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
ASKING US TO FIGHT, AFTER DISARMING US. WE WILL NOT FIGHT FOR YOU TRUDEAU! PERIOD!
ASKING US TO FIGHT, AFTER DISARMING US. WE WILL NOT FIGHT FOR YOU TRUDEAU! PERIOD!
Criticizes government policy (disarmament) and refuses to support leadership's request for action, framed as a defiant statement.
@WD_Harris
Mar 4, 2025
Carrying a weapon for self defense reasons is a crime in canada
Carrying a weapon for self defense reasons is a crime in canada
States a factual claim about Canadian law regarding self-defense weapons, critiquing the legal policy framework.
Policy Critique
0.88
travismunro2734
Feb 7, 2026
This is why immigration enforcement is needed
This is why immigration enforcement is needed
Advocates for stricter immigration enforcement as a policy position.
psp785
Jan 27, 2026
Immigrants need to pay into Canadas economy before they take everything. Should be 10 years of paying taxes and not being a burden on society. 10 years before they can get healthcare, before they can …
Immigrants need to pay into Canadas economy before they take everything. Should be 10 years of paying taxes and not being a burden on society. 10 years before they can get healthcare, before they can vote, before they can overwhelm our healthcare system.
Proposes specific policy changes (10-year waiting periods for benefits/voting) framed as preventing economic burden on healthcare and social systems.
BigTuna18
Aug 28, 2025
While Global News provides the stage, Danielle Smith delivers a masterclass in the St. Petersburg playbook, using a $60 oil dip to justify a referendum that reads like a manual for national collapse. It is …
While Global News provides the stage, Danielle Smith delivers a masterclass in the St. Petersburg playbook, using a $60 oil dip to justify a referendum that reads like a manual for national collapse. It is impressive how she pivots from a $10,000 "vacation" at Mar-a-Lago to suddenly worrying about the "sustainability" of the very social services she’s busy undermining with tiered citizenship and constitutional power grabs. Most Canadians are either too polite to say it or too blinded by the flood of compromat to notice, but this isn't provincial leadership; it's a performative libertarian fantasy designed to fracture the federation while the RCMP and CSIS are left watching from the sidelines. Apparently, "taking back control" means handing the keys to whoever is currently whispering in her ear at a Florida golf club. It is high time we stopped pretending this regional arson is "direct democracy" and started calling it the sovereignty-shattering interference that it actually is.
Detailed critique of Premier Smith's immigration referendum as performative politics masking authoritarian power grabs and foreign interference.
@Progressive_Canadian
Feb 20, 2026
Psychotic. I want an election. She’s trying to make us maple maga project 25. She’s driving business away. Maybe Diversify energy, Tax corporations & billionaires & manage royalties to benefit middle class?
Psychotic. I want an election. She’s trying to make us maple maga project 25. She’s driving business away. Maybe Diversify energy, Tax corporations & billionaires & manage royalties to benefit middle class?
Criticizes current leadership and proposes alternative economic policies (corporate taxation, energy diversification, royalty management).
@BLL2026
Feb 20, 2026
BTW, carrying a knife for protection is illegal in Canada. You can only have a knife on you if its a tool. Our laws are bullshit.
BTW, carrying a knife for protection is illegal in Canada. You can only have a knife on you if its a tool. Our laws are bullshit.
Directly criticizes Canadian knife laws as overly restrictive and calls them 'bullshit.'
Policy Critique
0.88
GrahamW
Mar 3, 2026
Thanks to Trudeau and the Liberal party the opioid problem has only gotten worse, and they haven’t done enough to fix it. Their policies on immigration and borders have been way too relaxed, letting things …
Thanks to Trudeau and the Liberal party the opioid problem has only gotten worse, and they haven’t done enough to fix it. Their policies on immigration and borders have been way too relaxed, letting things get out of hand and putting a lot of strain on the system. We need stronger leadership to sort this all out!! Alot of Canadians want an election now!!!!
Systematic criticism of government policies on opioids, immigration, and borders, with implicit call for electoral change.
@user-vn5in3sw9w
Mar 4, 2025
I miss intelligent and well spoken leaders… it’s been 8 years since we’ve had one and there’s at least 4 more to go
I miss intelligent and well spoken leaders… it’s been 8 years since we’ve had one and there’s at least 4 more to go
Criticizes the quality of political leadership over an 8-year period without specific policy details.
Policy Critique
0.88
@jacobwilske5665
Mar 4, 2025
Trump is destroying the US the same as Biden was . Trump is doing it a lot faster .
Trump is destroying the US the same as Biden was . Trump is doing it a lot faster .
