Research Tools
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
Search & Filter
Humor / Satire
4,434 comments
Trumpty Dumpty has shown what a truly horrible negotiator he really is ???
Trumpty Dumpty has shown what a truly horrible negotiator he really is ???
Sarcastic wordplay ('Trumpty Dumpty') mocking Trump's negotiation skills with humorous intent.
Humor / Satire
0.90
@tposeinify
Mar 4, 2025
so the season finale of the first season of WW3 has finnaly arrived
so the season finale of the first season of WW3 has finnaly arrived
Uses ironic metaphor comparing geopolitical tensions to a TV season finale, employing dark humor.
Humor / Satire
0.90
@reggaesurvivor251
Mar 4, 2025
Say we are fucked without saying we are fucked
Say we are fucked without saying we are fucked
Uses ironic wordplay and sarcasm to express pessimism about the situation without stating it directly.
Humor / Satire
0.90
@wizardcowboyailen
Mar 4, 2025
buddy can not handle are Canadian winters hahaha got to come warmer next time brutha
buddy can not handle are Canadian winters hahaha got to come warmer next time brutha
Joking comment about Canadian winters being difficult for immigrants, using casual humor and sarcasm.
Humor / Satire
0.90
Hhonestlyspking
Feb 4, 2026
He's big mad. So cute....
He's big mad. So cute....
Sarcastic, mocking commentary on Trump's emotional state, using irony and diminishment for comedic effect.
Humor / Satire
0.90
@JamesH12321
Mar 4, 2025
Trump is doing a great job, so Putin should elect him as employee of the month !!
Trump is doing a great job, so Putin should elect him as employee of the month !!
Sarcastic joke implying Trump is Putin's puppet by suggesting Putin should reward him as 'employee of the month.'
Humor / Satire
0.90
@hectorli9707
Mar 4, 2025
Hahaha 😅 you just realizing ?
Hahaha 😅 you just realizing ?
Sarcastic, dismissive laugh suggesting the commenter finds it obvious or absurd that others are only now realizing the issue.
Humor / Satire
0.90
dfg43cvx-CoherentArrayWaver
Jan 19, 2026
Blistering speech??? LOL how dramatic!
Blistering speech??? LOL how dramatic!
Sarcastic dismissal of the video's characterization of the speech as 'blistering,' mocking the dramatic framing.
@BooBoo-qs8nt
Mar 4, 2025
MAGA seems a lot more like MAIN: Make America Irrelevant Now
MAGA seems a lot more like MAIN: Make America Irrelevant Now
Uses wordplay and ironic reinterpretation of 'MAGA' as a joke criticizing Trump's policies.
Humor / Satire
0.90
@dkman123
Mar 4, 2025
Suggesting people want to migrate from canada to the US is like a fat chick telling you she's not intrested when you ask het if she wants a receipt at Burger King
Suggesting people want to migrate from canada to the US is like a fat chick telling you she's not intrested when you ask het if she wants a receipt at Burger King
Sarcastic analogy using absurdist humor to mock the premise that Canadians want to migrate to the US.
Humor / Satire
0.90
Joris69420
Jan 27, 2026
Adopt Maine please.
Adopt Maine please.
Joking suggestion that Maine should join Canada, using ironic/sarcastic tone.
Humor / Satire
0.90
@TheKelbymyers
Mar 4, 2025
What are they gonna do withhold the maple syrup
What are they gonna do withhold the maple syrup
Humorous, sarcastic comment about Canada's leverage in tariff negotiations using maple syrup as a joke.
Humor / Satire
0.90
@Xioau
Mar 4, 2025
I'll be the brainless commenter that doesn't grasp the reality of the situation.... Trudeau is so hot. Why is he so attractive?? ?
I'll be the brainless commenter that doesn't grasp the reality of the situation.... Trudeau is so hot. Why is he so attractive?? ?
Self-aware joke mocking superficial commentary by making an absurd personal observation about the PM's appearance.
@TheeQuirkyPanda
Mar 4, 2025
Very smart Guy? lol
Very smart Guy? lol
Sarcastic dismissal of Trump's intelligence using 'lol' to mock the claim he is smart.
Humor / Satire
0.90
@cardmarketmedia
Mar 4, 2025
Dam it, no more Canadian bacon and syrup for a while.
Dam it, no more Canadian bacon and syrup for a while.
Lighthearted joke about trade tensions affecting Canadian exports, using humor to comment on the situation.
Humor / Satire
0.90
@John-jv1ij
Mar 4, 2025
DONALD DRUMPF IS A PUNK WANNA BE PRESIDENT.....LMFAO?
DONALD DRUMPF IS A PUNK WANNA BE PRESIDENT.....LMFAO?
Uses sarcasm, wordplay ('DRUMPF'), and mocking tone to ridicule Trump in a comedic manner.
Humor / Satire
0.90
@sirjuantyler6411
Mar 4, 2025
06:51: I love the way Prime Minister Trudeau clarifies which part is for the lowest-IQ US president in history before completely switching to toddler-friendly, one-syllable language that even he will understand. ? \n\nHopefully his aids …
06:51: I love the way Prime Minister Trudeau clarifies which part is for the lowest-IQ US president in history before completely switching to toddler-friendly, one-syllable language that even he will understand. ? \n\nHopefully his aids will just play that part to him so he understands it all properly. Mr Trudeau is a genius! ?\n\nTrudeau: “Donald, we have done… BIG things.”
Uses sarcasm and mockery to criticize Trump's intelligence by praising Trudeau's ability to simplify language for him.
@CutcliffePaul
Mar 4, 2025
The irony of the idiot in helmet preaching about how stupid 'africans' are supposedly 😂
The irony of the idiot in helmet preaching about how stupid 'africans' are supposedly 😂
Uses ironic commentary and emoji to mock someone's contradictory statements about intelligence.
Humor / Satire
0.90
yonahcitron226
Feb 3, 2026
Sphincters up, my fellow Canadians, sphincters up.
Sphincters up, my fellow Canadians, sphincters up.
Uses crude humor and sarcasm ('sphincters up') as ironic commentary on the political situation.
Humor / Satire
0.90
davidc1878
Feb 27, 2026
7:07 “You said it I didn’t say it” 😭😭😭💀
7:07 “You said it I didn’t say it” 😭😭😭💀
Commenter uses emojis and references a specific timestamp to highlight what appears to be a humorous or ironic moment in the video.
Humor / Satire
0.90
vforpresident123
Jan 29, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)