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
Trump could never give a speech like this mainly due to his lack of intelligence.
Trump could never give a speech like this mainly due to his lack of intelligence.
Criticizes Trump's communication abilities and intelligence as a leader, using comparative judgment to undermine his credibility.
@Maxdouble07
Mar 4, 2025
All Libs do is say im this im that im the greatest!!! They never ever take accountability for there improper lack of common sense views. They also never know the facts, they just know how …
All Libs do is say im this im that im the greatest!!! They never ever take accountability for there improper lack of common sense views. They also never know the facts, they just know how to call you a racist
Attacks Liberal government policies and decision-making while asserting critics are unfairly labeled racist.
JonathanSchwartz-r4w
Feb 27, 2026
Trudeau was supposed to secure the border of fentanyl trafficking he did not do this \nIt's his fault if we get tariffs
Trudeau was supposed to secure the border of fentanyl trafficking he did not do this \nIt's his fault if we get tariffs
Criticizes Trudeau's border security policy on fentanyl trafficking and attributes tariffs to this failure, with an unverified causal claim.
@robertadimatteo4858
Mar 4, 2025
These tariffs weren't new news n youre using them as a smoke screen because u cant beat the conservatives so youll try n aim at trump. Youre taxes hurt canada more than trump ever could
These tariffs weren't new news n youre using them as a smoke screen because u cant beat the conservatives so youll try n aim at trump. Youre taxes hurt canada more than trump ever could
Critiques Canadian government policy (taxes) while dismissing Trump criticism as political maneuvering.
@lionelbelanger7158
Mar 4, 2025
If the Canadian government wants to compete commercially with the US government, it doesn't have to threaten the American people that it will increase inflation in America. What Canada has to do is comply with …
If the Canadian government wants to compete commercially with the US government, it doesn't have to threaten the American people that it will increase inflation in America. What Canada has to do is comply with what the US government has told it. The US has told Canada to stop drug trafficking from Canada to the US. That's all. But they haven't done it. Canada won't gain anything by threatening the US.
Criticizes Canada's negotiating strategy and claims unsubstantiated drug trafficking problem, framing it as policy failure.
@josequiroga5283
Mar 4, 2025
Canada and Mexico are not responsible for the people in the US who chose to use drugs. In fact, it's the United States job to keep illegal drugs and immigrants out of the US and …
Canada and Mexico are not responsible for the people in the US who chose to use drugs. In fact, it's the United States job to keep illegal drugs and immigrants out of the US and they are doing a poor job of it and need someone else to blame. Mexico could retaliate in a way that could flood the US with illegal drugs and immigrants and refuse to repatriate its citizens back into Mexico. The rest of Central and South America could do the same in support of Mexico. They need to get Trump out of office before he ruins America.\nI remember the press conference with the USA (Trump), Canada and Mexico when signing the new trade agreement during Trump last time in office. Trump proudly stated that this is the greatest agreement in the history of the United States. Last week he wanted to know who in the US agreed to the terrible trade agreement. He is losing his mind and cognitive function is deteriorating at a rapid rate. Re-negotiating contracts after the work is complete is how Trump ran his businesses. He has bankrupted many small businesses by not paying them knowing that they do not have the money to go to court. He is only rich because of daddy's money otherwise he would have never survived his many bankruptcies. Thats why no one will loan him money. I can't wait until he screws over the government of Saudi Arabia with one of his shady business deals. Anyone remember what happened to Khashoggi for just authoring a bad article on Saudi's Leaders. What do you think will happen to Trump for monetarily screwing them over?
Extensive critique of Trump's trade and immigration policy, US border management, and Trump's business practices, with embedded call to remove him from office.
@jeffk9405
Mar 4, 2025
Trudeau Sucks and thought he resigned!? Canada 51st State !make it happen people!
Trudeau Sucks and thought he resigned!? Canada 51st State !make it happen people!
Criticizes Trudeau's leadership and proposes Canadian annexation to the US, combining policy critique with identity-based political action.
@eunheehunter
Mar 4, 2025
for Canada to even act on the baseless fentanyl accusation of that moron is just feeding to his ego, apart from addressing the american people and that moron AHEAD of the canadian people just appear …
for Canada to even act on the baseless fentanyl accusation of that moron is just feeding to his ego, apart from addressing the american people and that moron AHEAD of the canadian people just appear you are agreeing to his claim of america first! NEXT time address your people first then america second if not third or fourth jeeez
Criticizes Canadian government for responding to Trump's 'baseless' accusations and for prioritizing America over Canadian citizens, urging domestic-first policy.
