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
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
Criticizes government mismanagement and financial decisions while making conspiratorial insinuations about corruption.
@mercedessiebert8585
Feb 21, 2026
What's even more insane is that the trafficker convo took place over fb msgr, and here I was fb jailed for a week because I sent a meme about hitler through msgr. So they know, …
What's even more insane is that the trafficker convo took place over fb msgr, and here I was fb jailed for a week because I sent a meme about hitler through msgr. So they know, they just don't care.
Criticizes government enforcement inconsistency regarding trafficking versus social media moderation, implying deliberate negligence.
VeritasontheRocks
Feb 28, 2026
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
It has not gone unnoticed. Just people in charge didn't want to do anything
It has not gone unnoticed. Just people in charge didn't want to do anything
The comment critiques government inaction on a recognized problem, suggesting deliberate negligence by those in power.
mattwiggins8250
Feb 18, 2026
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
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out …
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out of their drugs addictions. Have he done an amazing job on that? I don't think so. Does he really care about that or is it just a pretext to just do what he wants.
Critiques Trump's policy effectiveness on fentanyl and drug addiction while questioning his motives.
@Dave-for-democracy
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
Trudeau is very very wrong. Trump is not a smart guy at all.
Trudeau is very very wrong. Trump is not a smart guy at all.
Criticizes Trudeau's policy decision and Trump's competence, though lacks specific policy details.
Policy Critique
0.75
@jereviikari109
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
The clown speaks .. not just a clown but a corrupt politicians …
The clown speaks .. not just a clown but a corrupt politicians …
Attacks the speaker as corrupt and incompetent, combining personal criticism with implicit policy disapproval.
@ajaykatoch9601
Mar 4, 2025
Trudeau is a joke
Trudeau is a joke
Brief dismissal of Trudeau as incompetent, expressing disapproval of leadership and policy.
Policy Critique
0.75
@HioSSilver1999
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
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)