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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 163 of 222
Your fired.. soon to be 51st state
Your fired.. soon to be 51st state
Uses sarcastic/joking tone with a pun ('fired') and satirical reference to territorial annexation.
@krockjamoney Mar 4, 2025
I hope America doesnt buy Canada. They can stay over there. We American Indians dont want them here 😂
I hope America doesnt buy Canada. They can stay over there. We American Indians dont want them here 😂
Uses joking tone and emoji to make a satirical comment about American territorial expansion, while asserting Native American identity.
ZiggiRai-p5j Feb 8, 2026
What a W ⚓️
What a W ⚓️
Casual slang expression ('What a W') with emoji suggests ironic or joking commentary rather than substantive engagement.
@jadesmith6823 Mar 4, 2025
Yeah trump is scared????, CNN is such a loser
Yeah trump is scared????, CNN is such a loser
Sarcastic comment dismissing Trump's confidence while making a jab at CNN, using ironic tone.
@OuterSpace-m1x Mar 4, 2025
Tey also show u a ctr finger😂😂😂
Tey also show u a ctr finger😂😂😂
Joking comment with laughing emojis about a gesture shown in the video.
RoslanMohdYusoff Jan 27, 2026
I thought he resigned? Oh wait...
I thought he resigned? Oh wait...
Sarcastic comment questioning a resignation claim, using ironic tone to critique the subject's narrative.
@andrewkeesays Mar 4, 2025
Trump made him popular I never knew who he was or even the president of Canada until trump ❤ Canada have mercy that trump for history education lesson cause I know ain't nobody know how …
Trump made him popular I never knew who he was or even the president of Canada until trump ❤ Canada have mercy that trump for history education lesson cause I know ain't nobody know how much insight Canada ?? has on American ?? supply
Uses ironic, rambling commentary about Trump's role in raising awareness of Canadian politics, with sarcastic tone about international relations.
@empresslocdoctor6328 Mar 4, 2025
That guy with the reflector jacket is dumb as a bicker of dead shrimp. So dumb all he can be is racist 😂😂😂. Just so he doesn't feel left out😂😂😂. Foreigners, please go to USA, …
That guy with the reflector jacket is dumb as a bicker of dead shrimp. So dumb all he can be is racist 😂😂😂. Just so he doesn't feel left out😂😂😂. Foreigners, please go to USA, Canada, Europe etc and claim what these whit colonizing bastards stole from ur ancestors and land to build theirs. 😂😂😂 Please rush to claim and kick them out 😂😂😂 Uhmm, who said America is the greatest country in the world?😂😂😂 Shit hole that place. Oh wait, they steal and plunder from others for money and wealth. White people in power I tell u😂😂😂😂
Uses sarcasm and ironic humor throughout (laughing emojis, exaggerated claims) while making identity-based critiques of Western colonialism and racial dynamics.
khalidedros743 Jan 27, 2026
2:25 Then tell them to go to Punjab lol a great example by the host!
2:25 Then tell them to go to Punjab lol a great example by the host!
References a specific timestamp and makes a sarcastic joke about the host's suggestion to go to Punjab.
emilyannagarrett196 Feb 8, 2026
Justin does tough guy.
Justin does tough guy.
Brief sarcastic jab at Justin Trudeau's public persona, using ironic tone typical of satirical commentary.
@agecoochek-bo2qr Mar 4, 2025
Justin you are being very generous. Donald is NOT a smart guy. ??
Justin you are being very generous. Donald is NOT a smart guy. ??
Mocking personal insult with emoji, using sarcasm to criticize a political figure's intelligence.
@kikithompson7754 Mar 4, 2025
Basically, Trudeau is saying don't get mad...get even.
Basically, Trudeau is saying don't get mad...get even.
Sarcastic interpretation of Trudeau's speech, presenting a humorous reframing of his message.
@garnetmitchell1883 Mar 4, 2025
Great job trump!! What an asshole
Great job trump!! What an asshole
Sarcastic praise of Trump followed by insult, using ironic contradiction for comedic effect.
@VictorMartinez-co3ds Mar 4, 2025
What ever Trump touches it turns to dust & ashes.
What ever Trump touches it turns to dust & ashes.
Uses hyperbolic, sarcastic language about Trump's impact, employing metaphorical language typical of satirical commentary.
@gravessatownley6468 Mar 4, 2025
Governor Trudeau, you go girl.
Governor Trudeau, you go girl.
Uses playful sarcasm by calling Trudeau 'Governor' and 'girl' in a supportive but tongue-in-cheek manner.
@Caesar_Himself Mar 4, 2025
drump and the us population anally violated by this man lol
drump and the us population anally violated by this man lol
Uses crude sarcasm and exaggeration ('anally violated') as ironic commentary on political figures.
@gamegoof Mar 4, 2025
Who is this Governor TrueDope anyway?
Who is this Governor TrueDope anyway?
Mocking rhetorical question using derogatory nickname, combining sarcasm with commentary on the speaker's identity.
@neighborbob3043 Mar 4, 2025
Poor Justine!
Poor Justine!
Brief sarcastic comment expressing sympathy for Trudeau through ironic tone ('Poor Justine').
@BeholdMyStrength Mar 4, 2025
Lol this dude is fake af
Lol this dude is fake af
Brief dismissive comment with casual tone suggesting the speaker is inauthentic.
@kylesawkon4074 Mar 4, 2025
WE AIN'T NEVA SCARED!!!
WE AIN'T NEVA SCARED!!!
Exclamatory phrase using colloquial slang in a celebratory/ironic tone, likely referencing a song or meme format.
@elmoduran2554 Mar 4, 2025
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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)