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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 52 of 222
Trudeu just fisted Canada with a handful of maple leaves ?
Trudeu just fisted Canada with a handful of maple leaves ?
Uses crude sexual metaphor and sarcasm to mock Canadian leadership and policy decisions.
@rogerdocer Mar 4, 2025
Troll Trump by politely offering to take Washington, Oregon and California off his hands.
Troll Trump by politely offering to take Washington, Oregon and California off his hands.
Uses ironic/sarcastic suggestion to 'troll Trump' by offering to take US states, combining humor with implicit political commentary.
@richfox1255 Mar 4, 2025
He tried to appeal to him by calling him a “smart man” , he knows that may actually get Trump to listen, but man that must have been hard to actually say while keeping a …
He tried to appeal to him by calling him a “smart man” , he knows that may actually get Trump to listen, but man that must have been hard to actually say while keeping a straight face. ?
Sarcastic observation about a political figure's rhetorical strategy, with ironic commentary about the difficulty of the compliment.
@Vypper7 Mar 4, 2025
What, a coherent speech? I’m sorry, I am just not used to that here in the US. No weird entertainment politics bs? No bullying? I’m shocked.
What, a coherent speech? I’m sorry, I am just not used to that here in the US. No weird entertainment politics bs? No bullying? I’m shocked.
Uses sarcasm and irony to contrast Canadian political discourse favorably with US politics, joking about being unaccustomed to coherence.
@arizonahd Mar 4, 2025
Hahaha. Watching a gay guy talk threateningly is just funny AF
Hahaha. Watching a gay guy talk threateningly is just funny AF
Uses humor and mockery to comment on the speaker's demeanor and perceived incongruity.
@augievelasquez831 Mar 5, 2025
He'd be back at Mar-a-Lago on his knees again, if he didn't have to leave office for being an idiot.
He'd be back at Mar-a-Lago on his knees again, if he didn't have to leave office for being an idiot.
Uses sarcastic, mocking tone about Trump's character and legal troubles, blending humor with implicit criticism.
@SheikahDiver Mar 5, 2025
Mr. Trudeau does have balls. ?? (DONALD)
Mr. Trudeau does have balls. ?? (DONALD)
Sarcastic jab questioning Trudeau's courage or assertiveness, using ironic tone with the parenthetical reference to Trump.
@sethrealestate Mar 4, 2025
Is it 2028 yet?
Is it 2028 yet?
Sarcastic rhetorical question expressing impatience or frustration with current political situation through ironic commentary.
@shaggy214 Mar 4, 2025
Hey Donnie,we will never be a US state,if you want a new state try epstein island ,we know you've been there
Hey Donnie,we will never be a US state,if you want a new state try epstein island ,we know you've been there
Sarcastic response to Trump using humor and innuendo (Epstein reference) to assert Canadian independence and reject annexation.
@maxgames9043 Mar 5, 2025
this is so tRump Donnie can golf every other day
this is so tRump Donnie can golf every other day
Sarcastic jab at Trump using casual, mocking tone about golfing rather than serious policy critique.
@phloxdiffusa Mar 4, 2025
Trump has seriously united the entire world together... against him. Well done!
Trump has seriously united the entire world together... against him. Well done!
Ironic commentary using sarcasm to critique a political figure by inverting the claim of unity.
@farrahlipsham5533 Mar 5, 2025
As soon as Trudeau made his first statement, the guy behind him looked like he wanted to break into a smile
As soon as Trudeau made his first statement, the guy behind him looked like he wanted to break into a smile
Observational humor about a person's facial expression and body language in the video.
@wiremuhewitt8678 Mar 5, 2025
Imagine Donald Trump and Elone put few words into sentences that make sense lol
Imagine Donald Trump and Elone put few words into sentences that make sense lol
Mocking commentary using sarcasm about Trump and Elon's communication style, presented as a joke.
@knowit Mar 4, 2025
Eating poop? Who eats that, is this guy a madman?
Eating poop? Who eats that, is this guy a madman?
Appears to be sarcastic or absurdist commentary questioning the video content with exaggerated language.
desikahaniyaan475 Feb 9, 2026
Trump voters are already choking on it ?
Trump voters are already choking on it ?
Uses sarcastic, mocking language with an emoji to make a joke about Trump voters.
@2noiembrie83 Mar 4, 2025
Cry more trump supporters.
Cry more trump supporters.
Dismissive taunt using sarcasm directed at Trump supporters, employing ironic commentary.
@marshallratul5708 Mar 5, 2025
I thought 9% approval Trudeau was gone? \n\nLooks like you may have to jiggle the handle.
I thought 9% approval Trudeau was gone? \n\nLooks like you may have to jiggle the handle.
Uses sarcasm and a plumbing metaphor to mock a political leader's approval ratings and viability.
@JayBee-cr8jm Mar 4, 2025
Trumps nappy needs changing...... Elon......
Trumps nappy needs changing...... Elon......
Uses insulting humor and sarcasm to mock Trump and Elon Musk.
@markc6714 Mar 5, 2025
5:26 This Guy Is 🤣
5:26 This Guy Is 🤣
Laughing emoji reaction to a video timestamp, expressing amusement at content rather than substantive engagement.
Clarityinlife335 Feb 11, 2026
Ooooo...he about to cry! LOL
Ooooo...he about to cry! LOL
Mocking commentary using laughter and sarcasm about someone's emotional reaction in the video.
@T_Rec520 Mar 4, 2025
« Prev 52 / 222 Next »

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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)