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
Vance is the whippet
Vance is the whippet
Brief sarcastic insult comparing Vance to a whippet dog; purely humorous commentary.
Humor / Satire
0.88
@farhansa4546
Mar 4, 2025
Canada traded their guns for punjabis 😂😢
Canada traded their guns for punjabis 😂😢
Satirical joke about Canada trading guns for Punjabi immigrants, using humor to express demographic anxiety.
terrenlee4616
Jan 27, 2026
Even the Indians don't like the Indians. 😂😂😂
Even the Indians don't like the Indians. 😂😂😂
Joking observation about internal ethnic group criticism using emoji for comedic effect.
Humor / Satire
0.88
PenjaminNostien
Jan 28, 2026
Donald isn't a smart guy. That's the only wrong thing he said. LOL
Donald isn't a smart guy. That's the only wrong thing he said. LOL
Commenter uses sarcasm and humor to mock Trump's intelligence, with 'LOL' indicating ironic tone.
Humor / Satire
0.88
@ottophobia
Mar 4, 2025
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
Uses derogatory nicknames for Brampton as satirical commentary on Indian demographic presence, employing wordplay for comedic effect.
vibra7087
Jan 29, 2026
holy based bicycle man
holy based bicycle man
Slang approval ('based') of a person or idea presented in the video, using casual internet vernacular.
Ryan-fs8fq
Jan 27, 2026
U forgot two zeros 😂
U forgot two zeros 😂
A joking comment about missing zeros in a statistic, using humor to critique a previous claim.
Leo-fz4qy
Oct 15, 2025
He should get cream for the blistering.
He should get cream for the blistering.
Sarcastic joke about the prime minister being verbally attacked or criticized harshly.
Humor / Satire
0.88
@shanethepain1000
Mar 4, 2025
"They look the same and share licenses." I'm not even mad...lol
"They look the same and share licenses."
I'm not even mad...lol
Uses ironic humor about shared appearance and driver's licenses, with a self-aware 'not even mad' tone.
Humor / Satire
0.88
esparda07
Sep 20, 2025
This dude definitely smacks his own ass during sex
This dude definitely smacks his own ass during sex
Makes a crude, absurdist joke unrelated to the video content, using sexual humor for comedic effect.
Humor / Satire
0.88
@DuranJM
Mar 4, 2025
The Canadian government is so vocally against becoming the 51st state, but are apparently perfectly fine with being the 29th state.
The Canadian government is so vocally against becoming the 51st state, but are apparently perfectly fine with being the 29th state.
The comment uses sarcastic irony to critique Canadian sovereignty and government policy, comparing Canada's status to being a U.S. state.
LiteralRats
Jan 27, 2026
Ahhhh shit, here we go again!
Ahhhh shit, here we go again!
Expresses resigned anticipation using ironic humor, suggesting predictable negative commentary to follow.
Humor / Satire
0.88
dudeholycrap
Jan 27, 2026
😂😂😂 wh ite people in decline is so hilarious 😂
😂😂😂 wh ite people in decline is so hilarious 😂
Uses laughing emojis and sarcastic tone to mock demographic decline of white people as humorous commentary.
Humor / Satire
0.88
PurpleDoritos666
Oct 11, 2025
Aussie here. We’re just keeping our heads down and hoping that Trump can’t find us on a map ?
Aussie here. We’re just keeping our heads down and hoping that Trump can’t find us on a map ?
Self-identified Australian using ironic humor about Trump's geographic knowledge and Australia's distance from US political conflict.
@Dinki-Di
Mar 4, 2025
No KFC no curry
No KFC no curry
Brief, cryptic joke or sarcastic comment playing on cultural stereotypes about food.
Humor / Satire
0.88
HorrorGamerNerd
Feb 3, 2026
If Brampton was established up on a paddock by these migrants, who are they replacing then? Cows?😄
If Brampton was established up on a paddock by these migrants, who are they replacing then? Cows?😄
Uses ironic humor to challenge the premise that migrants are 'replacing' Canadians by suggesting they're replacing livestock.
arch810
Jan 29, 2026
It what world is orange peel smart??
It what world is orange peel smart??
Mocking rhetorical question about US leadership intelligence using derisive nickname.
Humor / Satire
0.88
@lorettaruckle8336
Mar 4, 2025
So does that mean they don't sell toilet paper in Canada?🚽
So does that mean they don't sell toilet paper in Canada?🚽
Joking question about toilet paper availability in Canada, using absurdist humor unrelated to immigration substance.
Humor / Satire
0.88
panicemotion4936
Feb 17, 2026
But but but Donald!!! You are the best negotiator in the face of the earth and history of the world!!!!
But but but Donald!!! You are the best negotiator in the face of the earth and history of the world!!!!
Heavy sarcasm mocking Trump's self-proclaimed negotiation skills with exaggerated praise.
Humor / Satire
0.88
@patrickgallegos113
Mar 4, 2025
Talking directly to Trump only works if one uses small words and \napproach it as if speaking to a 4 year old.
Talking directly to Trump only works if one uses small words and \napproach it as if speaking to a 4 year old.
Sarcastic joke about communicating with Trump using simple language, mocking his intelligence.
Humor / Satire
0.88
@karl-niclas_burner
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)