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
Anything is higher than zero
Anything is higher than zero
Implies current deportation numbers are inadequate, critiquing policy insufficiency.
Policy Critique
0.75
jonontube
Dec 25, 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
Trudeau has to explain how dumb trade wars are in English and in French.
Trudeau has to explain how dumb trade wars are in English and in French.
Critiques trade war policy as 'dumb' and calls for explanation, focusing on government policy analysis.
Policy Critique
0.75
@ConAntonakos
Mar 4, 2025
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves. I believe a new republic must stretch from the Great Lakes …
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves.
I believe a new republic must stretch from the Great Lakes to the Pacific and have at least 80% support across a broad field including the western provinces, the indigenous treaty holders and the territories, including Ontario west of 88⁰ and so the idea of Alberta going it alone obviously ends up with them becoming a US state at best, a territory like Puerto Rico more likely.
More work is needed.
Critiques political strategy and proposes alternative policy framework for regional separation, comparing different governance models.
@brettb9194
Feb 20, 2026
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Critiques Trump's competence and business record while making specific factual claims about bankruptcies and voter demographics.
@hankhardigan3867
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
Poilievre has been screaming about this and all MSM did was deny, deny, deny. It didn’t go unnoticed. It was ignored for far too long.
Poilievre has been screaming about this and all MSM did was deny, deny, deny.
It didn’t go unnoticed. It was ignored for far too long.
Criticizes mainstream media for ignoring a political figure's warnings about immigration issues.
@AAnnie...Iamokay
Feb 20, 2026
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
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be necessary to expedite removals.
Proposes policy changes regarding illegal immigration and law enforcement while framing it as balanced with diversity support.
@GuyGoodwin-l4q
Feb 20, 2026
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
Trump's negotiation tactic is like a used car salesman - ask for something outrageous so you can meet in the middle - the thing he should have asked in the first place
Trump's negotiation tactic is like a used car salesman - ask for something outrageous so you can meet in the middle - the thing he should have asked in the first place
Critiques Trump's negotiation strategy using a metaphor, suggesting his tactics are manipulative and ineffective.
@igelbofh
Mar 4, 2025
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset …
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset Everytime they were taxed. And if he wants to fight russia in wwiii he is welcome to go to russia and get it started rather than negotiate peace. America loves life, liberty, and pursuit of happiness. That's why we elected trump and LOVE everything he is doing. We wish more loved that too like us.
Critiques government taxation and foreign policy decisions while comparing American and Canadian approaches.
@PLandPProductions
Mar 4, 2025
Canadian is already really hurting. They say they are there for their citizensyet offer euthanasia for being depressed because they’re in poverty. Justin speaks about dictators yet he is a dictator too.
Canadian is already really hurting. They say they are there for their citizensyet offer euthanasia for being depressed because they’re in poverty. Justin speaks about dictators yet he is a dictator too.
Criticism of government policies on poverty and euthanasia, with an unsubstantiated comparison of Trudeau to a dictator.
@sarahboutwell4391
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
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They …
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They are correct, though, of course.
Critiques government handling of speech/consequences while asserting concerns about differential treatment based on race, mixing policy and identity concerns.
martymcfly420mph6
Jan 27, 2026
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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)