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
As a Canadian, \n\nTrudeau is stepping down because he is hated by the majority of this country. He has suspended parliament for his parties own special interest, making it it impossible to properly respond to …
As a Canadian, \n\nTrudeau is stepping down because he is hated by the majority of this country. He has suspended parliament for his parties own special interest, making it it impossible to properly respond to anything. \n\nTrudeau does not speak for Canada. He’s the reason we’re in this mess. You Americans do not want Trudeau as your president he has ruined this country.
Canadian identity claim combined with sustained critique of Trudeau's governance, parliamentary suspension, and national impact.
@Natg-o7u
Mar 4, 2025
The sooner this man is replaced the better for Canada, this guy can't run his nose, and has expedited the Economic Decline of A Nation abundant in Natural Resources Minerals and Gas.The only Canadian Talking …
The sooner this man is replaced the better for Canada, this guy can't run his nose, and has expedited the Economic Decline of A Nation abundant in Natural Resources Minerals and Gas.The only Canadian Talking Dollars and Sense is the Bald Head Shark lurking in the Tank in America.
Attacks Trudeau's governance and economic management while calling for his replacement, grounded in economic decline claims.
@shanemorrison1977
Mar 4, 2025
It took me 5 years to get into Canada legally, I assimilated , Integrated and it's high time everyone do the same no more temporary nonsense. These levels of immigration are unsustainable everyone is doing …
It took me 5 years to get into Canada legally, I assimilated , Integrated and it's high time everyone do the same no more temporary nonsense. These levels of immigration are unsustainable everyone is doing it for the cheap subsidized labor that was the whole point of this mass immigrant scam to bring down the price of wages.
Combines personal immigration experience with criticism of current immigration policy levels and economic impact on wages.
danfuerthgillis4483
Feb 15, 2026
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that place, and many other places in Ontario. Not their fault I would say, but a really badly managed immigration fuck up thats not gonna end well I fear.
Critiques immigration management as 'badly managed' while expressing concern about demographic change in Ontario, framing it as systemic policy failure.
anomanderrake8693
Feb 6, 2026
Dump Trump! Trump is a short sighted businessman whose companies went through multiple bankruptcies. He is not a politician and is unfit to hold his office. Putin is going to take advantage of him.
Dump Trump! Trump is a short sighted businessman whose companies went through multiple bankruptcies. He is not a politician and is unfit to hold his office. Putin is going to take advantage of him.
Critiques Trump's business record and political fitness while raising concerns about geopolitical consequences.
@fattyratz2474
Mar 4, 2025
These leaders are ridiculous, they call it War when tariffs are now equal
These leaders are ridiculous, they call it War when tariffs are now equal
Criticizes government leaders for characterizing tariff disputes as war, questioning the framing of the conflict.
Policy Critique
0.80
@lgizzledangel
Mar 4, 2025
Right so after years of inflation, a pandemic, ongoing wars etc. Trump decided he had to make everything worse by starting a trade war and aligning himself with a murderous dictator...what a great choice for …
Right so after years of inflation, a pandemic, ongoing wars etc. Trump decided he had to make everything worse by starting a trade war and aligning himself with a murderous dictator...what a great choice for president the world totally needed right now ?
Critiques Trump's trade war and foreign policy decisions while expressing concern about worsening global conditions.
@Bloom100000000000
Mar 4, 2025
Fighting our good neighbors and cozying up to War mongering Putin. There is no way to make it make sense.
Fighting our good neighbors and cozying up to War mongering Putin. There is no way to make it make sense.
Criticizes foreign policy decisions regarding relationships with neighboring countries and geopolitical actors.
@stryder0589
Mar 4, 2025
Justin Trudeau is the worst thing to happen to Canada since the plague.
Justin Trudeau is the worst thing to happen to Canada since the plague.
Expresses strong disapproval of Trudeau's leadership and governance, framing him as harmful to Canada.
@Jonse70
Mar 4, 2025
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as …
Pretty crazy how we were taught this lesson in the 8th grade. I understood it then. The President definitely understands what he is doing. It is not difficult to see. We are coming off as bullies to other countries. When in fact, we are weak, and weaker for this. Our government a demagogue league of rats straight out of Idiocracy and Judge Dredd lore.
