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
The guy on the bike got be Trump supporter.he probably have never worked a day on his life 😂
The guy on the bike got be Trump supporter.he probably have never worked a day on his life 😂
Uses joking tone to mock someone's political affiliation and work ethic, combining sarcasm with identity-based stereotyping.
framingmachine-qo8ro
Feb 17, 2026
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
Uses ironic humor ('you know shit real when') to comment on ethnic concentration, with underlying identity-based observation.
seeker777
Jan 27, 2026
I'll dare him make more common sense than the king of America.
I'll dare him make more common sense than the king of America.
Sarcastic comparison between Canadian and American leadership using ironic language ('dare him make more common sense').
@larryl4216
Mar 4, 2025
If yall doing so much for us then why yall so butt hurt take your products and leave
If yall doing so much for us then why yall so butt hurt take your products and leave
Uses sarcastic, confrontational tone ('butt hurt') to mock Canadian grievances, employing ironic commentary on trade disputes.
@rosegold7276
Mar 4, 2025
I think im gonna puke drama boy
I think im gonna puke drama boy
Hyperbolic expression of disgust using exaggeration and sarcasm directed at the video subject or commenter.
@Gonnaworkonmytruck
Mar 4, 2025
Canada belongs to India now
Canada belongs to India now
Hyperbolic, sarcastic claim about national ownership that appears intended as ironic commentary rather than literal assertion.
Dracomouthboi
Jan 27, 2026
Looks like all white ass wipers like to be conquered by Trump😂
Looks like all white ass wipers like to be conquered by Trump😂
User makes a sarcastic, politically charged joke using crude language and emoji, mocking perceived political alignment of a demographic group.
sri78hari
Jan 28, 2026
Hahahahhaah. Should have voted for Rob Ford .... o wait. I'm happy I broke up with her. It was the right choice. You all racist, thought these were yall's "FAMILY"
Hahahahhaah. Should have voted for Rob Ford .... o wait. I'm happy I broke up with her. It was the right choice. You all racist, thought these were yall's "FAMILY"
Uses sarcasm and joking tone about voting and personal relationships, mixed with accusatory identity framing.
infostations
Feb 15, 2026
Oh my!! No need to raise your voice Prime Minister! ?\nGonna need more than that.
Oh my!! No need to raise your voice Prime Minister! ?\nGonna need more than that.
Sarcastic commentary on the Prime Minister's tone and effectiveness, using humor to critique the response.
@intheshell35ify
Mar 4, 2025
Don't forget: ARSES UP!!!!
Don't forget: ARSES UP!!!!
Cryptic phrase with emoji appears to be sarcastic or joking commentary, though meaning is ambiguous.
Humor / Satire
0.72
torstenhahn5550
Aug 26, 2025
If calling him by name is Harsh you guys just wait.
If calling him by name is Harsh you guys just wait.
Sarcastic comment suggesting worse consequences are coming, mixing dark humor with implied threat.
@philp793
Mar 4, 2025
Yes Canada! \n\n7:16 Donald ?\n\nSeems Donald is trying to make a new friend Putin (can't he see that Putin's laughing?)
Yes Canada! \n\n7:16 Donald ?\n\nSeems Donald is trying to make a new friend Putin (can't he see that Putin's laughing?)
Uses sarcasm and ironic commentary about Trump's relationship with Putin, with a mocking tone about geopolitical alliances.
@chiencs
Mar 4, 2025
A reminder that Ants(yes the insects) dispose of refuse in a collected area away from their living space.
A reminder that Ants(yes the insects) dispose of refuse in a collected area away from their living space.
Uses an extended metaphor comparing a group to insects, employing sarcasm to dehumanize while critiquing sanitation practices.
justinhanson2278
Jan 28, 2026
Seems like " ICE " has already found yall in Canada
Seems like " ICE " has already found yall in Canada
Uses sarcastic reference to U.S. immigration enforcement (ICE) to mock Canadian immigration situation.
YouveBeenGnomedChum
Feb 13, 2026
Come on in theres room in the dumpster
Come on in theres room in the dumpster
Uses sarcastic/hostile imagery (dumpster) to mock Canada's capacity to accept immigrants, blending dark humor with xenophobic sentiment.
Mike-y9l2m
Jan 6, 2026
4:08 it's the upper class who actually eat the 💩 by the way
4:08 it's the upper class who actually eat the 💩 by the way
Uses crude sarcasm and class-based mockery to critique stereotypes, employing ironic exaggeration typical of satirical commentary.
doki1146
Feb 12, 2026
So what is ding dong donnie doing to help his citizens?
So what is ding dong donnie doing to help his citizens?
A sarcastic rhetorical question criticizing another leader's actions with a mocking tone.
@nbwelsh
Mar 4, 2025
is there another pimplehead that can shoot straight?
is there another pimplehead that can shoot straight?
Commenter uses crude humor and sarcasm ('pimplehead') to mock a political figure, employing satirical language rather than substantive critique.
Humor / Satire
0.72
@pierrebordeleau8124
Mar 4, 2025
imagine the smell
imagine the smell
Cryptic, likely sarcastic or dehumanizing comment using crude humor; ambiguous intent but appears to mock or demean through absurdist commentary.
chadgapemen23
Feb 15, 2026
Poor Trudeau ??? angry at trumpy. ???
Poor Trudeau ??? angry at trumpy. ???
Uses sarcasm and dismissive tone ('Poor Trudeau ???') to mock the Prime Minister, with ironic framing suggesting sympathy while actually criticizing.
@titusp9488
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)