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
Search & Filter
Policy Critique
5,980 comments
Unfortunately for you Trudeau, you’re talking to a crazy, stupid and bully person ?
Unfortunately for you Trudeau, you’re talking to a crazy, stupid and bully person ?
Criticizes Trudeau's negotiating position by characterizing his counterpart negatively, implying policy inadequacy.
@samiayousry7379
Mar 4, 2025
? wait so wouldn’t that mean he is choosing to do it to his people too? Saying trade wars don’t work is like saying sanctions in Russia won’t work either. Hahahahaha. He is almost gone …
? wait so wouldn’t that mean he is choosing to do it to his people too? Saying trade wars don’t work is like saying sanctions in Russia won’t work either. Hahahahaha. He is almost gone so he just doesn’t give a crap anymore
Questions the logic of trade war policy while using sarcasm, critiquing both the policy and the leader's motivation.
@ryugahydeki2
Mar 4, 2025
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
Critiques the video creator's approach as divisive and pandering, while appealing to unity and fairness principles.
SrDerpTaco
Feb 5, 2026
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
I get all the commentary lifting Trudeau up but when i heard that he is like on his last couple of days of his term i couldn't help but feel that noone so far anyways …
I get all the commentary lifting Trudeau up but when i heard that he is like on his last couple of days of his term i couldn't help but feel that noone so far anyways has come out and let lose with the hard hitting, proper Grammer and clean nice language be dammed, no not anyone to speak to this wannabe hard guy which this guy absolutely is not - trust me , and i get it he is 80 years old, but if you watch him in his 60s and 50's and going back to his youth he never could bust a grape; just all bluster , daddy's money, and when it came time to pay some rent .. he'd pay someone else to do it. A coward thru and thru.
Critiques the outgoing Prime Minister's character and leadership style, with personal observations about his past behavior.
@rickbonamassa3045
Mar 4, 2025
donald, your ally with murderer Putin is a nonsense?
donald, your ally with murderer Putin is a nonsense?
Questions Trump's alliance with Putin as problematic policy, framed as criticism of diplomatic choices.
Policy Critique
0.70
@a5samsung266
Mar 4, 2025
The United States did not launch this trade war, only Trump and his minions.
The United States did not launch this trade war, only Trump and his minions.
Critiques Trump's trade war policy while making a contested claim about causation and responsibility without evidence.
@Hellanissan7
Mar 4, 2025
2026 for a brain tumour this is enough to kill you or spread all over. This is unacceptable one week maximum.
2026 for a brain tumour this is enough to kill you or spread all over. This is unacceptable one week maximum.
Criticizes processing delays (2026 timeline) as unacceptable and calls for faster resolution, targeting government bureaucracy.
Policy Critique
0.70
donaldliard6054
Aug 26, 2025
Just hot air.
Just hot air.
Dismissive critique suggesting political statements lack substance or credibility.
Policy Critique
0.70
@traderjoes8725
Mar 4, 2025
@0:50 The wellbeing of his citizens have been at stake since he took office LOL
@0:50 The wellbeing of his citizens have been at stake since he took office LOL
Criticizes Trudeau's governance record with sarcastic tone (LOL), questioning his stewardship of citizen welfare.
@TheHandiemanny
Mar 4, 2025
Carney should get lost
Carney should get lost
Dismissive statement directed at a government official (Carney), expressing disapproval of their position or actions on immigration.
Policy Critique
0.70
alexcher4606
Jan 19, 2026
As a Canadian...\nNot good
As a Canadian...\nNot good
Self-identified Canadian expressing disapproval of government policy or position.
@timtrainage
Mar 4, 2025
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from …
wow, you would have thought the the cops could have gone to these What's up etc. themselves. They do give a shit. They would rather lie on TV that there are no illegals coming from Canada to the USA
Criticizes police and government response to illegal immigration, with unsubstantiated claims about law enforcement behavior.
Alien2799
Feb 6, 2026
no choice for Trump except to treat Canada like everyone else when liberal idiot sides with off shore idiots
no choice for Trump except to treat Canada like everyone else when liberal idiot sides with off shore idiots
Criticizes government policy decisions while using inflammatory language to frame political opponents as problematic.
@babyearthmonster
Mar 4, 2025
Trump full of shit !
Trump full of shit !
Brief dismissive criticism of Trump, though lacks substantive policy analysis.
Policy Critique
0.70
@KelvinTittle
Mar 4, 2025
where are the democrats? playing golf? no wonder USA is going to rot...
where are the democrats? playing golf? no wonder USA is going to rot...
Criticizes Democratic leadership absence and expresses concern about national decline, blending policy critique with alarmism.
@dawnfreedom2024
Mar 4, 2025
In your own words you have done nothing during biden administration to stop illegals or drugs you have started in january 2025 sell your canadian products elsewhere?
In your own words you have done nothing during biden administration to stop illegals or drugs you have started in january 2025 sell your canadian products elsewhere?
Criticizes government inaction on immigration and drugs while suggesting Canada redirect trade, mixing policy critique with unsubstantiated claims.
@bigups
Mar 4, 2025
Bullshit is what it is
Bullshit is what it is
Brief dismissal of the situation as false/problematic, likely referring to government handling of immigration.
Policy Critique
0.70
nowayinhell91
Jan 28, 2026
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Defends reciprocal tariffs as fair policy while implicitly requesting counterarguments.
@Sam-r8r9q
Mar 4, 2025
Don't forget the April 1 carbon tax hike fraud boy. Thanks
Don't forget the April 1 carbon tax hike fraud boy. Thanks
Criticism of carbon tax policy with accusatory framing ('fraud'), though the specific claim lacks supporting evidence.
@dmoe5839
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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