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
I'm sorry to break the news to everybody, but if we end up in world war III we need russia on our side. Plain and simple. NO OTHER WAY AROUND IT.
I'm sorry to break the news to everybody, but if we end up in world war III we need russia on our side. Plain and simple. NO OTHER WAY AROUND IT.
Critiques geopolitical strategy regarding Russia alignment in potential conflict, framed as pragmatic policy analysis.
@thewiseguy3529
Mar 4, 2025
Well how about your trade being just as fair!!!
Well how about your trade being just as fair!!!
Critiques trade policy fairness, implying Canadian trade practices should be reciprocal or equally scrutinized.
@WilliamJones-u7i
Mar 4, 2025
What happened to the 2018 nafta trade deal ?\nDonald hopes everybody is stupid and will.forget about it.\nDonald is a crazy sick assholre .\nHe is a nut ??
What happened to the 2018 nafta trade deal ?\nDonald hopes everybody is stupid and will.forget about it.\nDonald is a crazy sick assholre .\nHe is a nut ??
Questions Trump's trade policy while making unverified claims about his intentions and memory manipulation.
@Steven-lk2ub
Mar 4, 2025
Don’t forget that this prime minister is the actual reason why Canada is so dependent on US, he’s the reason why Canadian oil was sold to US on discount. The reason why most Canadians can’t …
Don’t forget that this prime minister is the actual reason why Canada is so dependent on US, he’s the reason why Canadian oil was sold to US on discount. The reason why most Canadians can’t afford groceries, why rent is unaffordable, so as real estate. He’s the reason why Canadians are underpaid, and why Canada is underdeveloped, compared to the US. He’s the reason why farmers go out of business because of his ridiculous taxes!
Blames Trudeau for multiple economic and social problems in Canada through unverified causal claims, primarily critiquing his policies.
@leventemontana1755
Mar 4, 2025
Trumps policies are 100% to make his country better, stronger and prosperous, and is totally fair!!?
Trumps policies are 100% to make his country better, stronger and prosperous, and is totally fair!!?
Defends Trump's policies as beneficial and fair, though the questioning tone suggests some skepticism about this framing.
Policy Critique
0.70
@ronellerheeder1992
Mar 4, 2025
This guy is destorying Canada
This guy is destorying Canada
Brief criticism of a political figure's governance impact, though vague in specifics.
Policy Critique
0.70
@unclesmack10
Mar 4, 2025
Thank you for making America Great Mr. “President “ some of us could barely make it… No justification for these tariffs. ??????
Thank you for making America Great Mr. “President “ some of us could barely make it… No justification for these tariffs. ??????
Expresses opposition to Trump's tariffs while acknowledging economic hardship, with sarcastic framing of presidential title.
Policy Critique
0.70
@Gabybella18
Mar 4, 2025
No point deal with USA , if craziness USA continue better direct cut empty business with shift direction 360 degree shift to other nations
No point deal with USA , if craziness USA continue better direct cut empty business with shift direction 360 degree shift to other nations
Argues against US engagement due to perceived instability, advocating for trade redirection to other nations as policy criticism.
@hermannsoong3826
Mar 4, 2025
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very …
@8:18 How dude didn't cut and run from that conversation/the operation when it was obvious he was dealing with something other than an Indian student looking to make the hop... He's either very bold, very stupid, or he's moving much more than innocent students around on the regular, and facing no consequences
Critiques enforcement and suggests systemic corruption in student visa operations, mixing speculation with policy concern.
regdomain4690
Jan 27, 2026
When are you people gonna learn? He does not care because he does not even listen to the courts.\n\nThe only thing he would listen to would be a direct threat to his life
When are you people gonna learn? He does not care because he does not even listen to the courts.\n\nThe only thing he would listen to would be a direct threat to his life
Criticizes Trudeau for not listening to courts and suggests only threats would change his behavior, combining institutional critique with implied threat language.
@cicichambers3887
Mar 4, 2025
As a Canadian...\nNot good
As a Canadian...\nNot good
Self-identified Canadian expressing disapproval of government policy or position.
@timtrainage
Mar 4, 2025
Trudeau is lying! Trump is NOT a very smart guy!?
Trudeau is lying! Trump is NOT a very smart guy!?
Accuses Trudeau of dishonesty and critiques Trump's intelligence, combining political criticism with skepticism of leadership claims.
Policy Critique
0.70
@SteffenSkov
Mar 4, 2025
Donald is dumb he says..
Donald is dumb he says..
Brief criticism of Trump's intelligence regarding his statements or decisions.
Policy Critique
0.70
@FactsUncompromized
Mar 4, 2025
Wow what fuck what is Donald Trump doing
Wow what fuck what is Donald Trump doing
Expresses shock and disapproval at Trump's actions, though vague in specific policy critique.
Policy Critique
0.70
@PatriciaMoran-b3i
Mar 4, 2025
Trump is a textbook NARCISSIST like actually has NPD and implements narcissistic abuse upon all of us. Ironic he is trying to pathologize trans people when he literally has narcissistic personality disorder
Trump is a textbook NARCISSIST like actually has NPD and implements narcissistic abuse upon all of us. Ironic he is trying to pathologize trans people when he literally has narcissistic personality disorder
Criticizes Trump's psychological fitness and policies through a mental health diagnosis claim.
Policy Critique
0.70
@angelNoll10
Mar 4, 2025
Trump’s not a smart man. He’s a vindictive man. That’s a very big difference and a problem.
Trump’s not a smart man. He’s a vindictive man. That’s a very big difference and a problem.
Criticizes Trump's character and decision-making as problematic leadership, framed as a policy/governance concern.
Policy Critique
0.70
@billyrubin3108
Mar 4, 2025
A little too proactive the dear Trump. Unfortunately.
A little too proactive the dear Trump. Unfortunately.
Brief critique of Trump's proactive tariff approach as excessive or poorly timed.
Policy Critique
0.70
@grobsop6688
Mar 4, 2025
Jws bnkrs really did canada dirty..
Jws bnkrs really did canada dirty..
Blames unspecified 'bankers' (likely a conspiracy reference) for Canada's immigration problems, mixing vague policy critique with conspiratorial framing.
ilmsnti1357
Jan 27, 2026
Its the liberal fall back "if you dont agree with them you're a racist, or worse you're a version of Hitler.
Its the liberal fall back "if you dont agree with them you're a racist, or worse you're a version of Hitler.
Criticizes perceived rhetorical tactics of political opponents, framing disagreement as being labeled racist or fascist.
cindydavidson6751
Feb 27, 2026
but this is only happening cause of you
but this is only happening cause of you
Blames the current leader for a problem, implying responsibility for a policy failure without elaboration.
@MikeLeger-s2z
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)