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
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
CNN should do their research on this clown before they try to make him look like a hero. But then again what do expect a leftist news network supporting a leftist dictator.
Criticizes media coverage and political ideology, attacking both the news network and the political figure's positions.
@Dbodell8000
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
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
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a …
Trump is trolling the world very hard. \nEveryone keeps falling for it. We know his play: Distract. Distract. Distract. \nIt's all show and no go. But as before, in his last term, there is a time limit to his fecklessness.
Critiques a political figure's strategy and effectiveness using sarcastic tone ('show and no go'), blending satire with substantive criticism.
@simonreid7389
Mar 4, 2025
I don’t know why you Americans are giving your opinions. This is a tyrant who has shut down parliament for 4 months to extend his disastrous reign. If you’re a democrat. Try imagining Jan 6 …
I don’t know why you Americans are giving your opinions. This is a tyrant who has shut down parliament for 4 months to extend his disastrous reign. If you’re a democrat. Try imagining Jan 6 2021 succeeded.
Criticizes Trudeau's parliamentary shutdown as authoritarian overreach, comparing it to the January 6 insurrection to illustrate severity.
@leocrazy2464
Mar 4, 2025
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Assertion that JT has caused destruction and is widely hated, presented as fact without evidence, combined with policy criticism.
@teddybonnkers4742
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
Why is the office called 'fentanyl Tzar'? \nThis feels absurd.\n\nTzar, being the slavic interpretation of the religious office of the head of the eastern orthodox Christian church, headed by, for political reasons, the byzantine emperor. …
Why is the office called 'fentanyl Tzar'? \nThis feels absurd.\n\nTzar, being the slavic interpretation of the religious office of the head of the eastern orthodox Christian church, headed by, for political reasons, the byzantine emperor. \nThe byzantines being the sucessor of the Roman empire, of which the emperor was unofficially referred to as the sucessor of Caesar, who was not the first or last Dictator of Rome.\n\nWhy does Canada have a Tzar of anything?
Commenter questions the naming and terminology of a government office ('fentanyl Tzar'), expressing skepticism about the appropriateness of the title through historical and etymological analysis.
@dustinpellerin8356
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
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
Critiques government immigration policy as intentionally corrupted rather than mismanaged, implying conspiracy without evidence.
orkestra5205
Feb 27, 2026
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
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given …
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given out in the millions …. ONCE these ‘visitors come’ - they are NEVER followed up to ensure they go home. It is these people applying for refugee status or asylum .. in the millions …. Liberals want this uncontrolled immigration - with no checks and balances .. because these are the millions of new votes they are getting. Who can check on VISITOR visas and the numbers coming in and going home? I think this is the gap …????
Detailed critique of visitor visa enforcement gaps and alleged government negligence, with unsubstantiated claims about electoral motives.
NorthRiverRoad
Feb 27, 2026
Canada ain't doing shit
Canada ain't doing shit
Brief dismissive critique of Canada's government action or inaction on an unspecified issue.
Policy Critique
0.75
@MannDoesArt
Mar 4, 2025
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
Cares so little about us they give more money to scammers and the Ukraine
Cares so little about us they give more money to scammers and the Ukraine
Commenter criticizes government spending priorities, making claims about resource allocation that may be misleading or unsubstantiated.
vlogospheer
Feb 27, 2026
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
You are finish. Enough of taking advantage of USA
You are finish. Enough of taking advantage of USA
Accusation that Canada is exploiting the USA, framing Canadian policy as unfair advantage-taking.
@BeySim1490
Mar 4, 2025
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
tRump isn't a smart guy, he is a narcissistic disgusting excuse for a human. He make me sick ?.
Criticizes Trump's character and fitness as a leader, framed as moral judgment of his personality.
Policy Critique
0.75
@GiGi.9876
Mar 4, 2025
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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)