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
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
Awww that's cute governor, let us know when you want to be 51
Awww that's cute governor, let us know when you want to be 51
Sarcastic comment joking about Canada becoming a US state, using ironic tone.
@Reumaut13
Mar 4, 2025
All because of MAGA MAGGOTS eh.
All because of MAGA MAGGOTS eh.
Sarcastic jab at Trump supporters using wordplay ('MAGA MAGGOTS') with Canadian colloquialism ('eh').
@oldodger
Mar 4, 2025
Trump is Putin's puppy.
Trump is Putin's puppy.
Sarcastic jab comparing Trump to Putin, using humor to critique political alignment.
@MarijanMajetić
Mar 4, 2025
As someone who lives in the united states I feel like im in the middle of a divorce and the narcissist got full custody ?
As someone who lives in the united states I feel like im in the middle of a divorce and the narcissist got full custody ?
Uses metaphorical humor (divorce/custody analogy) to express frustration about being caught between US and Canada.
@xochic4256
Mar 4, 2025
as a Canada born...please piss off Trumpy to the extreme so he WILL invade Canada. Thank You Gov Turdeau .??????????
as a Canada born...please piss off Trumpy to the extreme so he WILL invade Canada. Thank You Gov Turdeau .??????????
Uses sarcasm and ironic commentary about Trump invading Canada and criticism of the Prime Minister, framed as dark humor.
@g.k.7057
Mar 4, 2025
Gotta give credit where credit is due: The orange clown managed to realize something we haven't seen in a while: uniting Candiand left and right.
Gotta give credit where credit is due: The orange clown managed to realize something we haven't seen in a while: uniting Candiand left and right.
Uses sarcastic language ('orange clown') and ironic commentary about Trump uniting Canadians across political divides.
@jfh69-h69
Mar 4, 2025
Trudeau, the northern whiner in chief!???
Trudeau, the northern whiner in chief!???
Uses sarcastic name-calling ('northern whiner in chief') with multiple question marks suggesting ironic mockery rather than serious critique.
Humor / Satire
0.80
@thomascarnes8700
Mar 4, 2025
Hey Justin, I just sent back all the parts that came from Canada
Hey Justin, I just sent back all the parts that came from Canada
Sarcastic personal anecdote about rejecting Canadian products in response to tariff/trade tensions.
@MichaelSutter-w1q
Mar 4, 2025
Let's become South Canada for 4 years.
Let's become South Canada for 4 years.
Sarcastic suggestion to become 'South Canada' in response to US political situation; clearly ironic commentary.
Humor / Satire
0.80
@bdog1199
Mar 4, 2025
Comrade Trumpski is bringing down the US
Comrade Trumpski is bringing down the US
Uses sarcastic nickname 'Comrade Trumpski' to mock Trump through ironic Cold War framing.
Humor / Satire
0.80
@NiklasAndersson7
Mar 4, 2025
_Trudeau can fix this by purging his position as Prime Minister to governor of Canada becoming the 51st state of America_
_Trudeau can fix this by purging his position as Prime Minister to governor of Canada becoming the 51st state of America_
Satirical suggestion that Canada become a US state, presented as absurdist commentary on the situation.
Humor / Satire
0.80
@MINDSPARK-u6e
Mar 4, 2025
Im laughing at any American who voted for Trump because he was to lower prices. Instead he is loudly admitting that prices will soar due to tariffs. \n\nRemember Project 2025? Well, Its here.
Im laughing at any American who voted for Trump because he was to lower prices. Instead he is loudly admitting that prices will soar due to tariffs. \n\nRemember Project 2025? Well, Its here.
Uses ironic commentary mocking Trump voters' expectations versus reality, with sarcastic tone about tariff consequences.
@CreepyGnocchi
Mar 4, 2025
Can Canada begin meddling in our elections to counter Russian trolls pls?
Can Canada begin meddling in our elections to counter Russian trolls pls?
Sarcastic suggestion that Canada should engage in election interference as a counter-measure, using irony to critique geopolitical dynamics.
@RushOrbit
Mar 4, 2025
Douchebag Donald must ask the University of Pennsylvania to refund him for the Bachelor of Science in economics because there’s absolutely no evidence that he actually learned something about economics, or ever will.
Douchebag Donald must ask the University of Pennsylvania to refund him for the Bachelor of Science in economics because there’s absolutely no evidence that he actually learned something about economics, or ever will.
Uses sarcastic insult and ironic suggestion about Trump's education to critique his economic competence.
@Luke01961
Mar 4, 2025
0:36 Canada is reasonable and polite ???
0:36 Canada is reasonable and polite ???
Sarcastic questioning of the video's characterization of Canada as 'reasonable and polite,' with timestamp reference.
@igorWindsor
Mar 4, 2025
“Thank you kindly, but I’m sorry. We won’t back down from a fight”.\n\nNeeds to be this trade war slogan.
“Thank you kindly, but I’m sorry. We won’t back down from a fight”.\n\nNeeds to be this trade war slogan.
Proposes a quote as a humorous/ironic trade war slogan, using sarcasm about conflict rhetoric.
Humor / Satire
0.80
@stephbrown3883
Mar 4, 2025
Smart, NOT, Never has been. Dddrump
Smart, NOT, Never has been. Dddrump
Uses sarcasm and wordplay ('Smart, NOT') to mock a political figure in a dismissive, humorous manner.
Humor / Satire
0.80
@ednaalvarado2397
Mar 4, 2025
Der Untergang des Imperiums ! ?
Der Untergang des Imperiums ! ?
German phrase 'The Fall of the Empire' with emoji appears to be ironic commentary on US decline, using dramatic language for satirical effect.
Humor / Satire
0.80
@STUDWEG
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)