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
You say this Trudeau at the same time people are blaming you for your country’s economic failures. Like trump said “ we don’t need you lumber, oil, cars, and milk” . Let that sink in.
You say this Trudeau at the same time people are blaming you for your country’s economic failures. Like trump said “ we don’t need you lumber, oil, cars, and milk” . Let that sink in.
Critiques Trudeau's economic management while citing Trump's dismissal of Canadian exports as evidence of policy failure.
@Daveoheight0808
Mar 4, 2025
I think Canada needs a new leader. Son of Castro is done!
I think Canada needs a new leader. Son of Castro is done!
Calls for leadership change and uses identity-based attack (Castro reference) to delegitimize Trudeau.
@om-acoustic
Mar 4, 2025
This imbecile ruined his country. Now he wants to lecture a superiors leader? He will cave within a month. \n\nWill they defend Canadian jobs? They have none?
This imbecile ruined his country. Now he wants to lecture a superiors leader? He will cave within a month. \n\nWill they defend Canadian jobs? They have none?
Criticizes Trudeau's leadership and expresses concern about job protection, combining policy critique with threat-based framing.
@davidcastaneda2274
Mar 4, 2025
He is running the country like a private sector company where there is no such thing as an ally. But a country is not a company, and having allies is of immense value.
He is running the country like a private sector company where there is no such thing as an ally. But a country is not a company, and having allies is of immense value.
Critiques the government's approach to international relations by comparing it to private sector management, arguing allies have value.
@lac2275
Mar 4, 2025
I can’t believe this lady is our immigration minister. She can’t handle any questions asked.
I can’t believe this lady is our immigration minister. She can’t handle any questions asked.
Criticizes the immigration minister's competence and ability to address questions about policy.
Policy Critique
0.80
juanagodoy2954
Feb 27, 2026
Isn’t this the dude that froze truckers bank accounts because they were protesting? True dictator is ?? ?
Isn’t this the dude that froze truckers bank accounts because they were protesting? True dictator is ?? ?
Criticizes a specific government action (freezing bank accounts) while making an unverified claim about the context and characterizing leadership as dictatorial.
@sassafrass1233
Mar 4, 2025
Trump will just double down on the craziness now ??
Trump will just double down on the craziness now ??
Expresses concern that Trump will escalate his controversial policies further.
@JoelRSA-USA
Mar 4, 2025
Why is trump siding with Russia and alienating Canada and Mexico. It's because he's obsessed with dictatorship and wants to be Putin so bad
Why is trump siding with Russia and alienating Canada and Mexico. It's because he's obsessed with dictatorship and wants to be Putin so bad
Criticizes Trump's foreign policy decisions and diplomatic relationships while implying moral judgment about authoritarian tendencies.
@sacheenmehta1982
Mar 4, 2025
I agree with everything Trudeau said except the part about Donald being a smart guy.
I agree with everything Trudeau said except the part about Donald being a smart guy.
Selective agreement with Trudeau's statements, critiquing one specific claim about Trump's intelligence.
Policy Critique
0.80
@seekerstan
Mar 4, 2025
And the crime-minister is too busy jet setting to spas around the globe to notice…
And the crime-minister is too busy jet setting to spas around the globe to notice…
Attacks the Prime Minister's attention to immigration policy through sarcastic criticism of his travel habits.
cestmoi7368
Feb 27, 2026
Fuck that guy they have been tariffing us since forever. \nAbout time we ask to get ours
Fuck that guy they have been tariffing us since forever. \nAbout time we ask to get ours
Criticizes long-standing tariff policies and advocates for reciprocal trade action.
@jamesclark4578
Mar 4, 2025
Donald it's dumb what you're doing the dumbest ever
Donald it's dumb what you're doing the dumbest ever
Direct criticism of a political figure's actions, characterizing them as foolish without elaboration.
Policy Critique
0.80
@martindubreuil6289
Mar 4, 2025
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for …
Don't tell lie to people border was not safe look at the historic number in 2021, 2022, 2023 where people crossed border illegally from Canada that's only because of you Trudiot. you opened door for mass immigration like student, visitor and work permit. so, some people used those visas to enter Canada and crossed US border. I am Canadian and moved to US for work only because of this guy Trudeau who devalued Loonie in 10 years. Only Canadian lived better in Harper Era. You destroyed everything.
Criticizes Trudeau's immigration and economic policies, cites unverified border crossing statistics, and includes personal narrative of emigration.
@RajPatel-Conscience
Mar 4, 2025
If there is a Great Wall of China. This is probably the time Canadian will built “ A Steel Wall of our Canadian borders “ .
If there is a Great Wall of China. This is probably the time Canadian will built “ A Steel Wall of our Canadian borders “ .
Suggests Canada should build border barriers, implying criticism of current border policy and expressing security/immigration concerns.
@arosos7918
Mar 4, 2025
296?? How about 296,000? That would be a good start....
296?? How about 296,000? That would be a good start....
Criticizes the scale of deportations as insufficient, implying the government should do more.
JasonLorraine-f4y
Feb 18, 2026
This is only about Trump using tariffs to raise taxes on Americans so he can turn around and give billionaires a tax cut.
This is only about Trump using tariffs to raise taxes on Americans so he can turn around and give billionaires a tax cut.
Critiques Trump's tariff policy as a mechanism to benefit billionaires at the expense of ordinary Americans, combining policy analysis with economic concerns.
@philadelphian
Mar 4, 2025
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out …
He's being the same as always. Saying the opposite. And since U.S. has imposed a25% tariff on Canada, that means Canada has that tariff on U.S. so stuck it up and you're on way out bye ?
Criticizes Trudeau's inconsistency and references US tariffs on Canada, combining policy critique with economic concerns.
@HJDtemp
Mar 4, 2025
aren't all Liberal MP's a failure to Canada? They are ruining Canada -all for votes and power! Not caring about Canada! As Carney have said: WHO CARES?
aren't all Liberal MP's a failure to Canada? They are ruining Canada -all for votes and power! Not caring about Canada! As Carney have said: WHO CARES?
Attacks Liberal MPs and government policies as harmful to Canada, with underlying nationalist framing about who cares for the country.
linhluong9250
Feb 27, 2026
Come on people. This man Trudeau is NOT wanted nor liked by Canadians. He has been the one to cause Canadians harm!! Do your research!! But I know Dems can’t do research. They only spread …
Come on people. This man Trudeau is NOT wanted nor liked by Canadians. He has been the one to cause Canadians harm!! Do your research!! But I know Dems can’t do research. They only spread rumors & lies. \nCNN Should not even be aloud to communicate any news, until they can communicate truthfully.
Criticizes Trudeau's governance and calls for research/action while attacking media credibility.
@CheeseOnCheeseOnCheese
Mar 4, 2025
I’m so ashamed of this idiots in government ruining our country.
I’m so ashamed of this idiots in government ruining our country.
Expresses shame and criticism of government officials and their policies affecting the country.
Policy Critique
0.80
@OYUKISUE
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)