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
Trumps probably upset because Melanie ‘really’ likes him (Trudeau) ?
Trumps probably upset because Melanie ‘really’ likes him (Trudeau) ?
Uses sarcasm and innuendo (quotation marks around 'really') to make a joke about personal relationships between political figures.
Humor / Satire
0.80
@Shotkangaroo
Mar 4, 2025
Please come to America and be our president please I'm freaking begging you
Please come to America and be our president please I'm freaking begging you
Humorous plea for Canadian leadership to move to America, using exaggeration and irony to critique American politics.
@Kevin-z3m2v
Mar 4, 2025
It would be such a statement if world leaders would stop wearing a suit when they go to talk to Trump. Man that would be something!
It would be such a statement if world leaders would stop wearing a suit when they go to talk to Trump. Man that would be something!
Ironic, tongue-in-cheek suggestion about world leaders' dress code as a symbolic statement against Trump.
Humor / Satire
0.80
@NofirstnameNolastname
Mar 4, 2025
Canada, you taking applications?
Canada, you taking applications?
A joking inquiry about immigrating to Canada, implying dissatisfaction with the commenter's current country through humorous tone.
@Starfire10982
Mar 4, 2025
Bringing up facts against Herr Trump? Good luck...
Bringing up facts against Herr Trump? Good luck...
Uses sarcasm and irony ('Herr Trump') to mock Trump's resistance to factual criticism.
@HoffmanJDK
Mar 4, 2025
you're not my friend buddy lol
you're not my friend buddy lol
Joking response using Canadian colloquialism ('friend buddy') in a sarcastic manner.
Humor / Satire
0.80
@jlawlar
Mar 4, 2025
Lol come say all this face to face
Lol come say all this face to face
Sarcastic challenge implying the commenter wouldn't say these things in person, using ironic humor.
Humor / Satire
0.80
@AlexSanchez-tr5fu
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
MAGA= BADD (Burning Down American Democracy). MAGA = BADD.
MAGA= BADD (Burning Down American Democracy). MAGA = BADD.
Uses wordplay and acronym reversal (MAGA/BADD) as satirical critique of Trump's political movement.
@jameslambe9275
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
Thank you fellow Americans putting crazy and stupid man the office.
Thank you fellow Americans putting crazy and stupid man the office.
Uses sarcastic blame directed at Americans for electing Trump, with ironic tone suggesting critical commentary.
Humor / Satire
0.80
@kitty-vk8ic
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
Huh so maple syrup will go up…. Fine. ? don’t care.
Huh so maple syrup will go up…. Fine. ? don’t care.
Commenter uses casual, dismissive humor to respond to economic concerns about tariffs.
Humor / Satire
0.80
@JoeCampanella-y9m
Mar 4, 2025
Haha, if you stand with Canada and Mexico why don’t you move there? Very simple?
Haha, if you stand with Canada and Mexico why don’t you move there? Very simple?
Uses sarcastic humor to challenge someone's stated support for Canada and Mexico by suggesting they should move there if they truly support those countries.
@lovewhatis3396
Mar 4, 2025
Justin needs to change his tampon
Justin needs to change his tampon
Uses crude sarcasm/insult as a form of political mockery directed at the Prime Minister.
@buckz55
Mar 4, 2025
no one cares what Biden, I mean Trudeau, says.
no one cares what Biden, I mean Trudeau, says.
Sarcastic comment conflating Trudeau with Biden through wordplay, using humor to critique Trudeau's credibility.
@josiel152
Mar 4, 2025
Americans don't stand with canada\nThey only stand with Canada in CNN comment box ?
Americans don't stand with canada\nThey only stand with Canada in CNN comment box ?
Sarcastic critique suggesting Americans only claim solidarity with Canada online, using irony to challenge the previous comment's authenticity.
@abhishekvaidya6310
Mar 4, 2025
Puro papi trump! ? \nCalmese wei ?
Puro papi trump! ? \nCalmese wei ?
Mixed-language comment with Trump support followed by what appears to be sarcastic or mocking tone ('Calmese wei'), suggesting ironic commentary.
Humor / Satire
0.80
@aldogarcia393
Mar 4, 2025
Find another sugar daddy ???
Find another sugar daddy ???
Sarcastic jab suggesting Canada find alternative support, using humor to critique the situation.
Humor / Satire
0.80
@loulouedmo
Mar 4, 2025
Just in time for Trump to make a complete fool of himself tonight when he gives his address to the US.
Just in time for Trump to make a complete fool of himself tonight when he gives his address to the US.
Sarcastic commentary mocking a political figure's anticipated poor performance.
@jamesaustin7845
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)