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
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
Gotta say, we did it to ourselves Canada. Its like a corporation with only a couple customers. Then the customer decides he would rather own the business than keep paying it. Time to build smart …
Gotta say, we did it to ourselves Canada. Its like a corporation with only a couple customers. Then the customer decides he would rather own the business than keep paying it. Time to build smart business assets instead of blowing money on other countries BS. And when I say we, I mean Liberals.
Critiques Canadian policy using business metaphor, arguing Canada over-depends on US trade and should redirect resources domestically.
@DaveBGuest
Mar 4, 2025
Trudeau calling Trump a 'very smart guy' is a sop to cheeto's vanity. Cheeto is NOT smart - he does not understand in any way, how tariffs work
Trudeau calling Trump a 'very smart guy' is a sop to cheeto's vanity. Cheeto is NOT smart - he does not understand in any way, how tariffs work
The commenter critiques Trudeau's diplomatic approach and makes a substantive claim about Trump's understanding of tariffs, blending policy analysis with factual assertion.
@thereisatide
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
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
Impressive speech from Trudeau, just one thing I don't agree with him. He called Trump intelligent. I don't know any greater idiot in this World.
Impressive speech from Trudeau, just one thing I don't agree with him. He called Trump intelligent. I don't know any greater idiot in this World.
Critiques Trudeau's characterization of Trump while praising the speech overall; combines policy commentary with sarcastic insult.
@marcoauerbach9185
Mar 4, 2025
Wow thanks horrible governments, for putting this again on the people, to make it out-\nYou are all pathetic!
Wow thanks horrible governments, for putting this again on the people, to make it out-\nYou are all pathetic!
Criticism of government handling of a crisis, blaming officials for shifting burden to citizens and expressing contempt for leadership.
Policy Critique
0.75
@tripleglz
Mar 4, 2025
What is it about those that stick to Trump like flies to dog excrement (Fox news, JD “Howz my mascara?”Vance, Rubio etc), they are so preoccupied with ensuring their King receives respect and arse kissing? …
What is it about those that stick to Trump like flies to dog excrement (Fox news, JD “Howz my mascara?”Vance, Rubio etc), they are so preoccupied with ensuring their King receives respect and arse kissing? It’s as if the dismantling of all respect for their country and the deteriorating livelihoods of Americans (incl those of their own voters) is not worth a single word. I think the answer is simple. They know they work for a dictator and their jobs hinge on just following Trump albeit off a cliff.
Criticizes political leaders and their allegiance to Trump, framing it as a failure of democratic accountability and respect for country.
Moral Argument
0.75
@ironali7572
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
Traudeau you are one of the reason why this trade war happened. Your being inept by not adressing the border amd late immigrations control .
Traudeau you are one of the reason why this trade war happened. Your being inept by not adressing the border amd late immigrations control .
Criticism of Trudeau's handling of border and immigration policy as contributing to trade tensions, with unsubstantiated causal claims.
@bornonjuly7052
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
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Kind of wild that Trudeau could have actually had a shot at winning another election because of how insane the USA has acted.
Observes that Trudeau's political fortunes improved due to comparative positioning against US actions, implicitly critiquing both domestic and international political dynamics.
@MrPojopojo
Mar 4, 2025
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda …
I also want to point out that there hasn't been many anti chinese rhetorics from Trump lately. Just to point out that Trump no longer cares about dictators and now has a very different agenda now.
Analyzes Trump's shifting policy priorities regarding China and dictators, offering political commentary on agenda changes.
Policy Critique
0.75
@SSR2902
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)