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
Europe stands with Canada. We will make US a Canadian state if we have to.
Europe stands with Canada. We will make US a Canadian state if we have to.
Humorous/satirical expression of European solidarity with Canada, using absurdist threat of annexing the US as a joke.
@USAoutofEurope
Mar 5, 2025
Trump is a crazy son of a bitch... Americans with common sense have my sympathy. (Greetings from Hungary.)
Trump is a crazy son of a bitch... Americans with common sense have my sympathy. (Greetings from Hungary.)
Uses sarcastic insult about Trump while expressing sympathy for Americans, with international perspective from Hungary.
@SuperMrBlaze
Mar 4, 2025
Neanderthal calling Africans low IQ is funny 😂.
Neanderthal calling Africans low IQ is funny 😂.
Uses sarcasm and irony to mock racist claims, though the context and intent are ambiguous.
Humor / Satire
0.75
mdavis9906
Jan 28, 2026
Shut up Trudeau. There is no fight lol
Shut up Trudeau. There is no fight lol
Dismissive, sarcastic comment using hyperbole ('no fight lol') to mock the video's framing.
Humor / Satire
0.75
@cheachung
Mar 4, 2025
Guess who is eating popcorn and watching this laughing....Yes Vladimir....
Guess who is eating popcorn and watching this laughing....Yes Vladimir....
Uses sarcastic humor to suggest geopolitical advantage for Russia/Putin amid the conflict, with underlying threat concern.
@empollonmilhouse
Mar 4, 2025
Love the food, hate the people lol 😂 y'all are lost!
Love the food, hate the people lol 😂 y'all are lost!
Sarcastic comment using humor and emoji to express cultural criticism in a joking tone.
rajbirsingh6301
Feb 28, 2026
Hey! They were friendlier than the Jews!
Hey! They were friendlier than the Jews!
The comment uses sarcasm and comparative framing to make a provocative joke, though it relies on ethnic stereotyping.
Zakrovik
Feb 28, 2026
Who needs to visit India when you live in Canada.
Who needs to visit India when you live in Canada.
Lighthearted quip suggesting Canada is preferable to India, using casual sarcasm.
Humor / Satire
0.75
RamiraRamira
Mar 2, 2026
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Guy on the bikes, diabolically honest that that’s how I like my racism. Upfront and not hidden.
Uses ironic commentary to critique racism by sarcastically praising 'upfront' racism, employing satire to make a point about prejudice.
icybooy11
Feb 28, 2026
Just seize Trumps bank account you douche. It worked with those damn conservative truckers!!!!
Just seize Trumps bank account you douche. It worked with those damn conservative truckers!!!!
Uses sarcastic/ironic suggestion framed as a joke, with aggressive tone but primarily comedic intent rather than literal proposal.
@gedfullman2609
Mar 4, 2025
Would like to see Trump's evil checklist...
Would like to see Trump's evil checklist...
Uses sarcastic/ironic framing ('evil checklist') to critique Trump's actions and character.
@Pharaphel
Mar 4, 2025
Homeless guy at the beginning saying they do not pay taxes is peak Trailer Park Boys. He knows how to spell ODSP for sure. Not saying mass immigration is a good thing but being lectured …
Homeless guy at the beginning saying they do not pay taxes is peak Trailer Park Boys. He knows how to spell ODSP for sure. Not saying mass immigration is a good thing but being lectured from white 4th generation welfare recipients is probably not where the message should come from.
Uses sarcasm and ironic commentary (Trailer Park Boys reference) to critique the credibility of welfare recipients criticizing immigration, while asserting identity-based divisions.
BoSi2025
Sep 19, 2025
Good more alcohol for us cheaper too ?finally you think you have balls ?
Good more alcohol for us cheaper too ?finally you think you have balls ?
Uses sarcasm and ironic commentary about alcohol prices and political courage, employing humor to critique policy.
Humor / Satire
0.75
@kenprice57
Mar 4, 2025
POO FLINGERS SAAR
POO FLINGERS SAAR
Crude racist slur presented in a mocking/satirical tone, attempting offensive humor.
Humor / Satire
0.75
clayton9341
Jan 27, 2026
Funny as a Quebecer that dem colonialist anglos finally taste their own medecine they've been forcing us to swallow for soo long.
Funny as a Quebecer that dem colonialist anglos finally taste their own medecine they've been forcing us to swallow for soo long.
Uses ironic commentary to express schadenfreude about English-speaking Canadians experiencing immigration pressures similar to Quebec's historical experience.
Sean27007
Sep 19, 2025
1.4 billion people hai India iss bande ki maaro yrr iska bohot hogyaa 😡😡
1.4 billion people hai India iss bande ki maaro yrr iska bohot hogyaa 😡😡
Uses sarcastic tone and emoji to mock India's population size in response to immigration discussion, blending humor with demographic commentary.
parikshitchoudhary5343
Feb 4, 2026
Some MAGA maniacs, they may be listening to this may experience brain burst , too many words in one press conference that all are understandable and make sense and can be fact checked
Some MAGA maniacs, they may be listening to this may experience brain burst , too many words in one press conference that all are understandable and make sense and can be fact checked
Uses sarcastic/ironic commentary about MAGA supporters' cognitive capacity while implicitly critiquing political opponents.
@michaelpiantieri8913
Mar 4, 2025
Dude looks like he's freezing all along the video, and those indians are in sandals causualy talking to him... I think they assimilated the cold at least
Dude looks like he's freezing all along the video, and those indians are in sandals causualy talking to him...
I think they assimilated the cold at least
Makes a humorous observation about immigrants' adaptation to cold weather, using ironic commentary about assimilation.
nicoracien-Qc
Feb 7, 2026
We'd trade vance for Pence.\nVance would have overturned our election, the ruthless hypocrite.\nVera must be mortified.
We'd trade vance for Pence.\nVance would have overturned our election, the ruthless hypocrite.\nVera must be mortified.
Sarcastic comparison between political figures with ironic commentary on hypothetical trade-offs.
@karendowney2888
Mar 5, 2025
Plump has no friends,now he's making sure amerussia won't have any either.
Plump has no friends,now he's making sure amerussia won't have any either.
Uses sarcastic wordplay ('Plump,' 'amerussia') to mock Trump's foreign policy approach.
@rosiemccrindle2271
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)