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
Canada finally got a clue. Probably too late. Immigration is NOT a 'right'.
Canada finally got a clue. Probably too late. Immigration is NOT a 'right'.
Approves of restrictive immigration policy while rejecting the framing of immigration as a right, combining policy support with normative claim.
Lbb789
Feb 16, 2026
That's exactly what happens when you make an idiot to president... ?
That's exactly what happens when you make an idiot to president... ?
Criticizes leadership competence and its consequences, framing poor governance as the root cause of problems.
@geraldstolten3
Mar 4, 2025
It's no trade war, it's protectionnism. Something you should have done way before in your 10-year tenure. Also, he's not allying Putin, he's negociating on behalf of world peace. You don't get what you want …
It's no trade war, it's protectionnism. Something you should have done way before in your 10-year tenure. Also, he's not allying Putin, he's negociating on behalf of world peace. You don't get what you want by insulting people, so thinking Putin will cease fire and retreat if you call him names clearly isn't the solution. It hasn't worked for three years, why would that change now? Also, stop giving away our money to Zelenskyy. Sit this one out, Justin, we've had enough. Respectfully. They're 10 times bigger than us and we have no leverage whatsoever. Inflation is at an all-time high, people can't handle more. Please. I'm sure you're great outside of work, I'd share a beer anytime, but this has to stop. Please.
Critiques government trade and foreign policy decisions, arguing for protectionism and reduced international spending, with respectful tone and economic reasoning.
@viel.anthony
Mar 4, 2025
He is working like a true Demonrat. They lie blame for his own doing. Where was your friendship Trudeau when your corrupt friend Biden inflated the Americans people? You didn't want to meet with Mr. …
He is working like a true Demonrat. They lie blame for his own doing. Where was your friendship Trudeau when your corrupt friend Biden inflated the Americans people? You didn't want to meet with Mr. Trump (who you say is your friend) to make fair and balanced trade. That seems like a one-sided friendship and we are about COMMON SENSE. Trudeau, you are putting Americans and Canadians through this because you don't want to see that Mr. Trump just wants fairness and for some reason you want tariff wars. That's the truth and you need to start speaking truth and quit misleading people with lies! That's why the democrats have been defeated because they are corrupt and they lie to the people.
Extensively critiques the political figure's trade and diplomatic decisions while invoking fairness and truth as moral principles.
@brendahastings3985
Mar 4, 2025
Governor skippy is raising his carbon tax next month on Canadians too.
Governor skippy is raising his carbon tax next month on Canadians too.
Criticizes the government's carbon tax policy as harmful to Canadians.
Policy Critique
0.80
@korky7674
Mar 4, 2025
Trump is an ignorant fool. He has no idea how tariffs or anything else works! Bravo Prime Minister Trudeau.
Trump is an ignorant fool. He has no idea how tariffs or anything else works! Bravo Prime Minister Trudeau.
Criticizes Trump's policy competence on tariffs while praising Trudeau's response.
@Jacee617
Mar 4, 2025
We share that border so why aren’t your border secure in us don’t blame it on us !
We share that border so why aren’t your border secure in us don’t blame it on us !
Critiques border security policy and deflects responsibility to the US, framing it as a shared responsibility issue.
@mylenegosselin2783
Mar 4, 2025
That’s a big improvement in one month, JT! What took you so long?! 8:08 it’s what your boss Schwab wants, so it’s what you are doing, you traitor! All you care about is the cover …
That’s a big improvement in one month, JT! What took you so long?! 8:08 it’s what your boss Schwab wants, so it’s what you are doing, you traitor! All you care about is the cover it gives you. ???
Criticism of government action as delayed and motivated by external influence, with accusatory framing.
@AstarteDevi
Mar 4, 2025
Everyone commenting here thinks that Justin is really great; wait until we unleash Pierre Poilievre or Mark Carney in a couple of months. They're not just good public speakers; but actually intelligent as well. Justin …
Everyone commenting here thinks that Justin is really great; wait until we unleash Pierre Poilievre or Mark Carney in a couple of months. They're not just good public speakers; but actually intelligent as well. Justin and Jagmeet Singh have been holding our Parliament hostage for years.
Critiques current leadership and Parliament, advocating for alternative political figures.
Policy Critique
0.80
@scooter80stv
Mar 4, 2025
Everything the Liberals touched over the last 10 years is now broken. Carney is a Century 100 advocate so I can’t see him fixing anything.
