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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
Page 3 of 299
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
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.
dusklvr Jan 11, 2026
It never ceases to amaze me what Trudeau did to our country. None of this was necessary.
It never ceases to amaze me what Trudeau did to our country. None of this was necessary.
Direct criticism of government leadership and immigration policy decisions.
winstonian88 Sep 29, 2025
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
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.
DickBeaudoin-jw6wy Jan 14, 2026
Stop allowing foreign students to come in the back door thru universities .
Stop allowing foreign students to come in the back door thru universities .
Criticizes the policy mechanism of allowing foreign students entry through universities as a loophole.
kathycondello75 Apr 19, 2025
So we got rid of 18000 and added 50000. This government is such a joke.
So we got rid of 18000 and added 50000. This government is such a joke.
Criticizes government policy by comparing deportation numbers to new admissions, expressing disapproval.
beanz23232 Dec 29, 2025
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
Critiques government priorities as profit-driven rather than people-centered, a systemic policy complaint.
Lakeboii70 Aug 26, 2025
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.
derek6044 Jan 14, 2026
I cannot believe that Trump indicated in his speech that Canada sends the US disgusting and dirty food. REALLY. Canada has health inspections on everything. Trump is a liar and makes things up as he …
I cannot believe that Trump indicated in his speech that Canada sends the US disgusting and dirty food. REALLY. Canada has health inspections on everything. Trump is a liar and makes things up as he goes.
Criticizes Trump's statements about Canadian food safety as false and dishonest, challenging his credibility.
@donnawardlaw37 Mar 4, 2025
"Lack of a national strategy". This describes everything the Liberal government does.
"Lack of a national strategy". This describes everything the Liberal government does.
Criticizes the Liberal government's lack of strategic planning across multiple policy areas, using immigration as an example.
jeffjoe7851 Jan 19, 2026
Trump, and GOP agenda: decouple from friends and allies, Align with enemies and dictators.
Trump, and GOP agenda: decouple from friends and allies, Align with enemies and dictators.
Directly critiques Trump and GOP foreign policy agenda regarding alliances and international relations.
@bicqtran Mar 4, 2025
Trudeau started this mess. He is 100% to blame.
Trudeau started this mess. He is 100% to blame.
Blames a specific political leader for immigration policy failures without detailed evidence.
rickboer7715 Dec 17, 2025
Decisions made by politicians and consequences. Irreversible and already too late.
Decisions made by politicians and consequences. Irreversible and already too late.
Brief critique of political decision-making and its irreversible consequences regarding immigration policy.
kymelezeus4409 Aug 26, 2025
This the product of Tirdos polices. Him and his cronies be held accountable .
This the product of Tirdos polices. Him and his cronies be held accountable .
Blames government leadership for policies and calls for accountability.
dukelawrence5830 Sep 28, 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.
user-gn9ip5zu5k Jan 27, 2026
Trumps whole Presidency is based on false pretext. Almost each and every individual policy is based on false pretext.
Trumps whole Presidency is based on false pretext. Almost each and every individual policy is based on false pretext.
Systematic criticism of a political leader's policy foundation and decision-making based on alleged false premises.
@pauldunn5978 Mar 5, 2025
Shame they didn't care about fentanyl when it was killing people off in BC for years before spreading, thousands of people had died. Shame they didn't do anything about the corrupt government that enabled it …
Shame they didn't care about fentanyl when it was killing people off in BC for years before spreading, thousands of people had died. Shame they didn't do anything about the corrupt government that enabled it and the money laundering. Hard to believe they care when so little effort or attention was shown to get the BC government at the time to be accountable. It doesn't help that with our current justice system it's practically a revolving door unless you're screwing over some established monopoly, people who cause real harm are out on the streets in no time. People who accept bribes and allowed the deterioration to occur will never be dealt with and I don't see steps going on to prevent it from happening again. People with the money run the govt and screw us over.
Criticizes government inaction on fentanyl crisis and corruption, arguing inconsistent priorities and systemic failures in accountability.
@Auchtahelweit Mar 4, 2025
Two words.... Justin Trudeau 💩 💩
Two words.... Justin Trudeau 💩 💩
Blames Justin Trudeau and liberal government for immigration problems through dismissive shorthand.
SClarkeJr Aug 27, 2025
A speech by one of the worst presidents in the world.
A speech by one of the worst presidents in the world.
Direct criticism of a political leader's performance and record.
@SamuelObierojr Mar 5, 2025
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Classifier Confidence

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Discourse Over Time

Top 6 discourse types by month — how framing evolves over time

Category Co-occurrence

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Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)