@rusco88
Mar 4, 2025
If drugs are the problem (they´re NOT on the Canadian border), how about if more people in US be responsible and stop taking them !?
If drugs are the problem (they´re NOT on the Canadian border), how about if more people in US be responsible and stop taking them !?
Challenges the premise of drug-border claims while critiquing US drug policy, questioning the factual basis of tariff justifications.
@PaulBeet
Mar 4, 2025
The baby, the child hood baby sitter, his side piece and a nobody. How do you think this is remotely serious??
The baby, the child hood baby sitter, his side piece and a nobody. How do you think this is remotely serious??
Dismisses Canadian negotiators as unserious and unqualified, critiquing their legitimacy and competence in diplomatic matters.
@westdeck6637
Mar 4, 2025
Trudeau had 8 years to bring his financial responcabily to the UN, as equil partners. He failed.\nHe is depending on USA to protect him, because we are his neighbor... laughable!
Trudeau had 8 years to bring his financial responcabily to the UN, as equil partners. He failed.\nHe is depending on USA to protect him, because we are his neighbor... laughable!
Criticizes Trudeau's financial responsibility and policy failures while asserting Canada's dependent position relative to the US.
@toddfargher2000
Mar 5, 2025
Reasonable my ass yeah. Don't mention Putin when you're giving speech about tarifs against US. Stupid..!!
Reasonable my ass yeah. Don't mention Putin when you're giving speech about tarifs against US. Stupid..!!
Criticism of speech content and perceived omission of Putin reference in tariff discussion, with implied factual claim.
@tombkeeper-n3g
Mar 4, 2025
tell me why neglect of care we have enough colleges that need credits all a bunch of bull
tell me why neglect of care we have enough colleges that need credits all a bunch of bull
Questions government priorities regarding healthcare and education funding while criticizing immigration policy allocation.
bettyzoom-y9l9n
Feb 19, 2026
@TorontoSun The Libs vision for Canada as a “post-national state” seems to be a Canada that consists of a collection of other Nations.
@TorontoSun The Libs vision for Canada as a “post-national state” seems to be a Canada that consists of a collection of other Nations.
Critiques government's 'post-national state' vision as fragmenting national identity, framing immigration policy as threatening national cohesion.
AdelSalti
Feb 27, 2026
What is he doing the on the podium??? Get lost Trudeau
What is he doing the on the podium??? Get lost Trudeau
Dismissive criticism of Trudeau's public appearance and role, questioning his legitimacy.
@reginadefaria5614
Mar 4, 2025
I don’t trust him , didn’t they take away all those Truck drivers go fund me accounts when they was protesting
I don’t trust him , didn’t they take away all those Truck drivers go fund me accounts when they was protesting
Expresses distrust based on alleged government action against protesters (GoFundMe seizure), combining policy criticism with unsubstantiated claim.
@raulramos7451
Mar 4, 2025
Closet friend my arse. There's a reason for the tariffs little boy.
Closet friend my arse. There's a reason for the tariffs little boy.
Dismisses the 'closest friend' characterization and implies tariffs have justifiable reasons, critiquing diplomatic framing.
Policy Critique
0.73
@nedwalport4426
Mar 5, 2025
Because Canada is a 3rd world country now..thanks to the Liberal Party...😂😂😂
Because Canada is a 3rd world country now..thanks to the Liberal Party...😂😂😂
Critiques Liberal Party policy with unsubstantiated claim that Canada has become a 'third world country,' using humor to soften the assertion.
carrilloomar83
Dec 10, 2025
What a crock of propagandist bullshit, I thought Canadians hated this guy, wasn’t he supposed to resign?
What a crock of propagandist bullshit, I thought Canadians hated this guy, wasn’t he supposed to resign?
Criticizing government messaging as propaganda and questioning political accountability/resignation.
@ethanclark739
Mar 4, 2025
He is trying to use Canada and Mexico as examples to adverseries and Europe .....\n\nIn his mind perhaps he thinks if i can do this to or friends imagine what we will do to you …
He is trying to use Canada and Mexico as examples to adverseries and Europe .....\n\nIn his mind perhaps he thinks if i can do this to or friends imagine what we will do to you ... Just hoping they will falll in line \n\nPerhaps he also believes the relationship can be repaired so he is not too worried
Analyzes Trump's strategic reasoning for using Canada and Mexico as examples to other nations and allies.
@selomhotor
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)