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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Policy Critique
5,980 comments
if CBSA seizes anything its coming from the US what goes from Canada to the US is the USBC / CPB so US should fix their issues
if CBSA seizes anything its coming from the US what goes from Canada to the US is the USBC / CPB so US should fix their issues
Argues that US border agencies are responsible for seizures and should address their own issues, critiquing the framing of the problem.
@wesloucks3416
Mar 4, 2025
this guy bankrupted his own country and you all cheer him on ????
this guy bankrupted his own country and you all cheer him on ????
Criticizes the PM's economic management with an unsubstantiated claim about bankrupting the country, blending policy critique with an unverified assertion.
@Tonis197
Mar 4, 2025
You are talking about AI after removing Software engineers and Data Scientists from trades. WOW!!
You are talking about AI after removing Software engineers and Data Scientists from trades. WOW!!
Criticizes government policy for removing skilled workers from trades while simultaneously discussing AI, highlighting contradictory priorities.
Policy Critique
0.75
@honeykumar7681
Mar 4, 2025
Then help the US stop the flow of Fentanyl. That's all.
Then help the US stop the flow of Fentanyl. That's all.
Critiques government action (or inaction) on drug trafficking as a policy priority.
Policy Critique
0.75
@love-dx8lp
Mar 4, 2025
Great no more taking advantage of USA no more
Great no more taking advantage of USA no more
Critiques a policy position (taking advantage of USA) with nationalist undertones about protecting Canadian interests.
@amanseekingtruth8875
Mar 4, 2025
We should refine our own oil. Any American country accessing our resource should have to refine it here.
We should refine our own oil. Any American country accessing our resource should have to refine it here.
Proposes policy change regarding resource refinement and trade conditions with American countries.
@fancypantsism
Mar 4, 2025
Canada is ran by a tyrannical government ??
Canada is ran by a tyrannical government ??
Makes a critical claim about Canadian government being tyrannical, combining policy critique with alarmist framing.
@tyajjjjjjjjy
Mar 4, 2025
I used to think Trump was selectively mean, now I think he is simply mean.
I used to think Trump was selectively mean, now I think he is simply mean.
Personal observation evolving into criticism of Trump's character and behavior as a political leader.
@danielhama4558
Mar 4, 2025
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer …
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer for trumps idiotic plans
Critiques Trump's tax and policy motivations while sarcastically calling for annexation as a form of protest.
@TheTrueMilery
Mar 4, 2025
Justin unfairly accused India of killing an Indian-origin man on Canadian soil. He provided no evidence. Now, he has lost the friendship of three large countries: the US, China, and India.
Justin unfairly accused India of killing an Indian-origin man on Canadian soil. He provided no evidence. Now, he has lost the friendship of three large countries: the US, China, and India.
Criticizes Trudeau's handling of India relations while claiming lack of evidence was provided (unverified assertion about the accusation).
@youtubeisjoke53
Mar 4, 2025
WAIT A MINUTE IF I HURT SOMEONES FEELINGS ON THE INTERNET THEY KNOW WHERE I AM BUT GANGSTURRRRSSS IN SLIME CITY SURREY GET A FREE PASS ?
WAIT A MINUTE IF I HURT SOMEONES FEELINGS ON THE INTERNET THEY KNOW WHERE I AM BUT GANGSTURRRRSSS IN SLIME CITY SURREY GET A FREE PASS ?
Critiques perceived inconsistency in enforcement and accountability between online speech and gang activity in specific locations.
@Clownworldtrolling
Feb 21, 2026
I’m sorry the guy we elected is smart, but does dumb things. This is going to hurt everyone.
I’m sorry the guy we elected is smart, but does dumb things. This is going to hurt everyone.
Criticizes the elected leader's policy decisions as harmful, framed through personal regret about the election outcome.
@MrPhillip2
Mar 4, 2025
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not …
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not back down because this guy has a maturity of primary school kids he takes it so personal.
Critiques Trudeau's strategic communication approach and personal maturity, analyzing the effectiveness of his rhetoric.
@PBRN2236
Mar 4, 2025
This shit will hurt Canada more than the USA
This shit will hurt Canada more than the USA
Predicts negative economic consequences for Canada from the policy, combining policy criticism with economic impact concerns.
@Enabu1
Mar 4, 2025
TRUDEAU SHEECKING AS A ONE DICTATOR TALKING TO THE RUSIAN DICTATOR WOW !!!!
TRUDEAU SHEECKING AS A ONE DICTATOR TALKING TO THE RUSIAN DICTATOR WOW !!!!
Criticizes Trudeau's leadership and diplomatic approach, with inflammatory language suggesting authoritarian comparison.
@sonnyshook7981
Mar 4, 2025
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold …
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold shortly, we don't need what they have.
Criticizes media coverage and Canadian policy while asserting a nationalist position that Canada should distance itself from the US.
@TheSoaphippo
Mar 4, 2025
Anti Anericanism ... ??? No ..Anti Canada more like ..this is your president who causes this shite show im the world !!!
Anti Anericanism ... ??? No ..Anti Canada more like ..this is your president who causes this shite show im the world !!!
Criticizes Canadian leadership's handling of international relations while asserting national identity concerns about Canada's position.
@paulaprosser7045
Mar 4, 2025
Trudeau is begging USA and Trump. ?
Trudeau is begging USA and Trump. ?
Skeptical characterization of Trudeau's diplomatic approach as supplication, questioning the strategy.
@bharathrajnagaraj3347
Mar 4, 2025
The free ride is over for Canada.
The free ride is over for Canada.
Critiques government policy (immigration/welfare) while implying national identity concerns about resource distribution.
@thomasprince7487
Mar 4, 2025
bro was turning canada into india now hes suddenly being nationalist what??
bro was turning canada into india now hes suddenly being nationalist what??
Criticizes perceived policy inconsistency regarding immigration and national identity, framing it as hypocritical shift.
@inefekt2.O
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)