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
Justin Trudeau can burn in hell! Canada turned into a shit hole since he’s taken over.
Justin Trudeau can burn in hell! Canada turned into a shit hole since he’s taken over.
Expresses strong criticism of Trudeau's governance and claims Canada has deteriorated under his leadership, with emotional language suggesting threat perception.
@allin7408
Mar 4, 2025
Drug cartels are not terrorist organizations. They are criminal organizations. Serious ones. However it is dangerous to label anything strongly opposed by government as terrorist - unless your goal is to remove constitutional protections for …
Drug cartels are not terrorist organizations. They are criminal organizations. Serious ones. However it is dangerous to label anything strongly opposed by government as terrorist - unless your goal is to remove constitutional protections for that group.
Critiques government labeling practices and constitutional implications of terrorism designations, focusing on policy analysis rather than immigration specifically.
Policy Critique
0.85
@tonypascoaljr6898
Mar 4, 2025
Remember the vaccine mandates. Trudeau is a lying murdering dictator. He needs to go. Y'all know you Canadians don't like him either.
Remember the vaccine mandates. Trudeau is a lying murdering dictator. He needs to go. Y'all know you Canadians don't like him either.
Criticizes Trudeau's policies and leadership with inflammatory language, framing him as a threat to Canada.
@danielheartfire614
Mar 4, 2025
Trump is a mad man
Trump is a mad man
Brief dismissive criticism of a political figure's character and judgment.
Policy Critique
0.85
@mSherjeelr
Mar 4, 2025
Poor Justin. No matter what he does he just can't sound tough.
Poor Justin. No matter what he does he just can't sound tough.
Critiques the Prime Minister's rhetorical approach and perceived weakness in handling policy matters.
Policy Critique
0.85
@BeeSmarterPlease
Mar 4, 2025
Trump trying to break up nato
Trump trying to break up nato
Direct criticism of a political figure's policy action regarding NATO, focusing on institutional/geopolitical consequences.
Policy Critique
0.85
@chefmic1330
Mar 4, 2025
Coming from a guy who crippled his country with taxes
Coming from a guy who crippled his country with taxes
Criticizes a political figure's tax policy while implying national damage, blending policy critique with nationalist framing.
@cuzocustoms
Mar 4, 2025
Trudeau is such a hump he needs to go. Trudeau has been tariffing Canadians for 9 years. Treason.
Trudeau is such a hump he needs to go. Trudeau has been tariffing Canadians for 9 years. Treason.
Attacks Trudeau's economic policies (tariffs) and calls for his removal from office.
@brycejohnson3273
Mar 4, 2025
I am sorry for our new administration. Personally I think they are destroying our country.
I am sorry for our new administration. Personally I think they are destroying our country.
Personal apology combined with criticism of the administration's governance and impact on the country.
@laurie686
Mar 4, 2025
Because of you we're left with our pants down. Step down already go away so we can start with the damage control. Worst leader ever.
Because of you we're left with our pants down. Step down already go away so we can start with the damage control. Worst leader ever.
Blames current leadership for vulnerability and calls for resignation while criticizing their record.
@edl8886
Mar 4, 2025
Trump aims to make money with the tariffs so he can maybe pay down some of the American deficit. Right after that Trump will reduce his and business friends taxes. Trump only wants to reduce …
Trump aims to make money with the tariffs so he can maybe pay down some of the American deficit. Right after that Trump will reduce his and business friends taxes. Trump only wants to reduce his taxes. It was never about drugs or people crossing the border.\nThe tariffs are nothing but TRUMP BS!!!
Critiques Trump's tariff policy as economically self-serving rather than addressing stated concerns about border security or drugs.
@sparky7915
Mar 4, 2025
So sorry to our Canadian friends, we are stuck with a fool.
So sorry to our Canadian friends, we are stuck with a fool.
Criticizes the Prime Minister as a 'fool' while expressing solidarity with Canadians, blending policy critique with national identity framing.
@roysmith8002
Mar 4, 2025
Okay, so US tariffs are bad and will cause financial trouble for both Americans and Canadians. Won’t Canadian Tariffs do the same thing? Furthermore, Canada will not win a Tariff war with the US. Canada’s …
Okay, so US tariffs are bad and will cause financial trouble for both Americans and Canadians. Won’t Canadian Tariffs do the same thing? Furthermore, Canada will not win a Tariff war with the US. Canada’s response is not rational, nor is it in the best interest of the country. What about working with Trump to understand what it takes to remove all tariffs.
Analyzes tariff policy as irrational and economically harmful, questioning the government's strategic approach.
@prisonersdilemma7615
Mar 4, 2025
F off Trudeau. You've destroyed Canada.
F off Trudeau. You've destroyed Canada.
Direct criticism of Trudeau's governance and policy record without elaboration.
Policy Critique
0.85
@moniquequintal3382
Mar 4, 2025
Just so you know this Buffoon destroyed Canada. He speaks out two sides of his mouth.
Just so you know this Buffoon destroyed Canada. He speaks out two sides of his mouth.
Criticizes a political leader's governance and credibility while implying national damage, combining policy critique with identity-based concern for Canada.
@derek89273
Mar 4, 2025
Watch trump start importing russian oil & gas for dirt cheap. \nDisgusting.
Watch trump start importing russian oil & gas for dirt cheap. \nDisgusting.
Criticizes Trump's potential policy decision to import Russian oil/gas while expressing alarm about the consequences.
@darylwilson1915
Mar 4, 2025
Trudeau is an idiot king. This speech from a guy that has been pushing for the legalization of hard drugs across Canada and leaving our borders wide open. He has pissed away Canada’s prosperity on …
Trudeau is an idiot king. This speech from a guy that has been pushing for the legalization of hard drugs across Canada and leaving our borders wide open. He has pissed away Canada’s prosperity on wasteful spending and his climate agenda. This buffoon has zero credibility. He is an actor and puts in a good show. I’ll give him that. Mr tough guy. He is laughable. We need a real leader in Canada.
Comprehensive critique of Trudeau's policies on drugs, borders, spending, and climate; frames him as lacking credibility and leadership.
@richardtrembecki8449
Mar 4, 2025
Oh did trudeau just say he wants fentynol wiped from the face of the earth while its legalized here ?? Wtf.
Oh did trudeau just say he wants fentynol wiped from the face of the earth while its legalized here ?? Wtf.
Criticizes perceived contradiction in government policy regarding fentanyl legalization versus stated anti-drug goals.
Policy Critique
0.85
@dylantisic8395
Mar 4, 2025
Trudeau your country already told you to step down, Americans agree. If you cared about Canadians, you wouldn't have waited til now to do something
Trudeau your country already told you to step down, Americans agree. If you cared about Canadians, you wouldn't have waited til now to do something
Criticizes the PM's delayed response to public pressure and implies failure to prioritize Canadian interests, with implicit call for action.
@robertmclain7010
Mar 4, 2025
Trudeau has done more damage to Canada than the US tarrifs ever could
Trudeau has done more damage to Canada than the US tarrifs ever could
Directly criticizes Trudeau's governance record as more damaging than external economic pressures.
Policy Critique
0.85
@Marie-AnnePAJALA
Mar 4, 2025
Compare Videos
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)