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
He's crazy for doing this 😂
He's crazy for doing this 😂
Brief sarcastic reaction to someone's actions, using emoji to indicate joking tone.
Humor / Satire
0.85
shunsteward1310
Jan 27, 2026
ICE ICE BABY 😂
ICE ICE BABY 😂
A playful reference to Vanilla Ice's song with an emoji, using humor to respond to the video content.
Humor / Satire
0.85
armyvaldro5489
Jan 22, 2026
There’s a MAGA clown watching this right now shaking their head in disgust saying “what a evil demonic man, he is literally lying about everything he should be in jail for the rest of his …
There’s a MAGA clown watching this right now shaking their head in disgust saying “what a evil demonic man, he is literally lying about everything he should be in jail for the rest of his life, Trump needs to take over Canada”
Uses sarcastic mockery of a hypothetical MAGA supporter's reaction, employing exaggeration and ironic framing typical of satirical commentary.
@illnessshaw
Mar 4, 2025
Americans who did not understand the word tariff before the election, will understand it now
Americans who did not understand the word tariff before the election, will understand it now
Ironic commentary suggesting Americans will learn about tariffs through personal economic experience rather than understanding beforehand.
Humor / Satire
0.85
@thedeliciousdelightoflivin4636
Mar 4, 2025
No not Africans catching strays 😂😂 bet the West Africans make more money than bike man legally. Now the East Africans...
No not Africans catching strays 😂😂 bet the West Africans make more money than bike man legally. Now the East Africans...
Uses joking tone and ethnic stereotyping about earning potential across African groups, mixing humor with identity-based generalizations.
Guerilla281
Jan 27, 2026
Donald, a very smart guy??????
Donald, a very smart guy??????
Uses sarcastic questioning with multiple question marks to mock a political figure's intelligence.
Humor / Satire
0.85
@quadka69
Mar 4, 2025
Bike guy must have got his bike stolen at some point 😂😂
Bike guy must have got his bike stolen at some point 😂😂
Joking speculation about a video subject's past experience, using light sarcasm.
Humor / Satire
0.85
Achillieas420
Jan 27, 2026
Now why would you blow up homie’s human smuggling business? 😂😂😂 Immigrants saying they are tired of other immigrants who moved to the new country they are in is kinda wild lol.
Now why would you blow up homie’s human smuggling business? 😂😂😂
Immigrants saying they are tired of other immigrants who moved to the new country they are in is kinda wild lol.
Uses sarcasm and ironic humor to comment on immigrant attitudes toward other immigrants, with meta-observation about the video's content.
ItsGippetto
Jan 27, 2026
I haven't seen Trudeau this mad since the Convoy Protest
I haven't seen Trudeau this mad since the Convoy Protest
Uses ironic comparison to a past event to mock Trudeau's emotional response in the current situation.
@NorthernVess
Mar 4, 2025
5:32 😅😂 this guy is in his whole world..
5:32 😅😂 this guy is in his whole world..
Uses laughing emojis and mocking tone to ridicule someone's behavior or statements in the video.
GLENJOSHUASTEAGLE
Feb 23, 2026
Why am i shaking my head as i read the captions 😂 16:09
Why am i shaking my head as i read the captions 😂 16:09
Expresses amusement or disbelief at video content through emoji and timestamp reference.
Humor / Satire
0.85
powerfuldags
Jan 27, 2026
Forgive U.S. our ?moron.
Forgive U.S. our ?moron.
Ironic apology for US leadership presented as humorous commentary on national embarrassment.
@brentbeacham9691
Mar 4, 2025
Is this the “Golden age” MAGA was promised? Thanks MAGA voters, get ready to become poorer, you wanted a reality show you got it!
Is this the “Golden age” MAGA was promised? Thanks MAGA voters, get ready to become poorer, you wanted a reality show you got it!
Uses sarcasm and ironic commentary ('reality show') to critique MAGA voters and Trump's presidency.
@candice44441
Mar 4, 2025
Trump suckin putin off big time
Trump suckin putin off big time
Uses crude sarcasm/vulgar humor to mock political figures and their relationship.
Humor / Satire
0.85
@marcbrixius2806
Mar 4, 2025
Great Lisbon accent lol😅
Great Lisbon accent lol😅
Light-hearted joke about an accent with laughing emoji, no substantive claim about immigration.
Humor / Satire
0.85
paulrafeiro2467
Jan 27, 2026
He called Trump a very smart guy without laughing! I would not play poker with him.
He called Trump a very smart guy without laughing! I would not play poker with him.
Sarcastic observation about someone's composure or dishonesty, using poker metaphor for comedic effect.
@Cal1gula666
Mar 4, 2025
Punch line was ' Indian eat poo😂'x
Punch line was ' Indian eat poo😂'x
References a joke punchline with ethnic stereotyping presented as humor.
Humor / Satire
0.85
AA-dt9he
Jan 27, 2026
Bike Guy was spitting full auto facts no trigger release! He is a savage mf!
Bike Guy was spitting full auto facts no trigger release! He is a savage mf!
Enthusiastic, colloquial praise using slang ('spitting facts', 'savage mf') that reads as humorous admiration rather than serious analysis.
Humor / Satire
0.85
BlunterDaBricky
Jan 27, 2026
Bike dude lowkey speaking facts
Bike dude lowkey speaking facts
Casual endorsement of a person in the video using slang, with implied humor about their credibility.
MrBlipman
Jan 27, 2026
Tyler sitting all cramped up in the car has me dying.
Tyler sitting all cramped up in the car has me dying.
Casual observation about a video subject's physical positioning presented as humorous commentary on the video content itself.
Skillbewijs
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)