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
Great start. 64% decrease in foreign students is a huge cut and definitely needed. Middle class tax cut is a step in the right direction and the $10 NSF fee is actually a huge underrated …
Great start. 64% decrease in foreign students is a huge cut and definitely needed. Middle class tax cut is a step in the right direction and the $10 NSF fee is actually a huge underrated change. I’ll admit I’ve been in the situation where I forgot which day my bill is coming out and didn’t have my bank account prepared accordingly. Getting slapped with $50+ NSF fees just made it even worse. Nice to see a cap on that now as I felt like companies were abusing it.
Commenter approves of specific policy changes (foreign student cuts, tax cuts, NSF fee caps) and supports them with personal experience.
MidgardGamesTV
Jan 21, 2026
The Alberta Is Calling campaign ran from 2022 to 2023. In 2024 Danielle Smith wrote to Justin Trudeau begging for more immigrants. In 2025 Danielle Smith tried to bring in immigrant workers from the UAE.
The Alberta Is Calling campaign ran from 2022 to 2023. In 2024 Danielle Smith wrote to Justin Trudeau begging for more immigrants. In 2025 Danielle Smith tried to bring in immigrant workers from the UAE.
Documents contradictory policy positions by Danielle Smith across multiple years to highlight inconsistency in immigration stance.
Policy Critique
0.90
@ktechnology9146
Feb 20, 2026
Pipe down Governor Trudeau. All you had to do was secure your border.
Pipe down Governor Trudeau. All you had to do was secure your border.
Directly criticizes Trudeau's border security policy as the primary failure.
Policy Critique
0.90
@RR-od8hu
Mar 4, 2025
??? worthless leader
??? worthless leader
Brief dismissive criticism of a political leader's competence.
Policy Critique
0.90
@inefekt2.O
Mar 4, 2025
Of all the tariffs Canada imposes, Canadians will never see a dime of it and our deficit, will never decrease. Trudeau is the cause for all the taxes and crimes here in Canada. He is …
Of all the tariffs Canada imposes, Canadians will never see a dime of it and our deficit, will never decrease. Trudeau is the cause for all the taxes and crimes here in Canada. He is a moron and money wasting child.
Criticizes government fiscal policy (tariffs, deficit, taxes) and blames leadership, with economic impact concerns.
@robynvan828
Mar 4, 2025
The entire Carney lead Liberal party is absent and clueless!
The entire Carney lead Liberal party is absent and clueless!
Direct criticism of the Liberal party leadership's competence and responsiveness on policy matters.
Policy Critique
0.90
Heisenberg-src
Feb 26, 2026
The immigration system has been broken since the late 1960's. "Betrayal & Deceit: The Politics of Canadian Immigration" ( 2000), by Charles M. Campbell.
The immigration system has been broken since the late 1960's.
"Betrayal & Deceit: The Politics of Canadian Immigration" ( 2000), by Charles M. Campbell.
Cites a historical book to support a long-standing critique of Canadian immigration policy structure and governance.
Policy Critique
0.90
robertbracken606
Feb 17, 2026
Because the Canadian government is incompetent af 🤦🏼♂️
Because the Canadian government is incompetent af 🤦🏼♂️
Direct criticism of Canadian government competence regarding immigration policy implementation.
Policy Critique
0.90
G.Alli1212
Jan 28, 2026
No more immigration for next 20 years. Bring it to the complete halt.
No more immigration for next 20 years. Bring it to the complete halt.
Calls for a complete halt to immigration policy for 20 years.
Policy Critique
0.90
LightOfRyuk
Oct 1, 2025
Every single thing the liberals touched is far worse than it was in 2015.
Every single thing the liberals touched is far worse than it was in 2015.
Directly criticizes Liberal government policies by claiming deterioration since 2015, a comparative policy assessment.
Policy Critique
0.90
andrewgiblin3468
Feb 18, 2026
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
there is not one competent Liberal no matter what position they hold and it starts with PM Carnage
Blanket criticism of Liberal party competence across all positions, with personal attack on the Prime Minister's leadership.
Policy Critique
0.90
BrianLupichuk-tv5mb
Feb 26, 2026
Anyone who is NOT a citizen, who commits a drug or violent crime, should get deported period.
Anyone who is NOT a citizen, who commits a drug or violent crime, should get deported period.
Advocates for mandatory deportation of non-citizens convicted of drug or violent crimes, proposing a specific policy position.
Policy Critique
0.90
deanbusch2727
Feb 18, 2026
Too many immigrants let in at once
Too many immigrants let in at once
Brief criticism of immigration volume and pace of intake.
Policy Critique
0.90
shabadoo24
Sep 21, 2025
It’s not Canada’s immigration minster that’s broken, it’s the party she belongs to that is broken! Very simple really.
It’s not Canada’s immigration minster that’s broken, it’s the party she belongs to that is broken! Very simple really.
Directly critiques the political party and government structure responsible for immigration policy failures.
Policy Critique
0.90
dserrao7188
Feb 26, 2026
Bittersweet that we might not have someone as equipped to deal with this trade war soon. overall disagree with trudeau but he’s handled this well
Bittersweet that we might not have someone as equipped to deal with this trade war soon. overall disagree with trudeau but he’s handled this well
Nuanced critique acknowledging disagreement with Trudeau overall while crediting his handling of trade war negotiations.
Policy Critique
0.90
@rallimb486
Mar 4, 2025
The first problem is that no country has a long range plan: where do they want to be on 20/50/100 years. The basic economic plan is for growth but this is not sustainable. Reduced birth …
The first problem is that no country has a long range plan: where do they want to be on 20/50/100 years. The basic economic plan is for growth but this is not sustainable. Reduced birth rates mean that immigration is needed, if only to reduce the impact of an aging population and to reduce the demands on the young adult population. This should be aimed at getting to a sustainable state but no government is planning for it. They only plan for the current electoral cycle.
Critiques government lack of long-term planning and argues that immigration policy should be tied to sustainable economic goals rather than short-term electoral cycles.
shepherd3522
Feb 11, 2026
You choose to go to a French speaking area so you should learn French. As simple as that
You choose to go to a French speaking area so you should learn French. As simple as that
Critiques immigrant language integration expectations as a policy/social norm in French-speaking regions.
Policy Critique
0.90
gracianomendoza8671
Aug 30, 2025
The U.S. has zero credibility with it's historical allies right now. No country or it's leadership can take the U.S. at it's word in any treaties or trade deals with Donald Trump at the helm. …
The U.S. has zero credibility with it's historical allies right now. No country or it's leadership can take the U.S. at it's word in any treaties or trade deals with Donald Trump at the helm. His word is completely useless. It is pointless to enter into any kind of an agreement with the U.S. under the current administration.
Critique of U.S. credibility and Trump administration's approach to international agreements and alliances.
@IvanJardine
Mar 4, 2025
Temporary immigration is just permanent residency with extra steps. Everyone thought they were promised permanent residency the moment they came in.
Temporary immigration is just permanent residency with extra steps. Everyone thought they were promised permanent residency the moment they came in.
Analyzes government immigration policy structure, arguing temporary programs function as permanent residency pathways.
Policy Critique
0.90
bobfearnley5724
Feb 11, 2026
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Expresses disappointment with Trump's performance and policies, suggesting he has 'lost it,' representing critical analysis of political leadership.
Policy Critique
0.90
@Spector06111
Mar 5, 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)