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
TRUDEAU talking big shit...good luck eh...???
TRUDEAU talking big shit...good luck eh...???
Uses sarcasm and dismissive tone ('talking big shit') with casual Canadian expression ('eh') to mock Trudeau's statements.
@dash_flixs2644
Mar 4, 2025
Canada has excellent whisky, they don’t need bourbon from Kentucky ?
Canada has excellent whisky, they don’t need bourbon from Kentucky ?
Lighthearted, joking comment using product comparison as humorous deflection from the serious topic.
Humor / Satire
0.75
@FroggEater
Mar 4, 2025
"I dont have the 6000 he asked for we'll have to figure that out." Dude is trolling a human smuggler lmao.
"I dont have the 6000 he asked for we'll have to figure that out." Dude is trolling a human smuggler lmao.
Humorous observation about a video subject's interaction with a human smuggler, using sarcasm ('trolling') to comment on the video content.
goodfty
Jan 27, 2026
He is awesome! Trudeau for American president!
He is awesome! Trudeau for American president!
Sarcastically suggests Trudeau should be US president, mixing praise with absurdist humor to critique American politics.
@shawnster3396
Mar 4, 2025
Never let a good crisis go to waste
Never let a good crisis go to waste
Uses a well-known political phrase sarcastically to comment on the video's framing of a crisis situation.
@jonsplex
Mar 4, 2025
good job MAGA republicans!!!! congratulations!!!
good job MAGA republicans!!!! congratulations!!!
Sarcastic congratulations to MAGA Republicans, using ironic tone to mock rather than genuinely praise.
Humor / Satire
0.75
@alvinsilagan5664
Mar 4, 2025
Love it how we call him Donald now ????
Love it how we call him Donald now ????
Sarcastically comments on the informal use of Trump's first name, with humorous tone about discourse conventions.
@maggiemoore8592
Mar 4, 2025
Morons Are Governing America.
Morons Are Governing America.
Brief dismissive statement using capitalization for emphasis, functioning as sarcastic commentary on American governance.
Humor / Satire
0.75
@bpalpha
Mar 4, 2025
Enjoy it, little punks ?
Enjoy it, little punks ?
Brief sarcastic or mocking comment using casual language and tone to express derision.
Humor / Satire
0.75
@readingrainbow8112
Mar 4, 2025
WOW!\nTrudeau resigns, Trump returns, Putin stays.\nHow crazy is this world...
WOW!\nTrudeau resigns, Trump returns, Putin stays.\nHow crazy is this world...
Uses ironic observation about global political changes (Trudeau resigns, Trump returns, Putin stays) with satirical tone.
@brigantinus8174
Mar 4, 2025
Lmaoo his country going under and he is trying to “speak to the american people” bruh go fix your country dont talk down to us
Lmaoo his country going under and he is trying to “speak to the american people” bruh go fix your country dont talk down to us
Uses sarcasm and dismissive tone to mock US political leadership while asserting Canadian superiority and rejecting American authority.
@my68chevy2
Mar 4, 2025
did trump send this guy
did trump send this guy
Absurdist joke implying Trump sent the video subject, using sarcasm to mock conspiracy thinking.
ayesha6903
Jan 27, 2026
Bright yellow and blue car for trafficking. Not suspicious at all.😂
Bright yellow and blue car for trafficking. Not suspicious at all.😂
Uses sarcasm and emoji to mock a car's appearance with an insinuation about trafficking, blending humor with an unfounded accusation.
adamgibson473
Jan 28, 2026
When is this clown leaving?
When is this clown leaving?
Uses derogatory humor ('clown') to mock a political figure; primarily sarcastic/dismissive tone.
@patrickfitzgerald-s9i
Mar 4, 2025
"Poo eaters", LOL! Just do NOT send them south!
"Poo eaters", LOL! Just do NOT send them south!
Uses offensive slur as attempted humor with a crude joke about not sending people south, mixing satire with dehumanizing language.
ncacia8
Jan 28, 2026
He’s cry baby pay
He’s cry baby pay
A brief, sarcastic insult using wordplay ('cry baby pay') as mocking commentary on a political figure.
Humor / Satire
0.75
@JoshuaCornwell-jf4fq
Mar 4, 2025
High IQ.... Rides Uber Eats Bike.
High IQ.... Rides Uber Eats Bike.
Sarcastic jab implying contradiction between claimed intelligence and gig work, using irony.
akeel6328
Jan 28, 2026
Probably stinks over there.
Probably stinks over there.
Appears to be a dismissive joke or crude insult about a location, likely satirical in tone.
Greenarcher707
Jan 28, 2026
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here …
😂😂😂
Everyone is being suppressed in Indian punjab...😂😂😂
Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'!
Keep taking in these losers canada!
Frees up workload on our law and order machinery here in India!!😂😂😂
Uses sarcasm and mocking laughter to make inflammatory claims about Indian immigrants being criminals, with a satirical tone.
HenryKissmyanger
Jan 28, 2026
Trump seem set on pissing of everyone, well except Putin maybe :|
Trump seem set on pissing of everyone, well except Putin maybe :|
Sarcastic commentary about Trump's diplomatic relations, using humor to critique his approach to international relations.
@DonJohn87_YT
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)