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
Who cares what this grifter thinks? He’s a short-timer who has fucked his country over and now he’s looking to make a splash before the door hits him in the ass on the way out.
Who cares what this grifter thinks? He’s a short-timer who has fucked his country over and now he’s looking to make a splash before the door hits him in the ass on the way out.
Criticizes Trudeau's governance and decisions as harmful to the country.
Policy Critique
0.90
@d0wnboy
Mar 4, 2025
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
These are your tariffs Trudeau not Trumps??- you are nothing but a liar and instigator !!!\n\nMirroring your own self image \nYou’re the issue!\nYou and your playmate Singh!\n\nHell has her mouth wide open with you and …
These are your tariffs Trudeau not Trumps??- you are nothing but a liar and instigator !!!\n\nMirroring your own self image \nYou’re the issue!\nYou and your playmate Singh!\n\nHell has her mouth wide open with you and every Liberal/ NDP on it!!!\n\nYou’re a disgrace to all things true!!!
Harshly criticizes Trudeau and coalition government policies while implicitly calling for political change through inflammatory language.
@mandycote5662
Mar 4, 2025
SMH...shameful leadership. I hear cries of regret!
SMH...shameful leadership. I hear cries of regret!
Brief criticism of government leadership quality and decision-making.
Policy Critique
0.90
@marqmorris8670
Mar 4, 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
you do not stand for any Canadian you lie through your teeth you have not stood for Canada in 9 years
you do not stand for any Canadian you lie through your teeth you have not stood for Canada in 9 years
Direct criticism of PM's record over 9 years, accusing him of not representing Canadians.
Policy Critique
0.90
@franksibbick5811
Mar 4, 2025
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
Come on !!! How many years Canadian tax has been mismanaging?
Come on !!! How many years Canadian tax has been mismanaging?
Criticizes government mismanagement of tax revenue in relation to immigration policy.
Policy Critique
0.90
surasap2552
Jan 16, 2026
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Directly criticizes Trudeau's policies and decisions regarding tariffs and border management with rhetorical questions.
@Boko-u1q
Mar 4, 2025
Not high enough. If you don’t have status you have to go.
Not high enough. If you don’t have status you have to go.
Argues current deportation numbers are insufficient and calls for stricter enforcement against undocumented immigrants.
Policy Critique
0.90
DarkNinja90210
Dec 24, 2025
So we are charging 50% now? Because we were already charging 25%. The US just matched what we were charging. This is beyond stupid.
So we are charging 50% now? Because we were already charging 25%. The US just matched what we were charging. This is beyond stupid.
Critiques tariff policy by presenting factual context (prior 25% rate) to argue the current response is illogical or poorly informed.
Policy Critique
0.90
@jonathanbarnes5569
Mar 4, 2025
IRCC & CBSA are a joke under the Liberal Govt.
IRCC & CBSA are a joke under the Liberal Govt.
Directly criticizes immigration agencies and government performance under Liberal administration.
Policy Critique
0.90
niknikwhosthere
Sep 29, 2025
Hey Trudeau. I don’t believe anything that comes out of your mouth. You have had a decade to improve things and you have done nothing but the complete opposite on purpose. Go away!
Hey Trudeau. I don’t believe anything that comes out of your mouth. You have had a decade to improve things and you have done nothing but the complete opposite on purpose. Go away!
Direct criticism of Trudeau's decade-long record and policy failures, with implicit call for his removal.
@crumber7
Mar 4, 2025
Should be zero immigration until Canadians first problems are corrected
Should be zero immigration until Canadians first problems are corrected
Advocates for zero immigration policy until domestic issues are resolved, framing it as a policy position.
johndeparare3028
Apr 14, 2025
The Liberal government has destroyed Canada.
The Liberal government has destroyed Canada.
Broad criticism of the Liberal government's governance record without specific policy details or evidence.
Policy Critique
0.90
@benjaminrivas5172
Mar 4, 2025
Trudeau destroyed Canada.
Trudeau destroyed Canada.
Blames the Prime Minister for Canada's problems, a broad policy critique without specific details.
Policy Critique
0.90
eyesopen6110
Sep 29, 2025
Canadians. Take my silly advice! \nJUSTIN TRUDEAU AND THE LIBERAL PARTY IS YOUR PROBLEM !!!
Canadians. Take my silly advice! \nJUSTIN TRUDEAU AND THE LIBERAL PARTY IS YOUR PROBLEM !!!
Directly blames Trudeau and the Liberal Party as the problem, framed as critical advice to Canadians.
@Prezzyknowz
Mar 4, 2025
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
Donald is ruining the US.
Donald is ruining the US.
Direct criticism of Trump's impact on the US, a straightforward policy/leadership critique.
Policy Critique
0.90
@annettedreiling3323
Mar 4, 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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