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
Follow the flip flop trail.
Follow the flip flop trail.
Uses sarcastic phrase to critique government inconsistency or hypocrisy in immigration policy implementation.
FrankRizzo-w1y
Feb 18, 2026
Well stop taking advantage of America
Well stop taking advantage of America
Criticizes Canada's immigration or trade practices as exploitative toward America.
Policy Critique
0.75
@Vuhjayjay68
Mar 4, 2025
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Criticizes the political figure's credibility by referencing COVID mandates without specific evidence, framing him as deceptive.
@warrenking4586
Mar 4, 2025
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
Attacks a political figure's credibility and self-serving motives, appealing to Canadian identity as basis for rejection.
@CoreyBorne-mm2zg
Mar 4, 2025
The prsident that froze his own peoples bank accounts,.......
The prsident that froze his own peoples bank accounts,.......
References a specific controversial government action (freezing bank accounts) as implicit criticism, though the incomplete sentence limits clarity.
Policy Critique
0.75
@BKP68
Mar 4, 2025
The only thing I think I'd disagree with here is Trudeau calling Trump a smart man. I know he's trying to appeal to his vanity, but it still feels icky.
The only thing I think I'd disagree with here is Trudeau calling Trump a smart man. I know he's trying to appeal to his vanity, but it still feels icky.
Critiques Trudeau's diplomatic strategy of appealing to Trump's vanity as ethically questionable political behavior.
@aliciaflinchum6511
Mar 4, 2025
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Trudeau worried about tariffs what about the carbon tax increase by 63 percent on April 1st ?Canadians are tired of fake taxes !!!!
Critiques Trudeau's focus on tariffs while raising concerns about carbon tax increases, with unsubstantiated characterization of taxes as 'fake.'
@RicoMANUEL-sz6cs
Mar 4, 2025
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
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
He's not a smart man doing something dumb, he's an idiot doing dumb things because it makes money for the people who bought him.
He's not a smart man doing something dumb, he's an idiot doing dumb things because it makes money for the people who bought him.
Criticizes a political figure's actions as motivated by corruption and financial interests rather than genuine policy positions.
@tigrisparvus2970
Mar 4, 2025
Canada need to move to fuck away from America.
Canada need to move to fuck away from America.
Critique of Canada-US relations with implicit call for policy change (distancing from America).
@stevecapela
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)