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
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
Criticizes current government leadership competence by invoking past political messaging and contrasting with 'born here' citizens.
JonathanSchwartz-r4w
Feb 17, 2026
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Criticizes government immigration policy as a 'gong show' driven by political motives and labor exploitation, combining policy critique with economic and demographic concerns.
Hightower613
Feb 17, 2026
How much are you going to and have already spent on studies to Separate our Province, Legal fights to shaft Teachers back to work. You are the problem and anyone who supports you !
How much are you going to and have already spent on studies to Separate our Province, Legal fights to shaft Teachers back to work. You are the problem and anyone who supports you !
Criticizes government spending on separation and legal fights while attacking supporters, framed as policy opposition.
@jamesbelanger9947
Feb 20, 2026
Independence wouldn't pay for your teachers, doctors, nurses and public services your tax payer pay for that. Everyone pay taxes not just Albertains
Independence wouldn't pay for your teachers, doctors, nurses and public services your tax payer pay for that. Everyone pay taxes not just Albertains
Critiques the independence argument by pointing out shared tax-funded public services and challenging the premise that only Albertans pay taxes.
@charlesobrien9431
Feb 20, 2026
Ah Danielle Smith most recent dog whistle, all she has is these distractions because when you look at her actual policy it is her mismanagement that is all she has as a legacy.
Ah Danielle Smith most recent dog whistle, all she has is these distractions because when you look at her actual policy it is her mismanagement that is all she has as a legacy.
Criticizes politician for using divisive rhetoric as distraction from poor policy record and mismanagement.
Policy Critique
0.85
@archforge
Feb 20, 2026
Remove permanent residence programs, only ask for citizens by birth or naturalize after one year as a work permit holder
Remove permanent residence programs, only ask for citizens by birth or naturalize after one year as a work permit holder
Proposes alternative immigration policy approach, critiquing current permanent residence programs.
Policy Critique
0.85
@amanjitduggalcanada
Feb 20, 2026
Alberta is a province. Immigration to Canada is a federal responsibility. If Alberta wants to compete for those workers, they will need to improve public services, and assure workers are paid enough to afford to …
Alberta is a province. Immigration to Canada is a federal responsibility. If Alberta wants to compete for those workers, they will need to improve public services, and assure workers are paid enough to afford to live there. Alberta is an expensive place to live. I know that from experience. Alberta also benefits from the education and investments made by Canada. And Alberta benefits from the pipeline that Justin Trudeau forced through. SO STOP WHINING. AND stop sounding so much like trumpler the king of Kraznovia.
Detailed critique of Alberta's complaints about federal immigration policy, arguing the province has other responsibilities and benefits.
@carltonlarsen
Feb 20, 2026
increase oil royalties. you decreased oil royalties and are surprised we have a deficit?
increase oil royalties. you decreased oil royalties and are surprised we have a deficit?
Commenter critiques the politician's past fiscal decisions regarding oil royalties as the cause of current deficits.
@Xusemeh
Feb 20, 2026
What do you suspect mass immigration equals mass crime my thanks to the liberal government never will I vote for the liberals again. They are ruining Canada . Prices have risen with no end in …
What do you suspect mass immigration equals mass crime my thanks to the liberal government never will I vote for the liberals again. They are ruining Canada . Prices have risen with no end in sight and yet immigration gets housing and money from the government, while seniors get a small pension young people with children are struggling. The government has lost its priorities giving our tax dollars away. Mark Carney is not a politician. He’s a banker. The liberals have to go.
Combines criticism of government immigration policy with economic concerns about housing and pensions, framed as government misallocation of resources.
@heatherstephenson4398
Feb 19, 2026
The federal government needs to be investigated for allowing this into our country !
The federal government needs to be investigated for allowing this into our country !
Demands investigation into government immigration policy with implicit call for accountability.
@Freeburningpapers
Feb 19, 2026
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to …
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to come to Canada they would vote liberal. The liberals wanted to promote their woke, “save the planet” doctrine no matter what the consequences. That way Justin, the self-righteous airhead, could deliver his famous word salad speeches telling people how magnanimous he was opening our doors to every creep, loser, terrorist, thief and freeloader other countries were trying to get rid of. They came by the thousands. We’ll never be rid of them.
Extensive criticism of Liberal immigration policy, combining partisan attack, demographic anxiety, and claims about voter manipulation.
garywagner2466
Feb 19, 2026
300 people only. Thats lax
300 people only. Thats lax
Commenter is critiquing immigration policy as insufficiently restrictive ('lax'), implying the number of immigrants allowed is too high.
Policy Critique
0.85
@systemadmin2051
Feb 19, 2026
LIBERAL IMMIGRATION POLICIES
LIBERAL IMMIGRATION POLICIES
Capitalized phrase criticizing liberal immigration policies as the source of problems.
Policy Critique
0.85
@MattPorter-oy2fx
Feb 18, 2026
The news station itself terrified to suggest that if some stricter immigration laws might help... Even afraid to say that
The news station itself terrified to suggest that if some stricter immigration laws might help... Even afraid to say that
The comment critiques media and institutional reluctance to discuss stricter immigration laws as a potential policy solution.
Policy Critique
0.85
@annmarienew6125
Feb 19, 2026
Canada needs to be much more vigilant in who gets into this country, the legal immigration process is not robust enough and it is too easy to remain illegally. We don’t want to become a …
Canada needs to be much more vigilant in who gets into this country, the legal immigration process is not robust enough and it is too easy to remain illegally. We don’t want to become a harbour for criminal gangs or scammers!
Critiques immigration policy robustness and legal processes while expressing security concerns about criminal gangs and scammers.
cindycreateforlife
Feb 18, 2026
It’s about damn time immigration officers do their damn job. They should’ve started 10 years ago and don’t give them a raise because they haven’t done anything for 10 years and now they’re starting to …
It’s about damn time immigration officers do their damn job. They should’ve started 10 years ago and don’t give them a raise because they haven’t done anything for 10 years and now they’re starting to work they will be looking far a raise. Don’t they dare give them a raise make them do their damn job that they haven’t been doing for 10 years.
Detailed criticism of immigration officers' performance and compensation, arguing they have neglected duties and don't deserve raises.
Policy Critique
0.85
Rob-n5l3p
Feb 18, 2026
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how …
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how Quebec doesn’t really want to be a part of Canada. I am especially against foreign cultures consolidating into one area such as Brampton or Ontario as a whole, Canada is a white country and white people should remain at least 75% of the population or else things start going downhill.
Argues for stricter immigration controls and expresses demographic anxiety about cultural consolidation and racial composition, framed as policy analysis.
joe_mmamaa
Jan 27, 2026
Boy Trudeau made a mess of our immigration system.
Boy Trudeau made a mess of our immigration system.
Direct criticism of Prime Minister Trudeau's management of the immigration system, attributing policy failure to political leadership.
Policy Critique
0.85
Rationalthinker-e6n
Feb 18, 2026
Investigating? Still not going to do anything!
Investigating? Still not going to do anything!
Criticizes government inaction and ineffectiveness in addressing immigration enforcement issues.
Policy Critique
0.85
lucasvidz22
Feb 18, 2026
Like I thought Trudeau really messed things up. For me he was an incompetent goof!
Like I thought Trudeau really messed things up. For me he was an incompetent goof!
Direct criticism of Trudeau's leadership competence and governance record.
Policy Critique
0.85
sparky7915
Feb 18, 2026
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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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