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
OH BOO HOO BOO HOO DO YOUR JOB TRUDEAU STOP THE FENTYNAL FROM GETTING OVER THE BORDER BUT YOUR NOT ARE YOU GLOBALIST PUPPET
OH BOO HOO BOO HOO DO YOUR JOB TRUDEAU STOP THE FENTYNAL FROM GETTING OVER THE BORDER BUT YOUR NOT ARE YOU GLOBALIST PUPPET
Criticizes government policy on border security and drug trafficking while demanding action from leadership.
@lisaharvey4373
Mar 4, 2025
Voter restriction in Canada, really??? Last time I checked there’s a board called Election Canada and a piece of paper called “voter cards”. What about married women who have their names changed? Or ppl living …
Voter restriction in Canada, really??? Last time I checked there’s a board called Election Canada and a piece of paper called “voter cards”. What about married women who have their names changed? Or ppl living in rural areas with missing paperwork???
Challenges voter restriction policy by questioning its practical implementation and raising concerns about marginalized groups (married women, rural residents), combining policy critique with implicit questions about fairness.
@mabel6664
Feb 20, 2026
The Governor of Canada is trying to act tough. Fix your own country instead of blaming Trump.
The Governor of Canada is trying to act tough. Fix your own country instead of blaming Trump.
Criticizes the Governor's approach to policy while suggesting he focus domestically rather than blame external actors, with comparative framing between Canada and Trump.
@aknightofcamelot
Mar 5, 2025
Let me correct Trudeau actions. Trump isn't a SMART person and that was evident at every meetings with others president
Let me correct Trudeau actions. Trump isn't a SMART person and that was evident at every meetings with others president
Critiques Trump's intelligence and diplomatic competence based on observed behavior in international meetings.
Policy Critique
0.85
@linhchau9788
Mar 5, 2025
Guy prorouged parliament and steps down from party leadership. Why are you still running that mouthpiece of yours? Election NOW! Don't wanna hear another word from him. You destroyed our country! Not don! The rise …
Guy prorouged parliament and steps down from party leadership. Why are you still running that mouthpiece of yours? Election NOW! Don't wanna hear another word from him. You destroyed our country! Not don! The rise in our cost of living under you far exceeds this little tiff with America. Don't let the wool be pulled over your eyes yet again people.
Criticizes government policy decisions (prorogation, cost of living) and calls for immediate election action.
@esee5master
Mar 5, 2025
Alberta cannot legally or constitutionally separate from Canada without the consent of First Nations, whose treaty rights and land titles predate the province's existence. Indigenous leaders consider unilateral separation unconstitutional and a violation of Treaty …
Alberta cannot legally or constitutionally separate from Canada without the consent of First Nations, whose treaty rights and land titles predate the province's existence. Indigenous leaders consider unilateral separation unconstitutional and a violation of Treaty 8, with many challenging separation
Analyzes constitutional and legal barriers to separation while invoking Indigenous treaty rights as a moral and legal constraint on provincial action.
@Snowman2001-gp7mj
Feb 21, 2026
He is the worst politician of the free world, only talks lies and manipulates people on its own favour. Nobody believes him anymore
He is the worst politician of the free world, only talks lies and manipulates people on its own favour. Nobody believes him anymore
Criticizes a politician's credibility, honesty, and manipulation tactics as a form of political critique.
Policy Critique
0.85
@ramonantonio81
Mar 5, 2025
It’s Bush’s fault. Screw Trudeau
It’s Bush’s fault. Screw Trudeau
Blames political leaders (Bush and Trudeau) for policy failures, expressing criticism of government leadership.
Policy Critique
0.85
@royboy7401
Mar 5, 2025
Trudeau you're a PM and when you disrespect the president publically you disrespect America, so you have no right to address the American people. You don't know how to handle politics and thats why your …
Trudeau you're a PM and when you disrespect the president publically you disrespect America, so you have no right to address the American people. You don't know how to handle politics and thats why your own people have verbalized that they want you gone! Your lack of respect for the President and the United States is what put you and your country in this situation in the first place. Tou're leaving out on a low. Humble yourself and sit down and talk to the President, and address him as such, and he'll cut you a deal, and you can gain back some dignity. Otherwise, stop complaining to the world community. You look weak!
Criticizes Trudeau's diplomatic approach and political judgment, arguing he should show more respect and humility in negotiations.
