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
Haha how he purposely reduced his vocabulary when directly addressing Trump ?
Haha how he purposely reduced his vocabulary when directly addressing Trump ?
Ironic observation about deliberate communication style adjustment, using humor to critique speaker's approach.
@dudleywins
Mar 4, 2025
Love he calls him Donald!!!!!! Kinda snarky but love it!!!!!!❤
Love he calls him Donald!!!!!! Kinda snarky but love it!!!!!!❤
Appreciative comment about the video's tone, noting the snarky way the host addresses Trump by his first name.
@blueberrypoptart6806
Mar 4, 2025
The only thing that’s improving is Donnie’s golf game.
The only thing that’s improving is Donnie’s golf game.
Uses sarcastic humor to mock a political figure's priorities and performance.
@robertbyington7715
Mar 4, 2025
Girl??????????????musk called him GIRL?????????????????????
Girl??????????????musk called him GIRL?????????????????????
Sarcastically highlights Musk's gendered insult toward Trudeau with exaggerated punctuation, mocking the attack.
@imalwaysrite123
Mar 4, 2025
An hour later he was crying to to Trump begging for a deal
An hour later he was crying to to Trump begging for a deal
Uses sarcastic, mocking tone to criticize Trudeau's negotiating position with Trump through exaggerated imagery.
Humor / Satire
0.80
@JackpotWarrior
Mar 4, 2025
Dear Mr Trudeau, can you be our president?
Dear Mr Trudeau, can you be our president?
Sarcastically addresses Trudeau as if he could be US president, implying admiration through ironic flattery.
Humor / Satire
0.80
@patriciamastrobuoni5013
Mar 4, 2025
Meanwhile we got Biff talking about McDonald's and Gold shoes \n\nOh how far have we fallen
Meanwhile we got Biff talking about McDonald's and Gold shoes \n\nOh how far have we fallen
Uses sarcastic, mocking tone about U.S. political leadership and decline, employing ironic commentary.
@lastrellpoet9331
Mar 4, 2025
As a American, the only two languages Trump can speak are Bull and Shit...
As a American, the only two languages Trump can speak are Bull and Shit...
Uses crude wordplay joke to satirize Trump's communication abilities and credibility.
@lonewolf7761
Mar 4, 2025
Trump made Canada great again! ?????
Trump made Canada great again! ?????
Uses sarcastic phrasing ('made Canada great again') with question marks to mock Trump's slogan and its application to Canada.
@zrmrrpb
Mar 4, 2025
US: But you never said “Thank you” to us for all that we do for you ?
US: But you never said “Thank you” to us for all that we do for you ?
Sarcastic, ironic commentary presented as a hypothetical US complaint, using humor to critique US-Canada relations.
Humor / Satire
0.80
@deltorolive3342
Mar 4, 2025
3 stooges!! ?
3 stooges!! ?
Brief dismissive comment using 'three stooges' reference as sarcastic criticism of political figures.
Humor / Satire
0.80
@Steroid_Frog
Mar 4, 2025
You have no fukin military bahahahaha....????
You have no fukin military bahahahaha....????
Uses sarcastic humor and exaggeration ('fukin', multiple question marks) to mock Canada's military capability, with underlying threat/weakness framing.
@tomatoK-z8x
Mar 4, 2025
Canada you can have all the liberal Americans
Canada you can have all the liberal Americans
Sarcastic offer to accept liberal Americans, using humor to critique political divisions and identity polarization.
@joealexander2300
Mar 4, 2025
I feel you “make that make sense” if only Trump would just go away ????
I feel you “make that make sense” if only Trump would just go away ????
Uses sarcasm and humor ('make that make sense') to express frustration with Trump while showing implicit support.
@pamelagosch9868
Mar 4, 2025
Magatards really will just leap off a cliff if trump tells them to
Magatards really will just leap off a cliff if trump tells them to
Uses derogatory slang and hyperbolic sarcasm to mock Trump supporters' perceived blind loyalty.
@Nappanaia
Mar 4, 2025
We don’t need anything from Canada we have it all here. I’m boycotting Canadian bacon ?
We don’t need anything from Canada we have it all here. I’m boycotting Canadian bacon ?
Uses sarcasm and ironic boycott threat as humorous commentary on national self-sufficiency.
@JoeBlow-i4w
Mar 4, 2025
Don’t worry all, Russia, with its GDP smaller than Italy’s, eill be able to offset the hit.
Don’t worry all, Russia, with its GDP smaller than Italy’s, eill be able to offset the hit.
Uses sarcasm to mock Russia's economic weakness by comparing its GDP to Italy's.
@zerocero5850
Mar 4, 2025
Donald is living in his own ass universe ?
Donald is living in his own ass universe ?
Sarcastic, mocking comment using crude humor to criticize Trump's detachment from reality.
Humor / Satire
0.80
@millybells
Mar 4, 2025
Imagine undermining a literal decades of working together just for the memes (which would really quickly become unfunny)
Imagine undermining a literal decades of working together just for the memes (which would really quickly become unfunny)
Uses ironic, sarcastic tone ('just for the memes') to critique policy decisions undermining bilateral relations.
@VCE4
Mar 4, 2025
Is America Great Again yet?
Is America Great Again yet?
Sarcastic rhetorical question mocking Trump's 'Make America Great Again' slogan in the context of current geopolitical tensions.
Humor / Satire
0.80
@marksurber1577
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)