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
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Humor / Satire
4,434 comments
Waiting for scamming fight videos 😢😢
Waiting for scamming fight videos 😢😢
Uses sarcasm and dark humor to reference stereotypes about Indian immigrants and scams.
willingness01
Feb 9, 2026
Indian food gives you the runs
Indian food gives you the runs
Makes a crude joke about Indian food, likely intended as humor though it relies on a stereotype.
stevenbijelic
Feb 11, 2026
You need a dome nowadays trumps wants one cause no one likes him but maga'ts. Trump needs a dome. To keep his brain together.
You need a dome nowadays trumps wants one cause no one likes him but maga'ts. Trump needs a dome. To keep his brain together.
Uses sarcastic, joking language about Trump needing protection, combining satire with implicit us-vs-them framing.
@farrahlyn
Mar 4, 2025
What happened to making America Great Again! It’s make Trump and Musk Rich Again.
What happened to making America Great Again! It’s make Trump and Musk Rich Again.
Uses sarcastic wordplay to critique Trump's policies and motivations, combining satire with political criticism.
@GJM-25
Mar 4, 2025
I'm surprised he could find that many white people in Brampton.
I'm surprised he could find that many white people in Brampton.
Sarcastic comment about racial demographics in Brampton using ironic surprise.
joerocket1977
Feb 12, 2026
Haha, canada thinks the loony means something. We've chosen to stop letting you fuck us, pardon me for calling it true.
Haha, canada thinks the loony means something. We've chosen to stop letting you fuck us, pardon me for calling it true.
Uses sarcasm and irreverent humor about Canadian currency and sovereignty, with a defiant tone masked in joking language.
@Dead_Twitch
Mar 4, 2025
Putin, compramat…..Trump
Putin, compramat…..Trump
Cryptic, fragmented comment using shorthand (compramat, Putin, Trump) in apparent satirical or sarcastic manner.
Humor / Satire
0.75
@karenconley9807
Mar 4, 2025
imagine if they had to fight the,selves
imagine if they had to fight the,selves
Cryptic, fragmented comment using ironic hypothetical framing, likely sarcastic commentary.
Humor / Satire
0.75
@vandamundt3402
Mar 4, 2025
😂 and? They will do NOTHING about it. The only people that the WEF/CCP-controlled government is really against are the Canadian people.
😂 and? They will do NOTHING about it.
The only people that the WEF/CCP-controlled government is really against are the Canadian people.
Uses sarcasm and emoji to mock government inaction while promoting conspiracy theories about WEF/CCP control.
Alfonso-gp9mk
Feb 18, 2026
Trump is so stupid, it hurts.
Trump is so stupid, it hurts.
Hyperbolic, dismissive statement about Trump presented as casual commentary rather than substantive critique.
Humor / Satire
0.75
@coolcat23
Mar 4, 2025
Mr Tough guy ???? ooohhhh. Watch out.
Mr Tough guy ???? ooohhhh. Watch out.
Mocking, sarcastic commentary on someone's toughness with exaggerated tone and punctuation.
Humor / Satire
0.75
@filomenadirienzo6686
Mar 4, 2025
51st state ???
51st state ???
Brief joking reference to Canada becoming a U.S. state, using sarcasm to comment on the relationship between nations.
@Aprameya
Mar 4, 2025
Trump is setting forth plans for a new world order. Zig Hail the Tangerine Tyrant.
Trump is setting forth plans for a new world order. Zig Hail the Tangerine Tyrant.
Uses sarcastic language ('Zig Hail the Tangerine Tyrant') to mock Trump, though it also contains an unverified conspiracy claim about a 'new world order.'
@OGMrE
Mar 4, 2025
Did somebody just got slap
Did somebody just got slap
Uses humorous reference to a slapping incident, likely commenting on the video content or a recent event.
@furreal8625
Mar 4, 2025
You want the answer why ? It rhymes with whooish.
You want the answer why ? It rhymes with whooish.
Uses cryptic wordplay and sarcasm to mock or criticize, likely referencing a stereotype or conspiracy theory in jest.
Madhatter_203
Feb 24, 2026
PP could NEVER!
PP could NEVER!
Sarcastic jab at a political party (PP) using ironic understatement, likely mocking their perceived weakness on an issue.
@natm6679
Mar 4, 2025
Caucasians can now ✅ check the box on forms asking *”Are you part of a visible minority”*
Caucasians can now ✅ check the box on forms asking
*”Are you part of a visible minority”*
Uses sarcastic irony to comment on demographic change and minority status categorization.
nemesis851_
Feb 27, 2026
THIS ALL DRAKES FAULT?
THIS ALL DRAKES FAULT?
Jokingly blames Drake (celebrity) for Canada's situation, using absurdist humor.
@MassiBrunner77
Mar 4, 2025
What a pusss. ?
What a pusss. ?
Brief dismissive comment using slang ('pusss') and emoji in a mocking tone, functioning as sarcastic commentary.
Humor / Satire
0.75
@Bobbyfromarkadelphia
Mar 4, 2025
HELP WANTED !!! highly skilled security guards to guard the potato chips and pot scrubbers. Dollar Store experience not needed, will train to scam gov't.
HELP WANTED !!! highly skilled security guards to guard the potato chips and pot scrubbers. Dollar Store experience not needed, will train to scam gov't.
Sarcastic job posting mocking immigrants as low-skilled workers and government fraud, using ironic tone.
louderbro8382
Mar 5, 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)