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
I encourage consideration of the fact that demand for fentanyl in the US is high, hence its movement into the country. What efforts have the US government made to dampen this seemingly insatiable demand?
I encourage consideration of the fact that demand for fentanyl in the US is high, hence its movement into the country. What efforts have the US government made to dampen this seemingly insatiable demand?
Critiques US government drug policy by questioning what efforts have been made to reduce fentanyl demand, framed as a comparative policy analysis.
@dreidhere
Mar 4, 2025
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People …
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People are lining up at food banks. We are very poor. Joining the U.S.A is our only way out.
Primarily criticizes the Prime Minister and government policy (food banks, poverty), with secondary identity assertion (Canadian shame) and fear/threat framing (joining USA as escape).
@fatimaalzahra2644
Mar 4, 2025
If you are uneducated and want to relocate to Canada 🇨🇦 please don’t come here. The people of Canada are fatigued with low education immigrants. We need the job’s uneducated immigrant fill to employ our …
If you are uneducated and want to relocate to Canada 🇨🇦 please don’t come here. The people of Canada are fatigued with low education immigrants. We need the job’s uneducated immigrant fill to employ our citizen students do they can get a foot in door.
Criticizes immigration policy regarding education levels and expresses concern about labor market impacts.
T.614-p4g
Feb 12, 2026
Trudeau being a genuine pm? make that make sense
Trudeau being a genuine pm? make that make sense
Sarcastically questions Trudeau's authenticity as a prime minister, critiquing his leadership.
Policy Critique
0.85
@bleachmeout6962
Mar 4, 2025
The American people hired Trump to do exactly what he’s doing. Tired of being the world’s bank. Trudeau DO NOT LECTURE AMERICANS. You need to address your own citizens. You’ve destroyed Canada. You should resign. …
The American people hired Trump to do exactly what he’s doing. Tired of being the world’s bank. Trudeau DO NOT LECTURE AMERICANS. You need to address your own citizens. You’ve destroyed Canada. You should resign. You’re a commie. Just like your daddy Castro.
Primarily critiques Trudeau's policies and governance record while asserting Canadian identity concerns and comparing to American leadership.
@robinphelan1039
Mar 4, 2025
What an amazing display of racial profiling!!
What an amazing display of racial profiling!!
Criticizes government practices (racial profiling) as unjust policy implementation.
jackreacher1132
Feb 12, 2026
It’s what happens when you an erratic president
It’s what happens when you an erratic president
Criticizes presidential leadership and decision-making as erratic and problematic.
Policy Critique
0.85
@showman1438
Mar 4, 2025
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Three Liberal idiots that need to go! Canada has had plenty of time to clean up our pathetic open door immigration and borders. Plus the free drug system killing our people.
Criticizes government immigration and drug policy as failures, with underlying anxiety about societal harm.
@Ruckus73
Mar 4, 2025
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Criticizes trade war policy and attributes responsibility to Trump, rejecting anticipated counter-narratives.
Policy Critique
0.85
@petercholmondeley5083
Mar 4, 2025
What happened to drill baby drill? I have no faith in Trump now, and I think he is a liar. He got money, and he didn't care about the poor.
What happened to drill baby drill? I have no faith in Trump now, and I think he is a liar. He got money, and he didn't care about the poor.
Criticizes Trump's policy promises and broken commitments while invoking moral concerns about neglecting the poor.
@StevenHer-sz1jb
Mar 4, 2025
What about Canadian home builders who never built homes for customers who signed contracts that have been renting for years only to have the home builder request more money from them. Tell me how that …
What about Canadian home builders who never built homes for customers who signed contracts that have been renting for years only to have the home builder request more money from them. Tell me how that makes sense? What about consumer protection agencies? Are home builders immune from the economy? How is the government allowing this because he had a hospital built putting his name on it that it is sustained by property taxes. Who the hell wants this? Who is going to fix the families ruined by this garbage home builder?
Criticizes government regulation and consumer protection failures regarding home builders, framed as questions about accountability and fairness.
@Interesting-r1z
Mar 4, 2025
I don't advocate for human rights violations and false prom, but still timmigration needs to be reduced
I don't advocate for human rights violations and false prom, but still timmigration needs to be reduced
Commenter critiques immigration policy as needing reduction while invoking human rights concerns, blending policy analysis with ethical framing.
thegreatnormad3424
Feb 12, 2026
Unlike other countries, Canada is honest about the saturation that is happening over the time. They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration …
Unlike other countries, Canada is honest about the saturation that is happening over the time.
They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration for some time.
AI Coming, people are loosing jobs.
Rents are increasing etc.
Analyzes immigration policy through concerns about infrastructure capacity, job displacement, and housing costs, grounded in economic and practical reasoning.
vb9950
Feb 12, 2026
Stop taking advantage of the American Tax Payers!
Stop taking advantage of the American Tax Payers!
Criticizes government policy regarding taxpayer burden, though the comment appears misplaced in a Canadian immigration context.
Policy Critique
0.85
@butchbustabade8111
Mar 4, 2025
There is NO divide. Canadians overwhelmingly want less immigration. Only the business elite wants massive levels of immigration because they want cheap foreign labour.
There is NO divide. Canadians overwhelmingly want less immigration. Only the business elite wants massive levels of immigration because they want cheap foreign labour.
Claims public opinion opposes high immigration while attributing the policy to elite business interests seeking cheap labor.
johnfox901
Feb 12, 2026
Trump and his entire baboon administration is a joke and Trump only got elected because promised to lower prices on day 1 and he Has done EVERYTHING except that. TRUMP IS NOT MY PRESIDENT! He …
Trump and his entire baboon administration is a joke and Trump only got elected because promised to lower prices on day 1 and he Has done EVERYTHING except that. TRUMP IS NOT MY PRESIDENT! He is a Complete dumb ass who is hurting our country's place in the world's eyes. Not to mention he is only trying to put as much money in his and his Cronies pockets he is taking food off of the middle classes tables and doing his best to erraticate the middle class completely.. We can't stand for this.
Extensively criticizes Trump's policies, economic impact, and governance while calling for resistance against his administration.
@jackdaddyslim3895
Mar 4, 2025
Lets hope the grandfather clause goes through. I'm all for restricting immigration, but lets not kick everyone out and ruin their lives.
Lets hope the grandfather clause goes through. I'm all for restricting immigration, but lets not kick everyone out and ruin their lives.
Supports immigration restriction while advocating for humane treatment of existing immigrants, balancing policy and ethical concerns.
ceridangauv3955
Feb 11, 2026
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little …
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little north and life will be miserable and unbearable. —- PM Carney is a rational man. The numbers need to be managed. New entrants specially reduced, but I don’t know about those in the country already. It’s like they got hoodwinked.
Analyzes immigration policy implementation, geographic constraints, and the need for managed solutions while acknowledging the plight of existing temporary workers.
hus390
Feb 11, 2026
You chose to lie again to your ow people......after you said you announced resignation. Trudeau is the fraud here.
You chose to lie again to your ow people......after you said you announced resignation. Trudeau is the fraud here.
Accusation of dishonesty and fraud directed at Trudeau's political conduct and statements.
Policy Critique
0.85
@auggiedog3
Mar 4, 2025
Immigration is great when it's done the right way...We we have now is the BAD WAY.
Immigration is great when it's done the right way...We we have now is the BAD WAY.
Argues that while immigration itself is acceptable, the current implementation method is problematic, critiquing how policy is being executed.
Policy Critique
0.85
SylvainGibson
Feb 11, 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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