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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 141 of 222
Donald Trump completely goes into insane.
Donald Trump completely goes into insane.
Uses hyperbolic, sarcastic language to mock Trump's behavior and mental state.
@TheXuism Mar 4, 2025
Im so scared of Canada ?????
Im so scared of Canada ?????
Ironic expression of exaggerated fear about Canada using question marks to signal sarcasm.
@alr6111 Mar 4, 2025
nomore jack daniels? Damn it donald
nomore jack daniels? Damn it donald
Humorous complaint mixing a consumer product reference with political commentary in a joking tone.
@Blockbussaz Mar 4, 2025
Governor Trudeau. Nice. I was wondering when the 51 state was going to show up.
Governor Trudeau. Nice. I was wondering when the 51 state was going to show up.
Uses sarcastic wordplay ('Governor Trudeau,' '51st state') to mock Canadian sovereignty and political subordination.
@D.M.ggww21 Mar 4, 2025
Trump here saving Liberals from collapse.
Trump here saving Liberals from collapse.
Sarcastic/ironic statement using political labels ('Liberals') in a tongue-in-cheek manner about Trump's role.
@berkekadircelik6282 Mar 4, 2025
Golden age? Lol, in this current system?
Golden age? Lol, in this current system?
Sarcastic dismissal of the 'golden age' concept using 'Lol' to mock the claim ironically.
@marialam6343 Mar 4, 2025
CANADA WILL BE WELCOMED IN THE EU : we ALL love the Canucks! \nZelenskiy is a man without a suit\nDonald is a suit without a man\nJustin is a man with a suit.
CANADA WILL BE WELCOMED IN THE EU : we ALL love the Canucks! \nZelenskiy is a man without a suit\nDonald is a suit without a man\nJustin is a man with a suit.
Uses ironic characterizations and wordplay about political leaders, with satirical tone about Canada joining the EU.
@Haroun-El-Poussah Mar 4, 2025
US has a three years old kid running the GOV?
US has a three years old kid running the GOV?
Uses sarcastic comparison between US and Canadian leadership as ironic political commentary.
@jimmyto6283 Mar 4, 2025
Maybe Canada should make the United States its next province.
Maybe Canada should make the United States its next province.
Uses ironic/sarcastic suggestion about Canadian-US political integration as commentary on the relationship dynamics.
@jmannii Mar 4, 2025
Donny is NOT A SMART MAN! That was trudeau being generous..
Donny is NOT A SMART MAN! That was trudeau being generous..
A sarcastic jab at Trump's intelligence using ironic understatement ('being generous'), employing humor to criticize.
@jamyeryan5568 Mar 4, 2025
Ok… now it’s again Putin’s fault ?‍♀️ Please, give me a break!
Ok… now it’s again Putin’s fault ?‍♀️ Please, give me a break!
Uses sarcasm and eye-roll emoji to mock the framing of geopolitical blame, suggesting dismissal of the argument.
@JessicaSmith-d1s Mar 4, 2025
??? Damn Donnie
??? Damn Donnie
Brief, sarcastic expression of frustration using informal language and a nickname.
@adamoops5972 Mar 4, 2025
U.S. Customs agents better inspect those Canadian canned food deliveries with a fine-toothed comb. Canadians at war have this one simple trick, you know…
U.S. Customs agents better inspect those Canadian canned food deliveries with a fine-toothed comb. Canadians at war have this one simple trick, you know…
Uses ironic, sarcastic commentary about Canadian food safety and wartime tactics as a joke.
@JohnDoe-my5ip Mar 4, 2025
Trudy is lecturing US , and we give Trudy billions of dollars because he can't run his own country, Ha ha ha ha. Trump will cut off his allowance too. We really don't need his …
Trudy is lecturing US , and we give Trudy billions of dollars because he can't run his own country, Ha ha ha ha. Trump will cut off his allowance too. We really don't need his stinkin canadian bacon and maple syrup. MAGA, MAGA, MAGA, Trudy take your fertelizer and put it where the sun doesn't shine. Oh that's right, you're full of it already.
Uses sarcasm and mockery (repeated 'Ha ha ha', crude jokes) to criticize Canadian leadership and policy, though the tone is primarily comedic.
@MERRY-x3u Mar 4, 2025
Great Speech Mr. Trudeau. But HE'S MAKING AMERICA GREAT AGAIN ???????
Great Speech Mr. Trudeau. But HE'S MAKING AMERICA GREAT AGAIN ???????
Uses sarcasm to critique Trudeau while ironically attributing U.S. success to him, mixing praise with mockery.
@cassandrabrooks1149 Mar 4, 2025
Putin is dancing in the Kremlin.
Putin is dancing in the Kremlin.
Sarcastic/ironic comment suggesting Putin benefits from the situation, using dark humor.
@hiddenharmonicssystemforwi4484 Mar 4, 2025
Wet wipe Trudeau and blistering in the same sentence - it can only be lying woketard CNN.
Wet wipe Trudeau and blistering in the same sentence - it can only be lying woketard CNN.
Uses derogatory wordplay and sarcasm to mock Trudeau and criticize media coverage in a satirical tone.
@donniet685 Mar 4, 2025
Canada liked that.
Canada liked that.
Ironic meme-style comment personifying Canada's approval.
@dvchan84 Mar 4, 2025
Trudeau? Literally who?
Trudeau? Literally who?
Uses dismissive sarcasm and feigned ignorance about Trudeau as ironic commentary on his relevance.
@abcdeabcde4877 Mar 4, 2025
Oh you didn't near the news...humanity is having a clearance sale, everything must go , including our sense.? LET'S GO!
Oh you didn't near the news...humanity is having a clearance sale, everything must go , including our sense.? LET'S GO!
Uses sarcastic, ironic commentary about humanity and societal decline with a joking tone.
@JodyMelvin 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)