. So sorry Canada. So vey sorry
Wow an angry Canadian. Never thought I would see that. So sorry Canada. So vey sorry
Sarcastic joke playing on Canadian stereotypes of politeness, with ironic apologies.
@MelodieKate Mar 4, 2025
#TrumpCannotRead
#TrumpCannotRead
A sarcastic hashtag making a joke about Trump's reading ability rather than substantive commentary.
@litheanne1563 Mar 4, 2025
This guy is like a B movie actor
This guy is like a B movie actor
Dismissive comparison of a politician to a B-movie actor, using humor to critique credibility.
@MirjanX Mar 4, 2025
I laughed when you called America the greatest country on earth
I laughed when you called America the greatest country on earth
Uses sarcasm to mock a statement in the video, likely critiquing the creator's framing through ironic commentary.
codysather8910 Jan 27, 2026
Indian immigrant headquarters 😂😂
Indian immigrant headquarters 😂😂
Joking comment with laughing emojis stereotyping a location as 'Indian immigrant headquarters,' using humor to make an identity-based observation.
luisenrique9015 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)