Comparative criticism of Trump and Biden's policies, arguing Trump is implementing destructive policies faster.
Policy Critique
0.88
@robertbates3220
Mar 4, 2025
In my opinion, the conduct of certain IRCC agents and management reflects a serious lack of competence and accountability. Their ongoing actions—or in some cases, inaction—may rise beyond mere administrative negligence and could reasonably be …
In my opinion, the conduct of certain IRCC agents and management reflects a serious lack of competence and accountability. Their ongoing actions—or in some cases, inaction—may rise beyond mere administrative negligence and could reasonably be viewed as violations of public trust. It’s my view that they should not only be subject to disciplinary review but also held legally accountable for any misconduct or breaches of duty that have harmed Canadian citizens.
Critiques government agency competence and accountability, arguing for disciplinary and legal consequences for misconduct.
ericf924
Oct 17, 2025
It is insane to implement policies which benefit some while negatively impacting a large sector of the population.
It is insane to implement policies which benefit some while negatively impacting a large sector of the population.
Critiques immigration policies for creating unequal impacts across different population sectors, focusing on policy analysis and fairness concerns.
Policy Critique
0.88
CogedorDeTuzamapan
Feb 14, 2026
The vast majority of Canadians (including the recent immigrants) want less immigration. There is no division at all. The only people who want more immigrants, are greedy businesses who don't want to pay Canadians decent …
The vast majority of Canadians (including the recent immigrants) want less immigration. There is no division at all. The only people who want more immigrants, are greedy businesses who don't want to pay Canadians decent wages.
Critiques immigration policy levels and attributes support for high immigration to business interests seeking wage suppression.
Justaperson717
Feb 11, 2026
Every single problem we have in Canada stems from to many immigrants brought in by the liberals to try and hold forever power. You ignorant liberal voters did this
Every single problem we have in Canada stems from to many immigrants brought in by the liberals to try and hold forever power. You ignorant liberal voters did this
The comment critiques immigration policy as a deliberate political strategy by the Liberal party, blaming immigration for Canada's problems.
bobbuilder6935
Jan 27, 2026
Good Luck with that! I mean, what's new? You've had a tariff on the US forever now. Next time Trudeau, you need to grow a set of balls and speak with the president. Don't address …
Good Luck with that! I mean, what's new? You've had a tariff on the US forever now. Next time Trudeau, you need to grow a set of balls and speak with the president. Don't address the US. Address the president of the United States in person, or at the very least the phone call. Congrats, you just screwed over the Canadian people. So again what's new?
Criticizes Trudeau's handling of tariffs and diplomatic approach, arguing he failed to adequately represent Canadian interests.
@clintbell3574
Mar 4, 2025
Blistering? Trudeau? Hardly. Petulant. Peevish. Snippety. Waspish. A weak argument from a weak leader. Tell me…why won’t Canada pay tariffs equal to what they charge the US? Do they expect an unfair advantage because they’re …
Blistering? Trudeau? Hardly. Petulant. Peevish. Snippety. Waspish. A weak argument from a weak leader. Tell me…why won’t Canada pay tariffs equal to what they charge the US? Do they expect an unfair advantage because they’re ‘less than’?
Criticism of Trudeau's leadership and argument quality, with comparative reference to tariff policy between nations.
@robicog1864
Mar 5, 2025
Canada, and it’s government, are a bunch of woke idiots. It’s like issues such as this they don’t give a shit
Canada, and it’s government, are a bunch of woke idiots. It’s like issues such as this they don’t give a shit
Criticizes Canadian government and its policies as ineffective and ideologically misguided, without specific immigration focus but in immigration context.
Policy Critique
0.88
acourtneyification
Oct 4, 2025
Immigration should be stopped and all illegals deported until this country gets back to some sort of normalcy.
Immigration should be stopped and all illegals deported until this country gets back to some sort of normalcy.
Calls for stopping immigration and deporting undocumented immigrants, framing this as policy criticism tied to national stability.
shaunlitt
Feb 17, 2026
If you didn’t want to see us hurt then why did you ruin our logging industry?
If you didn’t want to see us hurt then why did you ruin our logging industry?
Criticism of government policy regarding the logging industry, framed as a betrayal of public interest.
Policy Critique
0.88
@AntiMatter1
Mar 4, 2025
Maybe you should pay more attention to your own country instead of investing in Ukraine and telling America how to run their business
Maybe you should pay more attention to your own country instead of investing in Ukraine and telling America how to run their business
Criticizes government priorities and resource allocation decisions regarding Ukraine and foreign policy engagement.
Policy Critique
0.88
@winteriscoming5949
Mar 4, 2025
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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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Discourse Quality (Perspective API)