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
Will never happen. The Liberals will never be able to find where these 2.9 million people are. And if the do find any of them, they will not deport them. Creating stricter policies, is just …
Will never happen.
The Liberals will never be able to find where these 2.9 million people are. And if the do find any of them, they will not deport them.
Creating stricter policies, is just "virtue signalling" to pretend they care. In reality they will not be enforcing these policies.
Criticizes government enforcement capacity and accuses Liberals of insincerity, with unsubstantiated claims about non-enforcement.
Sophie-go3ql
Jan 15, 2026
Important to remember conservatives are on record support this shit, none of them have your best interest at heart
Important to remember conservatives are on record support this shit, none of them have your best interest at heart
Critiques both Liberals and Conservatives as equally unsupportive of public interests, offering comparative political analysis without supporting either party.
Policy Critique
0.80
andrewhansen1785
Sep 4, 2025
Trudeau needs to open the dictionary and understand what the word reciprocal means. And so do the idiots here saying they stand with Canada, Mexico, the UK and Europe.
Trudeau needs to open the dictionary and understand what the word reciprocal means. And so do the idiots here saying they stand with Canada, Mexico, the UK and Europe.
Criticizes Trudeau's understanding of trade policy while dismissing supporters of allied nations as 'idiots.'
@hapkane
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
This guy destroy Canada
This guy destroy Canada
Accusation that a political figure is harming Canada through policy decisions, though vague in specifics.
Policy Critique
0.80
@ararmohamed2455
Mar 4, 2025
Canada will have to respond more forcefully, as the US seeks to gain the upper hand in negotiations by hitting its biggest trading partners (Canada and China) first and then threatening other fraternal countries (smaller …
Canada will have to respond more forcefully, as the US seeks to gain the upper hand in negotiations by hitting its biggest trading partners (Canada and China) first and then threatening other fraternal countries (smaller trading partners).
Commenter analyzes US negotiation strategy and advocates for stronger Canadian response, critiquing the policy approach.
@ediekang
Mar 4, 2025
I find it particularly effective that Canada is focusing on red state America. Kentucky alcohol is just one example. Prime Minister Trudeau is also targeting those issues that they can most effectively respond, like electricity …
I find it particularly effective that Canada is focusing on red state America. Kentucky alcohol is just one example. Prime Minister Trudeau is also targeting those issues that they can most effectively respond, like electricity in the norther tier, LNG (shifting to EU). Trump is screwing over our closest and greatest allies, in deference to Putin, a war criminal.
Commenter analyzes Canada's strategic tariff targeting and praises the approach while criticizing Trump's foreign policy, blending policy analysis with moral judgment.
@terrancemoe773
Mar 4, 2025
Crooked govermwnt stealing from Canadians
Crooked govermwnt stealing from Canadians
Accuses government of corruption and theft, combining policy criticism with moral condemnation.
chrisandvanessaricher6710
Jan 12, 2026
Can we get a real leader in Canada? \n\nThey will be back at the negotiating table soon enough.
Can we get a real leader in Canada? \n\nThey will be back at the negotiating table soon enough.
Criticizes current Canadian leadership and implicitly calls for better negotiating leadership.
@_cloudiiskxy_158
Mar 4, 2025
No more Canadian lumber thank God
No more Canadian lumber thank God
Brief criticism of a specific policy outcome (Canadian lumber trade).
Policy Critique
0.80
@AntiMatter1
Mar 4, 2025
Liberal corruption is endless. The mainstream media will continue to publish and support false facts while protecting Liberal optics.
Liberal corruption is endless. The mainstream media will continue to publish and support false facts while protecting Liberal optics.
Attacks government and media credibility with unsubstantiated claims about corruption and false reporting.
SofaMediaYouTube
Jan 15, 2026
When you're turning your country into a socialist Shithole... deflect from your own disaster by attacking the country you've been relying upon to protect you for a century.\n\nPound sand, Little Castro.
When you're turning your country into a socialist Shithole... deflect from your own disaster by attacking the country you've been relying upon to protect you for a century.\n\nPound sand, Little Castro.
Criticizes Canadian government policies as socialist failures while attacking the leader personally and dismissing Canada's position.
@smyth5530
Mar 4, 2025
Says the man who took the trucker’s jobs, the truckers trucks, and their life’s saving accounts.
Says the man who took the trucker’s jobs, the truckers trucks, and their life’s saving accounts.
Criticizes government policy (trucker-related actions) with reference to affected individuals' losses.
@derrickbronson3099
Mar 4, 2025
Trump is treating government like a hotel business.
Trump is treating government like a hotel business.
Critical comparison of Trump's governance style to business management, offering analytical critique.
Policy Critique
0.80
@livewireredb.9953
Mar 4, 2025
There is NO making sense of any of this. Our leadership is simply insane. I apologize for what the administration is doing to you and Mexico, and Ukraine. I wish I didn’t have to live …
There is NO making sense of any of this. Our leadership is simply insane. I apologize for what the administration is doing to you and Mexico, and Ukraine. I wish I didn’t have to live here. I understand your response to this issue.
Criticizes government leadership as 'insane' and expresses moral disapproval of policies affecting multiple countries, with personal distress.
@dorothykovak4900
Mar 4, 2025
Canada needs to close the door for a few years
Canada needs to close the door for a few years
Advocates for a temporary moratorium on immigration as a policy position, framed as a direct call for government action.
GailBurfoot
Aug 30, 2025
He made being a drug addict legal... even encourages it with free injections. But he's done everything to fight drugs?. The only thing he's worked on is destroying Canada more than anyone in its history …
He made being a drug addict legal... even encourages it with free injections. But he's done everything to fight drugs?. The only thing he's worked on is destroying Canada more than anyone in its history and he shouldn't even be allowed to speak on behalf of Canada. He should also never speak the words democracy or dictator since he clearly has them backwards.
Criticizes government drug policy and leadership while making unsubstantiated claims about legalization and encouragement of drug use.
@nothinbeats2wheels
Mar 4, 2025
trump is trying to be isolationist and imperialist; polar opposites in foreign policy
trump is trying to be isolationist and imperialist; polar opposites in foreign policy
Analyzes Trump's foreign policy approach as contradictory isolationism and imperialism.
Policy Critique
0.80
@anna.lullaby
Mar 4, 2025
This guy is a liar. He has zero respect in Canada.
This guy is a liar. He has zero respect in Canada.
A critical statement about Trudeau's credibility and respect within Canada, functioning as political criticism rather than personal narrative.
@UncleBilly171
Mar 4, 2025
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Let's hope they dont fall into the new fast teack list with experience or they'll be fast tracked into citizenship
Expresses concern about fast-tracking immigrants to citizenship, critiquing government immigration procedures as too lenient.
marilynandrews3189
Feb 18, 2026
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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)