@tituspannell6009
Mar 5, 2025
I agree with Trudeau on this one, even though he is a clown on other things.
I agree with Trudeau on this one, even though he is a clown on other things.
Expresses qualified agreement with a specific policy while criticizing the leader's overall performance on other matters.
Policy Critique
0.85
@PakchikpakRajaBabu-sp
Mar 5, 2025
First time in our nutless PM has ever spoke up.
First time in our nutless PM has ever spoke up.
Criticism of the PM's leadership record, suggesting this is an unusual moment of strength from a typically weak leader.
Policy Critique
0.85
@jeffmyers7002
Mar 5, 2025
With what people are paying for rent , grocery , etc… here in Canada?\nYou’re doing the same to your own people ?\nDon’t let this idiots fool you Canadians….they are just pissed someone doing it back …
With what people are paying for rent , grocery , etc… here in Canada?\nYou’re doing the same to your own people ?\nDon’t let this idiots fool you Canadians….they are just pissed someone doing it back to them.
Criticizes government hypocrisy by pointing out domestic cost-of-living crisis while condemning US tariffs.
@sh1fu
Mar 5, 2025
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
This is what happens when a President oversimplifies world economy to 1st grade addition and subtraction for his dumb voters .
Criticizes a political leader's approach to economic policy as oversimplified, offering analytical critique of governance.
Policy Critique
0.85
@dodgerswschamp5166
Mar 5, 2025
This prime minister a joke been joke will always be a joke
This prime minister a joke been joke will always be a joke
Dismissive critique of the Prime Minister's competence and leadership, repeated for emphasis.
Policy Critique
0.85
@corymccarley4457
Mar 5, 2025
To say Trudeau is speaking that bluntly because he’s on his way out is incorrect. He toes the party line and the Liberals have everything to lose. And, this is the same tone that all …
To say Trudeau is speaking that bluntly because he’s on his way out is incorrect. He toes the party line and the Liberals have everything to lose. And, this is the same tone that all of the Canadian diplomats are using, including the foreign minister. They’ve had enough.
Analyzes political motivations and party dynamics, arguing that diplomatic tone reflects genuine institutional position rather than political expediency.
Policy Critique
0.85
@alissawakeman
Mar 4, 2025
Canada blowing smoke. Canada and EU have always charged USA with high tariffs where the USA did not reciprocate. Now we will level the field. Do your research people. Canada needs the USA, USA does …
Canada blowing smoke. Canada and EU have always charged USA with high tariffs where the USA did not reciprocate. Now we will level the field. Do your research people. Canada needs the USA, USA does not need Canada. This can be all solved on tariffs if all countries do reciprocal %'s. Doubt that will happen.
Critiques Canadian tariff policy and argues for reciprocal trade arrangements, comparing Canada-USA economic relationship.
@MarkBrown-uf8ct
Mar 4, 2025
trump not fit for being a leader of united states, he must replace now......
trump not fit for being a leader of united states, he must replace now......
Argues Trump is unfit for leadership and should be replaced, critiquing his suitability for office.
Policy Critique
0.85
@jefersonaguilloso741
Mar 4, 2025
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and …
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and 60’s to bringing in low paying service jobs from the 70’s till now. This decline started 50 years ago
Critiques historical immigration policy decisions and their economic consequences, attributing Canada's economic decline to policy choices.
Dogdays-f3h
Feb 20, 2026
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, …
I miss leaders who can read, use a mature vocabulary, pronounce words correctly, speak clearly in complete sentences and thoughts and without lying in every sentence. He’s a man who knows what he is doing, making clear decisions which benefit his countrymen. Unlike the Felon-in-Chief who is bulldozing all our relationships with allies and, instead, siding with our greatest enemy, Putin.
Critiques leadership quality and decision-making while contrasting Canadian and American leaders, with implicit national identity framing.
@lauriebriggs9705
Mar 4, 2025
This man is a dictator he has closed down Parliament for 3 months , he doesn't like any opposition parties, like Biden, he doesn't talk to reporters, in 4 days he gets kicked out of …
This man is a dictator he has closed down Parliament for 3 months , he doesn't like any opposition parties, like Biden, he doesn't talk to reporters, in 4 days he gets kicked out of parliament , He's just been a disgrace for Canada
Criticizes Trudeau's governance decisions (proroguing Parliament, avoiding opposition) and compares him negatively to Biden.
@nev8365
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)