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
Canada needs to stop immigration
Canada needs to stop immigration
Direct criticism of Canadian immigration policy, calling for cessation of immigration programs.
Policy Critique
0.90
coachnate5747
Jul 27, 2025
The way to fix this is to have stricter rules stopping these people coming in the first place.
The way to fix this is to have stricter rules stopping these people coming in the first place.
Directly critiques immigration policy and calls for stricter regulations.
Policy Critique
0.90
windatar6351
Dec 24, 2025
Trudeau is a disaster in his own country
Trudeau is a disaster in his own country
Direct criticism of Trudeau's overall performance as prime minister without elaboration.
Policy Critique
0.90
@zothankhuma3945
Mar 4, 2025
Kenny locked us down. Made vaccines mandatory. He’s not Alberta’s friend.
Kenny locked us down. Made vaccines mandatory. He’s not Alberta’s friend.
Criticizes provincial political leader's pandemic and vaccine policies as harmful to citizens' rights and freedoms.
Policy Critique
0.90
kathy8395
Feb 17, 2026
NOW? Should have done that 10years ago!!!!!
NOW? Should have done that 10years ago!!!!!
Criticizes government for delayed action on immigration enforcement, implying policy failure.
Policy Critique
0.90
sj9256
Feb 18, 2026
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Detailed analysis of immigration policy failures and systemic issues including housing, wages, and recruitment practices.
RAGEINGChiken
Jan 28, 2026
Again our government is failing us.
Again our government is failing us.
Direct criticism of government performance and policy failure without specific details.
Policy Critique
0.90
user-iz7zy7rx9t
Oct 23, 2025
Government should try to send them back to their own country you have that rights
Government should try to send them back to their own country you have that rights
Critiques government policy by advocating for deportation of immigrants as a governmental right.
rinivayail1036
Aug 25, 2025
He can grandstand all he wants. You dont keep your word, then your word becomes meaningless.
He can grandstand all he wants. You dont keep your word, then your word becomes meaningless.
Critiques credibility and follow-through on political commitments, questioning the value of rhetoric without action.
Policy Critique
0.90
@Joshua-nt9cc
Mar 4, 2025
I support the Alberta government focusing on unattended provincial responsibilities. This is just pandering and scapegoating their failures by getting you to focus on federal elephants. Do what you can and should be doing instead …
I support the Alberta government focusing on unattended provincial responsibilities. This is just pandering and scapegoating their failures by getting you to focus on federal elephants. Do what you can and should be doing instead of this dog and pony show. Alberta needs attention now!
Criticizes government for scapegoating federal issues instead of addressing provincial responsibilities and failures.
Policy Critique
0.90
@MichaelPaul-TheVisitor
Feb 20, 2026
Just 2 years ago she ran a program called, 'Alberta is Calling.' Smith lobbied the Federal Government to allow *double* the amount of immigrants Alberta could accept. arguing that Alberta’s "economic miracle" required a massive …
Just 2 years ago she ran a program called, 'Alberta is Calling.' Smith lobbied the Federal Government to allow *double* the amount of immigrants Alberta could accept. arguing that Alberta’s "economic miracle" required a massive influx of labor. Ironically this immigration problem is something she lobbied and negotiated with Ottawa for. Her recent shift is just her way to point the finger at someone instead of recognizing her own failures; which created a 6.4 billion dollar deficit.
Detailed critique of political hypocrisy, documenting how a politician previously advocated for increased immigration before reversing position.
Policy Critique
0.90
@Vanderhoekx
Feb 22, 2026
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 minister is harder to listen to than Chrystia "Freeload" was. Paid incompetence on full display!
The immigration minister is harder to listen to than Chrystia "Freeload" was. Paid incompetence on full display!
Criticism of the immigration minister's competence and performance in government role.
Policy Critique
0.90
superfast30
Mar 1, 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
NOT NEARLY ENOUGH
NOT NEARLY ENOUGH
Brief criticism that deportation efforts are inadequate, a policy critique.
Policy Critique
0.90
decentalmonds
Dec 30, 2025
Using a knife in Canada for self defense is illegal
Using a knife in Canada for self defense is illegal
States a factual claim about Canadian self-defense law, critiquing the legal policy.
Policy Critique
0.90
AntiochCarrillo
Jan 27, 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
The US didn't declare a trade war, we didn't want it either. President Trumpski did this all on his own.
The US didn't declare a trade war, we didn't want it either. President Trumpski did this all on his own.
Critiques Trump's trade war policy as unilateral and undesired, analyzing government decision-making.
Policy Critique
0.90
@thomast6741
Mar 4, 2025
This goof ball is raising taxes 20% on april 1. This goof ball is destroying my country more than anyone.
This goof ball is raising taxes 20% on april 1. This goof ball is destroying my country more than anyone.
Criticizes government policy (tax increase) and claims it is destructive to the country.
@jollyjohnathan9524
Mar 4, 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
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)