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 told one atrocious lie and that was when he was addressing Trump and calling him a very smart man.
Trudeau told one atrocious lie and that was when he was addressing Trump and calling him a very smart man.
Uses ironic reversal (calling a lie 'smart') to satirize Trudeau's diplomatic approach, though contains implicit policy criticism.
@gregory6488
Mar 4, 2025
🎉 ES. "Vote for me" movements !🎉
🎉 ES. "Vote for me" movements !🎉
Sarcastic commentary using emojis to mock political movements or voting campaigns, likely referencing immigration-related political messaging.
Humor / Satire
0.75
josbtheonlinebartender2002
Jan 28, 2026
Has anyone seen Starwars? How life imitates art..
Has anyone seen Starwars? How life imitates art..
Uses Star Wars reference sarcastically to comment on real-world events, employing pop culture analogy for comedic effect.
Humor / Satire
0.75
@kribbena9321
Mar 4, 2025
The guy on the bike was Based
The guy on the bike was Based
Slang reference ('Based') to a person in the video, likely expressing approval in an ironic or joking manner.
vasyls1767
Jan 28, 2026
Bram-ladesh
Bram-ladesh
A play on words combining 'Bram' with 'Bangladesh,' likely mocking immigration or cultural identity through wordplay.
m.stewart7208
Feb 25, 2026
The curry dishes there must be godlike
The curry dishes there must be godlike
Light-hearted, off-topic comment making a casual observation about food culture.
Humor / Satire
0.75
Terranova339
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
9:05 their god is a white money man ? Lmao
9:05 their god is a white money man ? Lmao
Uses sarcastic humor and mocking tone to comment on perceived hypocrisy or irony in the video content.
Humor / Satire
0.75
macfou144
Feb 26, 2026
Will see who folds my bet is on the gay man.
Will see who folds my bet is on the gay man.
A joking prediction about who will 'fold' in a confrontation, using casual betting language as satire.
Humor / Satire
0.75
@444-y7h
Mar 4, 2025
We hate you too 8:15 raw bacon🐷
We hate you too 8:15 raw bacon🐷
Sarcastic/hostile quip using crude humor and emoji to mock or provoke, characteristic of satirical commentary.
Humor / Satire
0.75
yazzbazzs3602
Jan 28, 2026
So honest question. Has anybody bought a beer for the guy on the bike
So honest question. Has anybody bought a beer for the guy on the bike
Lighthearted, joking reference to a person featured in the video, likely the 'bike guy' mentioned.
neckcuttaxxx1632
Jan 29, 2026
Markets on the rise turdo!!!
Markets on the rise turdo!!!
Sarcastic nickname ('turdo') and ironic celebration of market gains, mocking the Prime Minister.
Humor / Satire
0.75
@WinX4206
Mar 4, 2025
How about Trump dismantling something worth doing : Scientology, there he'll score some points
How about Trump dismantling something worth doing : Scientology, there he'll score some points
Sarcastic suggestion that Trump should dismantle Scientology instead, using ironic framing for comedic effect.
Humor / Satire
0.75
@MM180.9
Mar 4, 2025
Sorry Mr Trudeau, but Trump is NOT a very smart guy. He is dumber than stupid!
Sorry Mr Trudeau, but Trump is NOT a very smart guy. He is dumber than stupid!
Hyperbolic insult directed at Trump using exaggerated language ('dumber than stupid') that reads as sarcastic commentary rather than serious political analysis.
Humor / Satire
0.75
@sdi1111
Mar 4, 2025
Then the United States of America will fall. No big deal. Two hundred plus years was a pretty good run. Let me know when we start getting warlords in the US. I want too apply …
Then the United States of America will fall. No big deal. Two hundred plus years was a pretty good run. Let me know when we start getting warlords in the US. I want too apply for the position.
Darkly humorous prediction of US collapse framed as inevitable, mixing apocalyptic tone with sarcastic job application.
@alkhemi8175
Mar 4, 2025
😂😂😂😂😂 what is the problem? 90% of Canada 🇨🇦 is white communities
😂😂😂😂😂 what is the problem? 90% of Canada 🇨🇦 is white communities
Multiple laughing emojis suggest sarcastic tone questioning the problem with immigration while asserting demographic facts about Canada.
JohnSmith-on2ud
Jan 28, 2026
Introduce them to trains
Introduce them to trains
Cryptic, absurdist comment that appears to be a joke or sarcastic reference to introducing immigrants to Canadian trains.
Humor / Satire
0.75
tallguyadventures
Jan 28, 2026
Intelligence man , ? for Trudeau
Intelligence man , ? for Trudeau
Sarcastic questioning of Trudeau's intelligence using ironic praise, mixing identity-based criticism with satirical tone.
@OraBugaj-l8g
Mar 4, 2025
Haha Donald Drumpf is just plain stupid. The USA is going down! Soon Americans will will get poor and addicted to fentanyl. ?
Haha Donald Drumpf is just plain stupid. The USA is going down! Soon Americans will will get poor and addicted to fentanyl. ?
Uses exaggerated predictions and sarcasm ('Drumpf') to mock Trump, though also expresses apocalyptic concerns about American decline.
@Flazz007
Mar 4, 2025
Isn't this guy a mutt himself? 😅
Isn't this guy a mutt himself? 😅
Sarcastic jab at the video creator's background using crude humor and emoji, questioning his credibility.
AdrianHertz
Jan 28, 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)