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
This guys a joke, a well spoken puppet… remember Covid.
This guys a joke, a well spoken puppet… remember Covid.
Dismisses Trudeau as a puppet and references COVID without evidence, combining critique with unsubstantiated claim.
@jeremyb1982
Mar 4, 2025
Trump is such an idiot, and so are his followers. They are going to pay for this, not the Canadian government. Despite Trump and his clowns say it's not. Another one of their lies.
Trump is such an idiot, and so are his followers. They are going to pay for this, not the Canadian government. Despite Trump and his clowns say it's not. Another one of their lies.
Criticizes Trump's policies and statements as lies, with an unverified claim about economic consequences, framed as political critique rather than substantive policy analysis.
@michaeldegroot7550
Mar 4, 2025
She answers questions to the best of her abilities just like Garry when Andrew Lawton was asking questions The incompetence is beyond belief
She answers questions to the best of her abilities just like Garry when Andrew Lawton was asking questions
The incompetence is beyond belief
Criticizes the competence of officials answering questions, framing it as systemic incompetence in policy implementation.
dougramsey9554
Feb 27, 2026
Ill maks it make sense. The usa cannot fight a 2 prong war. Europe needs to focus on Russia while usa focuses on china. It was proven a year ago that if we fought with …
Ill maks it make sense. The usa cannot fight a 2 prong war. Europe needs to focus on Russia while usa focuses on china. It was proven a year ago that if we fought with both. We would run out of ammo in 2 weeks. We are competing with china now. Not Europe not Canada not mexico. China!
Commenter critiques military/geopolitical strategy, arguing US should prioritize China over European/Canadian concerns.
@sunnybeach4837
Mar 4, 2025
OK for you to sell your shit here but yet you don’t allow us to sell our stuff there piss on you. That’s my opinion. I love Canadians but it has to stop and it’s …
OK for you to sell your shit here but yet you don’t allow us to sell our stuff there piss on you. That’s my opinion. I love Canadians but it has to stop and it’s going to. He is not aligning his self with Russia that is a lie watch what you say\nAnd furthermore, you can speak to the American people all you want. We follow our president and don’t threaten us. You’re on your way out the door anyway we will not forget what you did to the truck driver you’re a political pig.\nyou need are 9:02 money we don’t need yours
Criticism of trade imbalance between US and Canada, combined with nationalist framing and personal attacks on Trudeau.
@markmenz2287
Mar 4, 2025
Good speech, but too late speech unfortunately
Good speech, but too late speech unfortunately
Acknowledges a speech positively but critiques its timing as ineffective or too delayed.
Policy Critique
0.75
@allincludedworldsbestscena376
Mar 4, 2025
This guy resigned and abandoned his people just like his father. The apple does not fall too far from the tree.
This guy resigned and abandoned his people just like his father. The apple does not fall too far from the tree.
Criticizes a political leader's decision to resign as abandonment, with a personal/family comparison implying broader character critique.
@Namcit
Mar 4, 2025
And he wants to help zalinscys with the war... What a dumb ass...
And he wants to help zalinscys with the war... What a dumb ass...
Criticizes a political figure's foreign policy position regarding Ukraine with dismissive language.
Policy Critique
0.75
@chetd516
Mar 4, 2025
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went …
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went with a better choice. Blame your party to put up better candidates next time.
Criticizes Democratic party leadership and candidate selection while asserting partisan identity through blame-assignment.
@picklesandufos7860
Mar 4, 2025
A tariff on every company that donated to his campaign sounds just fine with me.??
A tariff on every company that donated to his campaign sounds just fine with me.??
Proposes a tariff policy as a form of political punishment, expressing approval of economic sanctions.
@spankcraft8912
Mar 4, 2025
Its a wake up call for Canada , self sufficient is the word
Its a wake up call for Canada , self sufficient is the word
Frames Canada's immigration stance as a necessary 'wake up call' emphasizing self-sufficiency, critiquing current policy direction.
@princemushfiq
Mar 4, 2025
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Suggestion for alternative tariff policy based on alliance relationships, offering policy analysis and critique.
@TheCozzie99
Mar 4, 2025
this idiot has 30 days left in office, i hope the new leader of canada has a brain
this idiot has 30 days left in office, i hope the new leader of canada has a brain
Dismisses Trump's leadership while implicitly calling for Canadian leadership to be more competent, with implied hope for better governance.
@jaye6450
Mar 4, 2025
It’s not about fentanyl.
It’s not about fentanyl.
Brief dismissal of the fentanyl justification as the real reason for Trump's actions, implying the stated rationale is false.
Policy Critique
0.75
@LauraRooney-n1r
Mar 4, 2025
Thats why there must not make any deal with Trump, anymore because he's a lier and stabs you in the back after he gets what he wanted, and hes also going to do that with …
Thats why there must not make any deal with Trump, anymore because he's a lier and stabs you in the back after he gets what he wanted, and hes also going to do that with zelenski as soon zelenski is signing a deal......he can't be trusted !!!!!!
Critiques Trump's trustworthiness and advocates against making deals with him, framed as a policy position on international relations.
@KH-tk2yd
Mar 4, 2025
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need …
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need to stay independent sovereign and ? ?♥️god bless
Criticizes government's military spending and civil liberties policies while implicitly calling for change in priorities.
@jennoneil9632
Mar 4, 2025
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Critiques Trump's diplomatic approach and suggests he ignores Canadian positions, comparing leadership styles.
@AnythingJW
Mar 4, 2025
They call him antichrist but to me that is crap,trump is the worst president who is making decisions foolishly n American love it bcoz they have no choice,they know they choose the worst person for …
They call him antichrist but to me that is crap,trump is the worst president who is making decisions foolishly n American love it bcoz they have no choice,they know they choose the worst person for leadership,this guy is using his ego n his mind in making decisions,leadership is a think of listening n acting accordance with the majority not by one's will,if one uses his knowledge, his knowledge can never suit the world,the computer is for the world but with people's mind,it is not working on its own.
Criticizes a leader's decision-making approach and argues for leadership based on listening to the majority rather than individual will.
@edwinmahonga4063
Mar 4, 2025
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Commenter critiques a specific policy approach (appeasing Putin) as ineffective and morally problematic for achieving stated objectives.
@shinjiowen2089
Mar 4, 2025
canada has been a joke for decades and will be for another century.
canada has been a joke for decades and will be for another century.
Broad dismissive critique of Canada's governance and institutions over time.
Policy Critique
0.75
@randdresearch
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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