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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 203 of 299
What’s the issue? It’s what liberal voters voted for
What’s the issue? It’s what liberal voters voted for
Critiques immigration policy as a consequence of liberal voter choices, blaming a political group.
georgedesjardins6080 Dec 8, 2025
Trudeau sucks there’s a reason for tariffs
Trudeau sucks there’s a reason for tariffs
Criticizes Trudeau and defends tariff policy as justified response, engaging with government policy debate.
@NixaAsphaltSealcoating Mar 5, 2025
This might be the most racist “investigation “ I’ve seen since our current admin killing women and ICU nurses
This might be the most racist “investigation “ I’ve seen since our current admin killing women and ICU nurses
Criticizes the video/investigation as racist and compares it to harmful government policies, blending critique with moral judgment.
CharlesWeclowski-k3d Jan 28, 2026
You must understand this, Trump is looking for money back by any means no matter what. So that's the reason of his nonsense policy.\nRegarding the drugs, they only talk about pentenyl, but they do not …
You must understand this, Trump is looking for money back by any means no matter what. So that's the reason of his nonsense policy.\nRegarding the drugs, they only talk about pentenyl, but they do not say nothing about cocaine, Opio or marihuana, wonder why?
Critiques Trump's drug policy as selective and financially motivated, with an unverified claim about selective reporting of drug types.
@piedralite Mar 4, 2025
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Attacks government and Liberal party for policy failures, with partisan framing of voter behavior.
krism1815 Jan 20, 2026
We need hard labour as punishment.
We need hard labour as punishment.
Advocates for harsher criminal punishment policy, implicitly critiquing current sentencing approaches.
@rebelcats749 Feb 19, 2026
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
17:42 This is the fookin cream of the 'decent' punjabis. Fookin criminals using the Gurughar as their base. Wtf is the committees doing 😮 SGPC busy filling the donation boxes?
Criticizes institutional governance and accountability of religious/community organizations, with reference to a specific video timestamp.
b8bb8r Feb 26, 2026
Immigration is being reduced by Carney. We’re all good
Immigration is being reduced by Carney. We’re all good
References specific policy action (Carney reducing immigration) and expresses approval, engaging with government immigration policy.
NoBS249 Jan 28, 2026
Tariffs incoming to Canada after seeing loose regulations 😅
Tariffs incoming to Canada after seeing loose regulations 😅
Critiques Canadian regulatory environment in relation to immigration policy, predicting economic consequences.
barbarosozturk Jan 28, 2026
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
All for votes to keep a incompetent government in power and the elbows up idiots fell for it
Criticizes government immigration policy as motivated by electoral politics and accuses voters of being manipulated, framing it as incompetent governance.
TravisBoyd-c4o Feb 27, 2026
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Critiques the video's framing and title while questioning why certain groups are portrayed differently, suggesting media bias in coverage.
NotQuitePersonal Feb 3, 2026
They’ve all been shuffled since sparkle socks were voted in. They are absolutely trash at their jobs
They’ve all been shuffled since sparkle socks were voted in. They are absolutely trash at their jobs
Criticizes government officials' job performance with derogatory language and references to the Prime Minister.
Kyle11011 Feb 27, 2026
The Canadian government is also at fault! Look at our CBSA… 90% of them are born outside Canada and if they get security clearance in their own country then they are fine to come and …
The Canadian government is also at fault! Look at our CBSA… 90% of them are born outside Canada and if they get security clearance in their own country then they are fine to come and work in Canada without Canada looking into it. Many of them can barely speak any English at all. Or French. Our government and the government policies in Canada are a joke.
Criticizes government security clearance procedures and CBSA hiring practices, with unverified claims about language proficiency and hiring percentages.
kennydeck6742 Oct 1, 2025
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership …
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership of a man who is arrogant and wants to do whatever he wants.The United States should not have arrogant leaders destroying its allies.Trump is just a piece of rotten wood that will be melted by water.The United States should not let a piece of wood lead the country..
Argues Canada should diversify economic partnerships and criticizes US leadership under Trump, combining domestic policy critique with international comparison.
@BoreyChulsa Mar 4, 2025
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, lawlessness corruption is extreme on top countries like UK Canada Australia and NZ are making billions out of these so-called students. On top they are getting 19-year-old to 30-year educated healthy young ones to work for them for pittance. Your government knows it very well and they should be blamed for the mess. Wait a few years more
Criticizes government complicity in education fraud and labor exploitation while making unverified claims about systemic corruption.
amcaast Oct 2, 2025
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the …
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the 86% of Canadians that didn’t want Trudeau to ever appear in public as a Canadian (Let alone PM) agree with him… you’ve got to rethink your position.
Commenter criticizes Trudeau's credibility by referencing his party's rejection and citing an unverified statistic (86% of Canadians), using this to delegitimize his current position.
@blinkhornklinkhammer999 Mar 4, 2025
By the way Trudeau nice response on covid, as bad as the democrat ran states
By the way Trudeau nice response on covid, as bad as the democrat ran states
Critiques Trudeau's COVID response by comparing it to Democratic-run U.S. states, blending policy analysis with comparative framing.
@workingman4918 Mar 4, 2025
I guarantee you that a portion of Albertan will vote on these questions without knowing any of the ramification . Also they are written in such a bias way .
I guarantee you that a portion of Albertan will vote on these questions without knowing any of the ramification . Also they are written in such a bias way .
Critiques both voter knowledge and the biased framing of referendum questions, combining skepticism with policy analysis.
@bernardvezina-gagnon24 Feb 20, 2026
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
Criticizes the video creator's factual accuracy and credibility regarding Sikh geography, blending content critique with factual correction.
Ajazwakeel Feb 26, 2026
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. …
Thank God Canada is full of indian people, can you imagine if they all were from any "Peacefull religion" african country. 98% of them are law abiding simple people and same goes for chinese too. BUT I fully agree that Turdeau govt should not have opened the gates for everyone after Covid, Student Visa/legal immigration is a different issue.
Defends Indian and Chinese immigrants as law-abiding while criticizing government immigration policy post-COVID as too permissive.
Naveen_B64 Feb 14, 2026
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Discourse Over Time

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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)