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
BC affordable housing used to be a wait of a few months at most, now it takes years, and yes they take people who just walked in to the country. Older Canadians and vulnerable people …
BC affordable housing used to be a wait of a few months at most, now it takes years, and yes they take people who just walked in to the country. Older Canadians and vulnerable people are not a priority. For that there are shelters, which are not homes, at all.
Criticizes immigration policy for prioritizing newcomers over vulnerable Canadians in housing allocation.
lilliansongs-w2d
Feb 18, 2026
People voted for NDP and Liberal Justin Trudeau and now they are complaining, too late, human rights will protect criminals and nothing can be done
People voted for NDP and Liberal Justin Trudeau and now they are complaining, too late, human rights will protect criminals and nothing can be done
Criticizes government policy and voting choices while framing immigration policy as protecting criminals, with implicit us-vs-them framing.
waynec9640
Feb 18, 2026
We need ICE here, CBSA is clearly not doing their job what a shame
We need ICE here, CBSA is clearly not doing their job what a shame
Criticizes CBSA's effectiveness and calls for U.S.-style ICE enforcement in Canada.
BlackDemonBuddha
Feb 18, 2026
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found working change their employers 100000 for each person with out papers
Proposes specific policy changes regarding rejected asylum claimants, deportation, and employer penalties, framed as prescriptive government action.
desrinepeters3456
Feb 23, 2026
Trudeau took the country with the most successful functioning immigration program into this. He has destroyed the public consensus on the topic. It is no longer working as it once did for 30 years before …
Trudeau took the country with the most successful functioning immigration program into this. He has destroyed the public consensus on the topic. It is no longer working as it once did for 30 years before him.
Criticizes current government's immigration policy by comparing it to a previously successful 30-year program, attributing decline to specific leadership.
RT_CA
Feb 23, 2026
Liberals have broke the social contract, we relied on them and they squandered our wealth. Liberals will let the fraud continue, because its cheaper to do nothing then put resources into finding them. They also …
Liberals have broke the social contract, we relied on them and they squandered our wealth. Liberals will let the fraud continue, because its cheaper to do nothing then put resources into finding them. They also don't have the will to tell public sector workers to get to work and find the fraud. Liberals would rather get those asylum claimants towards making voters out of them than do anything to curb the fraud.
Criticizes Liberal government handling of fraud, asylum processing, and public sector accountability while expressing concern about political motivations behind immigration policy.
itchyomalley
Feb 23, 2026
Make it harder for them to work security, uber, truck driving. Inclusive to work only in field of study.
Make it harder for them to work security, uber, truck driving. Inclusive to work only in field of study.
Proposes restrictive policy changes to limit immigrant employment to their field of study, framing it as a regulatory solution.
@shirlandsealy3506
Feb 23, 2026
Trudeau was truly a child. A literal cancer that destroyed this country.
Trudeau was truly a child. A literal cancer that destroyed this country.
Attacks a political leader's governance record, framing it as destructive to the nation.
andyesss8054
Feb 22, 2026
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which …
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which aren't aligned to the needs of the country then need to go back home. It would be a disservice to Canadian's and the students to keep them here.
Argues for selective immigration policy based on labor market alignment and housing needs, critiquing current temporary worker and student visa programs.
leonardoromero8
Feb 22, 2026
Trudeau is arrogant and ignorant… why would anyone listen to this fool
Trudeau is arrogant and ignorant… why would anyone listen to this fool
Criticizes political leadership (Trudeau) and questions their credibility on policy matters, framed as personal attack on competence.
derekorgan3682
Feb 23, 2026
The liberal government will make the criminals new RCMP officers or politicians.
The liberal government will make the criminals new RCMP officers or politicians.
Criticizes government policy by claiming it will elevate criminals to positions of authority, combining policy skepticism with alarmist framing.
vancouverviking4652
Feb 18, 2026
Wow, the conservative party has been saying this for years and you guys are acting like this is some big epiphany that this is happening. Shame on you for not reporting this properly and digging …
Wow, the conservative party has been saying this for years and you guys are acting like this is some big epiphany that this is happening. Shame on you for not reporting this properly and digging into the real issue at hand and that that is 10 years of liberal failure when it comes to immigration policy. Why not try doing some real journalism for once
Criticizes liberal immigration policy failures and media coverage, calling for better journalism and accountability.
@StewKanter
Feb 23, 2026
Just yet another example of how foolish Canadians were in 2015 when they replaced a competent Harper government with a very incompetent Trudeau/Carney government!
Just yet another example of how foolish Canadians were in 2015 when they replaced a competent Harper government with a very incompetent Trudeau/Carney government!
Criticizes the 2015 government change, framing Trudeau's administration as incompetent compared to Harper's.
ChrisAsh-gc9de
Feb 22, 2026
At the beginning, immigrants DID NOT receive citizenship for 10 years. They could NOT be out of Canada for 5 years & were THOROUGHLY vetted, something that changed in 2015 when Trudeau was unfortunately elected!! …
At the beginning, immigrants DID NOT receive citizenship for 10 years. They could NOT be out of Canada for 5 years & were THOROUGHLY vetted, something that changed in 2015 when Trudeau was unfortunately elected!! Canadian citizenship is no longer precious & we have the LIBERALS & LIBERAL VOTERS to blame!!
Criticizes changes to citizenship vetting procedures post-2015, blaming specific political party and voters for policy shifts.
Woolverine25
Feb 23, 2026
Being realistic isn’t being uncharitable. If you bring in so many immigrants that you destroy the very system that supports those immigrants (and all of the citizens of the country) then you are doing far …
Being realistic isn’t being uncharitable. If you bring in so many immigrants that you destroy the very system that supports those immigrants (and all of the citizens of the country) then you are doing far more harm than good!
Critiques immigration policy by arguing excessive immigration harms the social support system, framed as a systemic concern rather than personal animus.
adamhodgson8851
Feb 22, 2026
Nothing new, it has been going on for long time. Back to you, gutless politicians.
Nothing new, it has been going on for long time. Back to you, gutless politicians.
Criticizes government inaction on immigration while calling politicians 'gutless,' expressing frustration with long-standing policy failures.
ivannovotny4552
Feb 18, 2026
This is how ICE should be striving for… NOT arresting random people who don’t look “nativist” enough and risking innocent people’s lives!
This is how ICE should be striving for…
NOT arresting random people who don’t look “nativist” enough and risking innocent people’s lives!
Critiques law enforcement policy (ICE practices) while invoking moral concerns about innocent people's safety.
youngmasterzhi
Feb 18, 2026
The liberals always cause harm to Canadians and the Canadian economy. Every time they get in.
The liberals always cause harm to Canadians and the Canadian economy. Every time they get in.
Blames Liberal government for economic harm to Canadians through their immigration and fiscal policies.
lawerancemorrow8774
Feb 18, 2026
Canada is too lenient and lax. No wonder crime has risen exponentially in the country.
Canada is too lenient and lax. No wonder crime has risen exponentially in the country.
Criticizes Canadian immigration enforcement as too lenient and links it to rising crime rates.
josieima380
Feb 18, 2026
When Canada was successful it was when government was careful with who was allowed in, best of the best and in small numbers. The Liberals destroyed that system and overloaded our infrastructure, increased crime, removed …
When Canada was successful it was when government was careful with who was allowed in, best of the best and in small numbers. The Liberals destroyed that system and overloaded our infrastructure, increased crime, removed jobs for youth, etc.
Criticizes government immigration policy as too permissive, citing infrastructure overload, crime, and job loss as consequences.
robertohoyas8690
Feb 17, 2026
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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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