Everything the Liberals touched over the last 10 years is now broken. Carney is a Century 100 advocate so I can’t see him fixing anything.
Criticizes Liberal government performance and expresses doubt about a proposed replacement's competence based on ideology.
Guitarooster52
Feb 17, 2026
Canada has issues, for sure. But a lot of them stem from the issues the whole world is going through. The fallout of neoliberalism and the crashout of the USA. To say Canada has an …
Canada has issues, for sure. But a lot of them stem from the issues the whole world is going through. The fallout of neoliberalism and the crashout of the USA. To say Canada has an everything criss because stuff is kind of expensive and our businesses are lacking as the US right below us fully descends into fascism is pretty ridiculous.
Defends Canada's situation by contextualizing domestic issues within global economic systems and comparing to US political crisis.
@BnMProductions11
Mar 4, 2025
Canada must understand United States is not the enemy. There is a common enemy for both Canada and the United States which is China. Canada should focus on countering China and not the United States.
Canada must understand United States is not the enemy. There is a common enemy for both Canada and the United States which is China. Canada should focus on countering China and not the United States.
Critiques Canadian policy direction by reframing geopolitical priorities and comparing US-Canada relations to China threat.
@Hitamjoy
Mar 4, 2025
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely …
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely for his interests and out of revenge for those who indicted him for all his illegal activity. He continues to skate above the law.
Critiques American political system and Republican governance while implicitly contrasting with Canadian approach.
@seemorebutts3428
Mar 4, 2025
Finally Trudeau is talking sense after 9 years of rubbish from him and his Liberal government, I guess he really doesn't care because he's fianally quitting and we are getting a new leader!?!?
Finally Trudeau is talking sense after 9 years of rubbish from him and his Liberal government, I guess he really doesn't care because he's fianally quitting and we are getting a new leader!?!?
The comment criticizes Trudeau's 9-year record as ineffective, though acknowledges recent policy shifts, focusing on government performance evaluation.
Policy Critique
0.80
@brummie0007
Mar 4, 2025
Now while I can't stand Joly and that dude. I must admit that the message right on point. Well played Trudope. \n\nNow lets elect a real pm!
Now while I can't stand Joly and that dude. I must admit that the message right on point. Well played Trudope. \n\nNow lets elect a real pm!
Backhanded acknowledgment of a political message while criticizing current leadership and calling for new PM.
Policy Critique
0.80
@TheLOLWHATTTTTTT
Mar 4, 2025
Trudeau is corrupt as hell, if you cant see this , your IQ is very low.
Trudeau is corrupt as hell, if you cant see this , your IQ is very low.
Criticizes Trudeau as corrupt while making a dismissive claim about opponents' intelligence, combining policy critique with identity-based rhetoric.
@marceloflugel
Mar 4, 2025
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite …
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite some time.
Seems we've gone from one small ditch on one side straight over the cliff's edge on the other now.
Historical policy analysis comparing past immigration debates to current situation, suggesting overcorrection from one extreme to another.
rockzalt
Feb 17, 2026
Liberals, running this Country into the ground in every way, every day. It is getting really hard to be a happy Canadian😢
Liberals, running this Country into the ground in every way, every day. It is getting really hard to be a happy Canadian😢
Criticizes Liberal government policies while expressing emotional distress about national conditions.
wakeupfolks-w7d
Feb 27, 2026
Here is reality check why Canada grants visa to these people which you are claiming threat to locals and dirty etc. becoz Canada has channel to seek asylum seeking visa for these people ask policy …
Here is reality check why Canada grants visa to these people which you are claiming threat to locals and dirty etc. becoz Canada has channel to seek asylum seeking visa for these people ask policy makers not on roads who used the policy to go there
Defends visa/asylum policy by pointing to official government channels and redirecting blame toward policymakers rather than immigrants.
sharayutravels
Feb 17, 2026
Is everyone aware that Justin Trudeau resigned? Vote of no confidence. He basically got booted for being horrible for Canada. Judging by the comments section here, there are many thousands of people who literally have …
Is everyone aware that Justin Trudeau resigned? Vote of no confidence. He basically got booted for being horrible for Canada. Judging by the comments section here, there are many thousands of people who literally have zero idea of what they are talking about.
Critiques Trudeau's leadership and government performance while questioning commenters' awareness, mixing policy critique with meta-commentary.
@SparkyMcGee
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)