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
nothing but a trump tax. good luck all.
nothing but a trump tax. good luck all.
Brief critique characterizing tariffs as a 'Trump tax' with minimal elaboration.
Policy Critique
0.75
@JasonBelliveau
Mar 4, 2025
yo trudeau would you saysomething about putin to netanyahu as well ? you damn hypocrite
yo trudeau would you saysomething about putin to netanyahu as well ? you damn hypocrite
Accuses Trudeau of hypocrisy regarding geopolitical positions using sarcasm and rhetorical questioning.
@Ghriawn
Mar 4, 2025
No one will leave and no one will be removed.
No one will leave and no one will be removed.
Critiques government enforcement policy, suggesting lack of follow-through on removals.
Policy Critique
0.75
joemathews4600
Jan 15, 2026
You can call me mud but trump is screwing us all up
You can call me mud but trump is screwing us all up
Expresses criticism of Trump's policies/actions affecting Canada, though vague in specifics.
Policy Critique
0.75
@TerryBrooks-ef2ly
Mar 4, 2025
You don't know the boarder is secure there is probably huge amounts getting three
You don't know the boarder is secure there is probably huge amounts getting three
Critiques border security policy and expresses concern about uncontrolled immigration, combining policy analysis with security anxiety.
@gnarbs4512
Mar 4, 2025
No, No, not a blistering speach. Trump wants the war to end, what do you want?
No, No, not a blistering speach. Trump wants the war to end, what do you want?
Disputes the characterization of Trump's speech and offers alternative interpretation of Trump's war-ending intentions.
Policy Critique
0.75
@verwonderaar-j5t
Mar 4, 2025
What about transgender, racism, fascism and all the woke shit??
What about transgender, racism, fascism and all the woke shit??
Raises concerns about government policies (transgender, woke policies) while implicitly asserting a particular ideological position on cultural issues.
@josesousa272
Mar 4, 2025
The promise to protect Canada’s sovereignty by saving them from takeovers is a key promise that will be overlooked but means a lot. It flies in the face of what the US wants — to …
The promise to protect Canada’s sovereignty by saving them from takeovers is a key promise that will be overlooked but means a lot. It flies in the face of what the US wants — to undermine other countries control of their own assets by buying their companies.
Analyzes government policy promises regarding sovereignty protection while comparing Canada's interests to US geopolitical goals.
@cactusbloom221
Mar 4, 2025
Look what you did to your country is full of centennial zombies thanks to you what have you done in the last 4 years nothing
Look what you did to your country is full of centennial zombies thanks to you what have you done in the last 4 years nothing
Criticizes government performance and leadership over a 4-year period, with identity-laden language about the country's condition.
@Fernando-d7i2u
Mar 4, 2025
Ok Trump. Let’s see if your idea will bring back companies to the US. Time will tell.
Ok Trump. Let’s see if your idea will bring back companies to the US. Time will tell.
Skeptically questions whether Trump's policy will achieve its stated economic goal, inviting empirical evaluation.
Policy Critique
0.75
@ap3885
Mar 4, 2025
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Critiques media framing of Trudeau's statements as anti-American while defending his right to speak about US actions.
@icexvi2573
Mar 4, 2025
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
Criticizes Trudeau as a dictator comparable to Trump, with a claim about Canadian public opinion; primarily policy-focused critique with identity framing.
@killer-nx3yp
Mar 4, 2025
speech,speech is all this guy do that's why he is out.
speech,speech is all this guy do that's why he is out.
Criticizes a political figure for relying on rhetoric rather than action, citing their resignation as evidence.
Policy Critique
0.75
@rexbay-od9033
Mar 4, 2025
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world …
Everyone is guilty of dealing with Russia, including Canada, Europe & the USA. Europe got hooked on Putins energy, and the west continues to buy from Russia! Fertilizers, uranium, metals, just till recently the world was buying grains from Russia ?? to! And everyone was still rubbing shoulder with Putin as long as it fit them.
Critiques Western hypocrisy and inconsistent foreign policy regarding Russia, comparing multiple countries' approaches to energy and trade.
@allenshegog
Mar 4, 2025
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
No one wins a trade war.but being trump is a shit business man, has bankrupt many businesses. Go trump
Critiques Trump's business record and trade war policy, with an unverified claim about bankruptcies.
@michaeldasovich8414
Mar 4, 2025
This is the result of liberals in office for the past 10 years
This is the result of liberals in office for the past 10 years
Blames government policy (liberal administration) for immigration outcomes, with partisan framing.
Logan_869
Jan 27, 2026
This the guy that supported firing and arresting civilians because they wouldn’t take an experimental drug? And he’s making threats?? ?
This the guy that supported firing and arresting civilians because they wouldn’t take an experimental drug? And he’s making threats?? ?
Criticizes past government actions on vaccine mandates and questions current leadership credibility, with implied factual assertion about 'experimental drug.'
@TheInsideMan-r6z
Mar 4, 2025
So you guys want to listen to this guys the guy who destroyed Canada ? the one who let all the Indians in and make homes unaffordable.
So you guys want to listen to this guys the guy who destroyed Canada ? the one who let all the Indians in and make homes unaffordable.
Criticizes Canadian leadership for immigration policy and housing affordability, with unsubstantiated causal claims about immigration and housing costs.
@ELdementeDR12
Mar 4, 2025
Listen Trump lied to Americans he said he don't know project 2025 fired our federal workers Americans are not to blame for Trump lies your issue is with him not the citizens once again he …
Listen Trump lied to Americans he said he don't know project 2025 fired our federal workers Americans are not to blame for Trump lies your issue is with him not the citizens once again he lied to us
Critiques Trump's dishonesty regarding Project 2025 and federal worker firings, defending American citizens from blame.
@hazelady5068
Mar 4, 2025
Canadian have never believed that fentanyl or illegal immigrants coming across the border is the issue! We have never been the problem but have added 1.2 billion in extra security to our border. Trump is …
Canadian have never believed that fentanyl or illegal immigrants coming across the border is the issue! We have never been the problem but have added 1.2 billion in extra security to our border. Trump is after something else...
Critiques Trump's stated rationale for tariffs while making an unverified claim about Canadian border security spending and Trump's hidden agenda.
@valgoodridge1810
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)