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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
Page 177 of 222
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
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
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.
Terranova339 Jan 28, 2026
51st state?????
51st state?????
Sarcastically questions whether Canada is becoming the 51st U.S. state, using humor to critique perceived American influence.
@Rdfelic Mar 4, 2025
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.
@444-y7h Mar 4, 2025
You’re a smart guy Donald. Nope!!!
You’re a smart guy Donald. Nope!!!
Sarcastic comment using irony ('smart guy') followed by negation to mock someone's intelligence or position.
@Get_Outside727 Mar 4, 2025
canadian whites are very honest 😂
canadian whites are very honest 😂
Uses ironic/sarcastic tone with emoji to make a stereotypical claim about Canadian identity, blending humor with identity framing.
VarunRathour786 Feb 24, 2026
If by a smart man, they mean Donald Trump is a conniving, vicious, crooked convict, sure, I guess he’s smart.
If by a smart man, they mean Donald Trump is a conniving, vicious, crooked convict, sure, I guess he’s smart.
Uses sarcastic irony to critique Trump's character and intelligence through mock agreement.
@WaverlyGarner Mar 4, 2025
Good for Canada nurturing the Pubjabi against the Pundabi and their great civil war back home! 🇨🇦🇨🇦
Good for Canada nurturing the Pubjabi against the Pundabi and their great civil war back home! 🇨🇦🇨🇦
Sarcastically frames Canada as benefiting from ethnic/religious tensions, using irony and emojis to mock the situation.
gsk8366 Jan 27, 2026
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.
yazzbazzs3602 Jan 28, 2026
Trudeau spanking coming soon
Trudeau spanking coming soon
Sarcastic/joking reference to Trudeau receiving punishment, using colloquial language for comedic effect.
@jehanzebn Mar 4, 2025
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
😂😂😂😂😂 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
Markets on the rise turdo!!!
Markets on the rise turdo!!!
Sarcastic nickname ('turdo') and ironic celebration of market gains, mocking the Prime Minister.
@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.
@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.
@sdi1111 Mar 4, 2025
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.
tallguyadventures Jan 28, 2026
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
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
Bike buddy was too honest….
Bike buddy was too honest….
Characterizes the bike character as 'too honest,' using ironic tone to comment on his behavior.
Grumpybred_yt Jan 29, 2026
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Discourse Taxonomy

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)