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
Trudeau is just happy to distract his citizens from the disastrous way he ran his country into the ground
Trudeau is just happy to distract his citizens from the disastrous way he ran his country into the ground
Criticizes Trudeau's governance record and suggests his current actions are a distraction from domestic policy failures.
Policy Critique
0.74
@brianmendoza9095
Mar 4, 2025
I like Canada but not a fan of this guy. Seems like he just wants revenge for a fair trade. Our relations are not deteriorating.
I like Canada but not a fan of this guy. Seems like he just wants revenge for a fair trade. Our relations are not deteriorating.
Critiques Trudeau's trade stance while comparing it to fair trade principles and assessing bilateral relations.
@FearlessLeis
Mar 4, 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
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
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
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
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
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
Let's build a relationship with russia lol
Let's build a relationship with russia lol
Sarcastically critiques diplomatic policy direction toward Russia with ironic tone.
@robertbacon1657
Mar 4, 2025
Crazy thing is Trumps supporters have no clue why he is doing this.
Crazy thing is Trumps supporters have no clue why he is doing this.
Critiques Trump's supporters as uninformed about motivations, implying lack of understanding or transparency in policy rationale.
@Truthspeakerrrrrrrr
Mar 4, 2025
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
Make it Make sense that Canadian government has been taking advantage of America for a long time. You forgot to mention that part.
Make it Make sense that Canadian government has been taking advantage of America for a long time. You forgot to mention that part.
Criticizes Canadian government policy while making an unsubstantiated claim about long-term economic advantage-taking.
@dtor2048
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
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
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
Then remove all existing tariffs on American imports! Canada has used tariffs for years.
Then remove all existing tariffs on American imports! Canada has used tariffs for years.
Critiques Canadian tariff policy by comparing it to American tariffs, calling for reciprocal removal.
@RobAnz2024
Mar 4, 2025
The problem is the kind of immigrants the government lets in. Why only people from India?
The problem is the kind of immigrants the government lets in. Why only people from India?
Critiques government selection criteria for immigrants, with an unsubstantiated claim that only Indian immigrants are being admitted.
IsabelleKislig
Aug 25, 2025
The respectable Canadian government should not gave any permissions like monkey god big statue 0:02 see also at 0:28 and 3:59 to put on open roads. Same rule for all religions should be applied. My …
The respectable Canadian government should not gave any permissions like monkey god big statue 0:02 see also at 0:28 and 3:59 to put on open roads. Same rule for all religions should be applied. My sympathy is with all Canadians.
HAMMAD Hasan SABRI
Criticizes government permission for religious displays in public spaces, arguing for uniform secular policy application.
DELLSOLARUSA
Feb 14, 2026
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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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