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
Search & Filter
Policy Critique
5,980 comments
So, to understand Donald's logic here, in order to reduce the money making on drug gangs, he is increasing costs on normal people ! ?
So, to understand Donald's logic here, in order to reduce the money making on drug gangs, he is increasing costs on normal people ! ?
Critiques the logic and effectiveness of a specific policy approach regarding drug-related tariffs.
Policy Critique
0.90
@omarzaag3924
Mar 4, 2025
Honestly I like Trump because he is anti woke but his economic policies are downright dumb…
Honestly I like Trump because he is anti woke but his economic policies are downright dumb…
Balanced critique acknowledging Trump's appeal on cultural issues while criticizing his economic policies.
Policy Critique
0.90
@kianricharddasilva9575
Mar 4, 2025
Nobody has damaged the Canadian economy and the Canadian people as much as Trudeau himself has done
Nobody has damaged the Canadian economy and the Canadian people as much as Trudeau himself has done
Direct criticism of Trudeau's governance and economic impact on Canada.
Policy Critique
0.90
@wmarczyk1
Mar 4, 2025
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
Directly critiques hiring policies and calls for abolition of the temporary foreign worker program.
Policy Critique
0.90
irishCanadianGuy68
Jan 4, 2026
These new laws dont help 99% of canadians.
These new laws dont help 99% of canadians.
Criticizes the new laws as ineffective for the majority of Canadians, questioning their practical utility.
Policy Critique
0.90
mitch500
Jan 11, 2026
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
Immigration should be 0 until our infrastructure can catch up. It will solve the traffic, job, homelessness crisis.
Immigration should be 0 until our infrastructure can catch up. It will solve the traffic, job, homelessness crisis.
Argues for reducing immigration until infrastructure improves, critiquing current policy while citing economic and social problems.
CanadianLoveKnot
Jan 11, 2026
You have done nothing but destroy Canada you are an idiot
You have done nothing but destroy Canada you are an idiot
Direct criticism of Trudeau's governance record and policy outcomes.
Policy Critique
0.90
@KevinGarrett-x6w
Mar 4, 2025
More laws and more taxes no matter who ya vote for
More laws and more taxes no matter who ya vote for
Expresses cynicism about government policy regardless of which party is in power, criticizing both taxation and legislation.
Policy Critique
0.90
dusklvr
Jan 11, 2026
Too much government. The bigger the government gets the more problems and courupt it becomes.
Too much government.
The bigger the government gets the more problems and courupt it becomes.
Critiques government size and effectiveness as a general principle, arguing larger government leads to corruption and problems.
Policy Critique
0.90
jameswubbolt7787
Feb 18, 2026
All of this is too little ,too late, just trying to buy votes but if you look harder you will see they are still ripping off Canadians,shameful
All of this is too little ,too late, just trying to buy votes but if you look harder you will see they are still ripping off Canadians,shameful
Criticism of government measures as insufficient and motivated by vote-buying, with broader claim of exploitation.
Policy Critique
0.90
DickBeaudoin-jw6wy
Jan 14, 2026
Don't forget the payroll deduction increase that negates the "middle class" tax cut
Don't forget the payroll deduction increase that negates the "middle class" tax cut
Criticism of tax policy claiming payroll deductions offset advertised tax cuts.
Policy Critique
0.90
derek6044
Jan 14, 2026
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao. Brutal policy from the Canadian government.
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao.
Brutal policy from the Canadian government.
Criticizes Canadian government policy for granting permanent residence/citizenship to individuals without English proficiency.
Policy Critique
0.90
user-gn9ip5zu5k
Jan 27, 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
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
trump's trade war against Canada is stoooooopid.
trump's trade war against Canada is stoooooopid.
Directly criticizes Trump's trade policy as foolish, offering evaluative judgment on government action.
Policy Critique
0.90
@truthpopup
Mar 4, 2025
This is the work of the Liberal Government.
This is the work of the Liberal Government.
Directly attributes immigration policy outcomes to the Liberal Government, critiquing government responsibility for the issue.
Policy Critique
0.90
KingDong-v4u
Jan 29, 2026
Trudeau..give your people stimulus checks..Give your people some money..Words are nothing
Trudeau..give your people stimulus checks..Give your people some money..Words are nothing
Criticizes government policy (lack of stimulus checks) and implicitly calls for economic action.
@recreational420wmsd4
Mar 4, 2025
I have next to no faith in Canada's justice system.
I have next to no faith in Canada's justice system.
Direct criticism of Canada's justice system as a policy institution, expressing lack of confidence in its functioning.
Policy Critique
0.90
Volks1970
Feb 18, 2026
Government failure not legal or illegal immigrants or aliens
Government failure not legal or illegal immigrants or aliens
Direct criticism of government policy/failure as the root cause rather than immigrants themselves.
Policy Critique
0.90
Kandav
Jan 27, 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)