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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 204 of 299
The orange bafoon doesn't have a clue about anything
The orange bafoon doesn't have a clue about anything
Dismissive criticism of Trump's competence and understanding, attacking his ability to govern.
@nickk3085 Mar 4, 2025
Immigration Canada is absolute shit just like the things of the people that are here😅
Immigration Canada is absolute shit just like the things of the people that are here😅
Expresses strong disapproval of Immigration Canada as an institution, with dismissive tone suggesting systemic failure.
vancouverteacherbc Feb 22, 2026
The more people escalate this in the media it brings fear, fear drives actions and many cases like this you are reacting out of emotion instead of logic. Trumps negotiation tactic is working people are …
The more people escalate this in the media it brings fear, fear drives actions and many cases like this you are reacting out of emotion instead of logic. Trumps negotiation tactic is working people are trying to flex and appear strong and backing themselves into a corner. Sit down and negotiate.
Critiques media escalation and emotional reactions while advocating for rational negotiation as an alternative approach.
@dannyohara7166 Mar 4, 2025
Bogus asylum claim was always a way become legal for few years,get SIN,make money,srnt to home country.Asylum claim is in air for 3-4 years because system is overloaded,and after claim rejected you can apply for …
Bogus asylum claim was always a way become legal for few years,get SIN,make money,srnt to home country.Asylum claim is in air for 3-4 years because system is overloaded,and after claim rejected you can apply for humanitarian cause and be legal longer
Critiques asylum system procedures and claims about loopholes, though some assertions lack clear verification and may contain exaggeration.
vstobinski Feb 24, 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
No more piggybacking off US
No more piggybacking off US
Brief critique of Canada's economic dependence on the US, framed as a policy position about national independence.
@Mr.P1983 Mar 4, 2025
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO …
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO INTERNATIONAL STUDENTS! She, like many others in our corrupt liberal gov't.....ARE FILLING THEIR OWN POCKETS while Canada's identity and culture are destroyed. SHE NEEDS TO BE FIRED FOR SELFISH SELF-INTEREST, CORRUPTION AND TREASON!
Alleges corruption and conflict of interest in immigration policy while calling for removal of officials; includes unverified claims about motives.
newlife956 Feb 26, 2026
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for …
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for the tariffs anymore
Criticizes Trump's leadership while making an unverified prediction about tariff removal and policy reversal.
@jorgeromero174 Mar 4, 2025
Black Canadians of African origin (2nd gen) vs non-racialized Canadians, ages 25–54: • High school diploma (or equivalent): Black about 96% vs non-racialized about 94% • Any postsecondary credential: Black about 74% vs non-racialized about …
Black Canadians of African origin (2nd gen) vs non-racialized Canadians, ages 25–54: • High school diploma (or equivalent): Black about 96% vs non-racialized about 94% • Any postsecondary credential: Black about 74% vs non-racialized about 73% • Bachelor’s degree or higher: Black about 48% vs non-racialized about 38% • Women, bachelor’s degree or higher: Black 57% vs non-racialized 41% Source: StatsCan, 2021 Census
Presents statistical data comparing educational attainment between demographic groups, implicitly challenging narratives about immigrant or racialized disadvantage.
Kingfisher100 Jan 29, 2026
This guys are fired if they are working in the private sector,incompetent,no answer in every questions.
This guys are fired if they are working in the private sector,incompetent,no answer in every questions.
Criticizes government officials as incompetent and unable to answer questions about immigration policy.
RectoBangalisan-y7j Sep 30, 2025
As long as he indian manage to boost the city economy, and don't have any conflict with any other cultures then there won't be too much of a problem.
As long as he indian manage to boost the city economy, and don't have any conflict with any other cultures then there won't be too much of a problem.
Conditional acceptance of immigration based on economic contribution and cultural integration, framing concerns about policy outcomes.
PenguinTheTrader Jan 27, 2026
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick …
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick you up.
User critiques smuggling operations and immigration procedures, offering practical information about border crossing alternatives.
johnlooksup9349 Jan 28, 2026
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
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
I am sick of Trump but it teach a moral lessons to a Canadian govt. But many citizens don't get it because the US tariffs did enforce the Canadian govt to secured the borders to …
I am sick of Trump but it teach a moral lessons to a Canadian govt. But many citizens don't get it because the US tariffs did enforce the Canadian govt to secured the borders to save many peoples lives from illegal drugs.
The comment critiques both Trump and Canadian government policy while acknowledging tariffs as a tool to address drug trafficking, mixing policy analysis with moral framing.
@teresitasilvestre Mar 5, 2025
Canada has the stupidest government on the planet. Why are the liberals voting for this insanity? Many of the people from Ontario voted for conservative but they’re out voted by the lying cheating liberal posters.
Canada has the stupidest government on the planet. Why are the liberals voting for this insanity? Many of the people from Ontario voted for conservative but they’re out voted by the lying cheating liberal posters.
Criticizes government policy and political parties while framing it through partisan identity divisions.
edgmeinc401 Feb 27, 2026
if your country is better then go home. go back home and make a living there. stop inflating our economy and welfare. if you immigrant here then you stay here. we should charge immigration tax …
if your country is better then go home. go back home and make a living there. stop inflating our economy and welfare. if you immigrant here then you stay here. we should charge immigration tax from their respective country.
Proposes policy changes (immigration tax, welfare restrictions) and critiques current immigration and economic management.
MouseCIick Jan 27, 2026
I wonder if Trudeau can take that 1.3 billion to stop fentanyl entering the US and invest it back into healthcare and education? Trade war blows my mind. Trump you are an idiot.
I wonder if Trudeau can take that 1.3 billion to stop fentanyl entering the US and invest it back into healthcare and education? Trade war blows my mind. Trump you are an idiot.
Questions government spending priorities and criticizes trade war policy while insulting a political figure.
@66BW Mar 4, 2025
Trump is shaking up the status quo. Wouldn’t be getting Canadian investment in helping at their border without putting pressure on them.
Trump is shaking up the status quo. Wouldn’t be getting Canadian investment in helping at their border without putting pressure on them.
Evaluates Trump's approach as disrupting the status quo and pressuring Canada, presenting a political analysis of policy effectiveness.
@n2ecosystems Mar 4, 2025
As Trudeau has done for the past 9yrs, he puts Canadians last. Even in his pointless speech to North Americans, we're the last to be addressed. Election.
As Trudeau has done for the past 9yrs, he puts Canadians last. Even in his pointless speech to North Americans, we're the last to be addressed. Election.
Criticizes Trudeau's prioritization of non-Canadian interests and implicitly calls for electoral change.
@Spencie_C Mar 4, 2025
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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

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)