Criticizes government leadership and foreign policy approach, characterizing them as bullies and incompetent, with moral undertones about weakness and poor governance.
@paul-gz9zh
Mar 4, 2025
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Extended critique of immigration practices, language training policies, housing allocation, and driving behavior, with underlying cultural anxiety.
SD-fl8zl
Jan 27, 2026
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has …
Let's all start fresh NO MORE FOREIGN AID!! Done - Finished - we don't owe anything to any one and I don't need Trudeau speaking to me. He has a failing economy and it has been failing since he came in ~ now he wants to blame Trump! Everything here should be MADE IN AMERICA!!
Calls for ending foreign aid and criticizes Trudeau's economic management, combining policy opposition with economic concerns about domestic production.
@mattysmom1764
Mar 4, 2025
Canada shut up ? yall have no free speech, took guns away from private citizens, and yall dont produce jack shit besides maple syrup ? good bye Falicia
Canada shut up ? yall have no free speech, took guns away from private citizens, and yall dont produce jack shit besides maple syrup ? good bye Falicia
Criticizes Canadian government policies on free speech and gun control while asserting national inferiority.
@RoboArc
Mar 4, 2025
Why you have to bring Putin to the equation? Focus on the Tariffs only.. forget about Ukraine and Russia conflict
Why you have to bring Putin to the equation? Focus on the Tariffs only.. forget about Ukraine and Russia conflict
Requests focus on tariff policy specifically while criticizing the inclusion of geopolitical arguments about Russia/Ukraine.
Policy Critique
0.80
@makhlouflaleg3230
Mar 4, 2025
You don't need to defend yourself against the fentanyl situation we know it's bullshit and we know our president has the mentality of a 2 year old (actually I've met smarter toddlers so that's actually …
You don't need to defend yourself against the fentanyl situation we know it's bullshit and we know our president has the mentality of a 2 year old (actually I've met smarter toddlers so that's actually offensive to toddlers)
Dismisses fentanyl-related policy arguments as false while criticizing the president's competence with sarcastic tone.
@elinorlee1539
Mar 4, 2025
The United States government should be harshly criticizing Canada's immigration standards.
The United States government should be harshly criticizing Canada's immigration standards.
Calls for external criticism of Canada's immigration policy standards, framing it as a governance issue.
gtahackerhunter
Jan 27, 2026
She's not allowed to tell the truth because she's a city worker... Shocking.n
She's not allowed to tell the truth because she's a city worker... Shocking.n
Critiques institutional constraints preventing honest public discourse on immigration.
Policy Critique
0.80
HarveyDarvey1122
Jan 27, 2026
Canada problem is not with the United States. It's with the Trump administration thats running the country and it's policies
Canada problem is not with the United States. It's with the Trump administration thats running the country and it's policies
Critiques U.S. administration policies and their impact on Canada, distinguishing between nations and governments.
@danleonhart1
Mar 4, 2025
HE NEVER MENTIONS WHAT LOCAL LAW ENFORCEMENT IS DOING DIFFERENT IN CANADA JUST LOOP HOLES THAT ERODE SUBSTANCE
HE NEVER MENTIONS WHAT LOCAL LAW ENFORCEMENT IS DOING DIFFERENT IN CANADA JUST LOOP HOLES THAT ERODE SUBSTANCE
Criticizes the speaker for omitting discussion of local law enforcement actions and focusing only on legal loopholes.
Policy Critique
0.80
@arnoldmullins8475
Mar 4, 2025
Aren’t people tired of the ( emotional based argument ) let’s present the cases of foreigners impacted by immigration law . That’s what immigration law is supposed to do it’s supposed to impact foreigners. Then …
Aren’t people tired of the ( emotional based argument ) let’s present the cases of foreigners impacted by immigration law . That’s what immigration law is supposed to do it’s supposed to impact foreigners. Then there is the let’s get people to work cheaper than Canadians do and then wonder why Canadians aren’t taking those jobs . Can Canadians just be concerned about Canadians sometimes ? A. Leftist government would not implement these laws if they were not extremely popular . Let democracy thrive without demonizing people who just want to lead their country in a different direction .
Critiques emotional arguments in immigration debate, argues for prioritizing Canadian workers' economic interests, and calls for democratic consideration of different policy directions.
Peekin2213
Feb 14, 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)