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
Hey Trump,Melania is watching. Love the part where he started speaking French ❤
Hey Trump,Melania is watching. Love the part where he started speaking French ❤
Joking comment about a political figure's spouse watching and playful observation about French language use, employing light humor.
@albertomalnati4966
Mar 4, 2025
Justin Trudeau is the governor of America's 51st state Canada
Justin Trudeau is the governor of America's 51st state Canada
Sarcastic joke framing Canada as America's 51st state under Trudeau's governance.
@ramavtarpandey4200
Mar 4, 2025
it's just ironic that Indians love their country so much that they want to live in other countries
it's just ironic that Indians love their country so much that they want to live in other countries
Ironic observation about the contradiction between Indian patriotism and emigration, delivered as pointed commentary rather than serious critique.
Indienkorps1
Jan 27, 2026
Dude, they were setting you up to rob you, not traffic you. That's a well known Montreal scam. You got away with both your kidneys so that's good I suppose
Dude, they were setting you up to rob you, not traffic you. That's a well known Montreal scam. You got away with both your kidneys so that's good I suppose
Darkly comedic response to a scam story, using sarcasm ('at least you kept your kidneys') to mock the situation.
antagonizerr
Jan 27, 2026
Unless you manufacture ozempic I think we’re cool
Unless you manufacture ozempic I think we’re cool
Sarcastic joke implying Canada only needs to worry about immigration if it manufactures a specific drug, using ironic understatement.
Humor / Satire
0.80
@seomastersdegree
Mar 4, 2025
Douchebag Donald must ask the University of Pennsylvania to refund him for the Bachelor of Science in economics because there’s absolutely no evidence that he actually learned something about economics, or ever will.
Douchebag Donald must ask the University of Pennsylvania to refund him for the Bachelor of Science in economics because there’s absolutely no evidence that he actually learned something about economics, or ever will.
Uses sarcastic insult and ironic suggestion about Trump's education to critique his economic competence.
@Luke01961
Mar 4, 2025
Hey America I’m sorry I’m laughing at you guys. Hey love from Denmark.??? you guys will lose on this one
Hey America I’m sorry I’m laughing at you guys. Hey love from Denmark.??? you guys will lose on this one
Uses sarcasm and joking tone to compare Canada favorably to the USA, with ironic commentary about America losing.
@kam816
Mar 4, 2025
Can Canada begin meddling in our elections to counter Russian trolls pls?
Can Canada begin meddling in our elections to counter Russian trolls pls?
Sarcastic suggestion that Canada should engage in election interference as a counter-measure, using irony to critique geopolitical dynamics.
@RushOrbit
Mar 4, 2025
Trump you need to go away says X ha ha kid so cute but telling the truth go away Trump go to outer space
Trump you need to go away says X ha ha kid so cute but telling the truth go away Trump go to outer space
Humorous comment comparing Trump to a child and using absurdist imagery (outer space), with underlying call for his removal from power.
@user-pf8qe9sm9g
Mar 4, 2025
You know you fucked up when you pissed off Canada
You know you fucked up when you pissed off Canada
Uses ironic humor to suggest Canada's displeasure with someone (likely Trump), framing Canada as a unified entity.
@cole6122
Mar 4, 2025
Haha....Trudeau can't fight
Haha....Trudeau can't fight
Uses humor and sarcasm to mock a political leader's capability, with implied national comparison.
@woodswoods7621
Mar 4, 2025
Trump throwing a baby tantrum
Trump throwing a baby tantrum
Sarcastic characterization of Trump's behavior as a 'baby tantrum,' using dismissive humor to critique his conduct.
@AnitaGutierrez-l6c
Mar 4, 2025
I hate Canada with a passion... As a brother, when there's hockey involved... But I will always have your back! Big love from Sweden ??❤️??
I hate Canada with a passion... As a brother, when there's hockey involved... But I will always have your back! Big love from Sweden ??❤️??
Uses playful contradiction (hating Canada while supporting it) and hockey rivalry as humorous framing while expressing genuine solidarity.
@MrBeardedBastard
Mar 4, 2025
“It’s not Ryerson” lmao they renamed it to “Toronto Metropolitan University” because of racisms
“It’s not Ryerson” lmao they renamed it to “Toronto Metropolitan University” because of racisms
Uses sarcasm and laughter ('lmao') to mock university renaming, combining humor with commentary on institutional decisions.
geeweezy90
Jan 28, 2026
Bro is literally trying to convince us that we won’t survive without Canadian fertilizer. It’s shit, it’s literally cow shit and we can get by just fine with American fertilizer ?
Bro is literally trying to convince us that we won’t survive without Canadian fertilizer. It’s shit, it’s literally cow shit and we can get by just fine with American fertilizer ?
Uses sarcasm and crude humor ('cow shit') to mock claims about Canadian fertilizer dependency while making an economic argument about self-sufficiency.
@Chaotickush
Mar 4, 2025
First time this moron also making sense.
First time this moron also making sense.
Sarcastic comment suggesting Trudeau rarely makes sense, with ironic praise for this rare occurrence.
Humor / Satire
0.80
@varunm5498
Mar 4, 2025
Yes, but Canada has the USMCA agreement working for them, signed by Trump! LMAO ?
Yes, but Canada has the USMCA agreement working for them, signed by Trump! LMAO ?
Uses sarcastic laughter and ironic framing to comment on Trump's USMCA agreement and its relevance to Canada.
@bryanstoll7104
Mar 4, 2025
A honest guy! What a rare sight, maby that dude should go into politics
A honest guy! What a rare sight, maby that dude should go into politics
Comment uses ironic praise and sarcasm ('maby') to mock someone's honesty and suggest they enter politics, employing comedic commentary.
Humor / Satire
0.80
bobbah676
Jan 27, 2026
How you gonna say this with your last name my guy lmao
How you gonna say this with your last name my guy lmao
Comment uses sarcasm and humor ('lmao') to mock someone's credibility based on their surname, employing ironic commentary.
Humor / Satire
0.80
Dmoney2690
Jan 27, 2026
Justin you should apologise for attacking dumb Donny, he will be very upset ???
Justin you should apologise for attacking dumb Donny, he will be very upset ???
Uses sarcasm and ironic tone ('dumb Donny,' emoji) to mock Trudeau's stance toward Trump in a joking manner.
Humor / Satire
0.80
@Кислыефрукты-ш9м
Mar 4, 2025
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)