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
Justin .. we know.. turn off the power.. turn it off friend .. is ok.. we will still be good neighbors
Justin .. we know.. turn off the power.. turn it off friend .. is ok.. we will still be good neighbors
Uses ironic/sarcastic tone suggesting Trudeau should 'turn off the power' as a humorous way to de-escalate tensions while maintaining neighborly relations.
@ecamposchamorro
Mar 4, 2025
The problem with Trudeau is, he doesn't do the weave! He talks clearly, fluently, and he sticks to the point. He needs to drop a ton of bullshit in it all, like a real leader.
The problem with Trudeau is, he doesn't do the weave! He talks clearly, fluently, and he sticks to the point. He needs to drop a ton of bullshit in it all, like a real leader.
Uses ironic/sarcastic commentary suggesting the leader should be less articulate and more evasive, employing humor to critique communication style.
@issacreign3862
Mar 4, 2025
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
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
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
Summary of how the NRIs living there feels nowadays, "Hey, I reached into the room - now close the doors"
Summary of how the NRIs living there feels nowadays, "Hey, I reached into the room - now close the doors"
Uses sarcastic metaphor ('reached into the room - now close the doors') to critique NRI attitudes toward immigration, implying hypocrisy.
stack-dhruv
Feb 1, 2026
What kind of shit simulation are we in?
What kind of shit simulation are we in?
Existential sarcasm questioning reality itself in response to current events, expressing bewilderment through absurdist humor.
@dexon777
Mar 4, 2025
Sissyman from the north is all talk and low T
Sissyman from the north is all talk and low T
Uses insulting humor and mockery to criticize the prime minister through derogatory characterization.
@bernardqblack
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
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
Hahahaha. Nobody cares what weak Trudeau says. TIme for everyone to be on an even playing field. ?
Hahahaha. Nobody cares what weak Trudeau says. TIme for everyone to be on an even playing field. ?
Dismissive mockery of Trudeau using sarcasm and casual tone ('Hahahaha', 'weak'), with an underlying identity-based critique about fairness and leveling the playing field.
@cgemondo
Mar 4, 2025
we got tyler the mexican
we got tyler the mexican
Brief joking reference to a person or character, likely mocking or playful commentary about the video or discussion.
khaledelhoushi8834
Jan 27, 2026
why would you be afraid Tyler. Indians are pasifists
why would you be afraid Tyler. Indians are pasifists
Appears to be sarcastic or ironic commentary dismissing fear of a specific immigrant group through stereotyping.
peted2331
Jan 27, 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
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
What I saw in this video was smelly rats are jealous of another smelly rats
What I saw in this video was smelly rats are jealous of another smelly rats
Uses crude sarcasm and dehumanizing language as apparent mockery of anti-immigrant sentiment in the comments section.
drabdul9369
Sep 20, 2025
FATIGUEEEE SAAAR
FATIGUEEEE SAAAR
The comment appears to be a meme-style joke or parody, using exaggerated accent/dialect mimicry for comedic effect.
Humor / Satire
0.72
BootLip
Jan 29, 2026
Nigga ran off😂😂😂
Nigga ran off😂😂😂
Uses humor and laughing emojis to mock or jest about someone's reaction or behavior.
Humor / Satire
0.72
IB2DAMOON
Jan 27, 2026
Trump is going to make him eat his words
Trump is going to make him eat his words
Sarcastic prediction that Trump will force Trudeau to retract statements, using ironic commentary on political conflict.
@NEVERTALKTOCOPS
Mar 4, 2025
Listen 🐷They work hard not like your youth 🏳️🌈who are still finding their gender and Ready to become 51 state of America 😂😂😂😂
Listen 🐷They work hard not like your youth 🏳️🌈who are still finding their gender and Ready to become 51 state of America 😂😂😂😂
Uses sarcasm and emoji mockery to critique Canadian youth while praising immigrant work ethic, blending satire with identity-based commentary.
kumarshashank2094
Jan 27, 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)