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
Trudeau is a despicable little shit. He has destroyed Canada
Trudeau is a despicable little shit. He has destroyed Canada
The comment harshly criticizes Trudeau and his governance record, making a broad negative assessment of his impact on Canada.
Policy Critique
0.88
@johnroberts8642
Mar 4, 2025
Justin was being too generous. Donny is a moron straight across the board. A certified cretin.
Justin was being too generous. Donny is a moron straight across the board. A certified cretin.
Criticizes Trudeau's generosity as excessive while insulting Trump with derogatory language.
Policy Critique
0.88
@chapachuu
Mar 4, 2025
Trump has massively overgambled. He’s fucked now, entire world has turned on you.
Trump has massively overgambled. He’s fucked now, entire world has turned on you.
Critiques Trump's negotiating strategy as overreaching and counterproductive, claiming it has isolated the U.S. internationally.
Policy Critique
0.88
@leonardjohnny67
Mar 4, 2025
That is barely a reduction in the permanent resident quota at all. It’s still way too many to absorb. It should be at most a third of that.
That is barely a reduction in the permanent resident quota at all. It’s still way too many to absorb. It should be at most a third of that.
Directly critiques the adequacy of the government's immigration reduction, arguing quotas remain too high.
Policy Critique
0.88
JBrierley02
Jan 4, 2026
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
Thanks to J T 8 years as prime minister. We are suffering his mess he left here.
Thanks to J T 8 years as prime minister. We are suffering his mess he left here.
Blames the Prime Minister for current problems, critiquing his governance and legacy.
Policy Critique
0.88
GbotoesNet
Oct 11, 2025
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Criticizes current immigration enforcement and legal practices, calling for deportations and legal action against consultants.
Centurio-LegioX-Equestris
Dec 24, 2025
They need to be fired ....allll of em , they suck at their jobs
They need to be fired ....allll of em , they suck at their jobs
Criticizes government officials' job performance and calls for their removal.
Policy Critique
0.88
inthebreeeze
Nov 21, 2025
Trump is a bully
Trump is a bully
Brief characterization of Trump's behavior as bullying, a direct critique of his conduct and leadership style.
Policy Critique
0.88
@eyh8erc
Mar 5, 2025
Not enough being deported and still way too many being let in.
Not enough being deported and still way too many being let in.
Criticizes both insufficient deportations and excessive immigration admissions, expressing dissatisfaction with current policy balance.
Policy Critique
0.88
cherylwright5540
Dec 26, 2025
I absolutely loathe Justin Trudeau and the immeasurable damage that he has done to my country over the past ten years. That said, he's 100% correct here.
I absolutely loathe Justin Trudeau and the immeasurable damage that he has done to my country over the past ten years. That said, he's 100% correct here.
Criticizes Trudeau's overall governance while acknowledging agreement on a specific policy decision.
@whispers1979
Mar 4, 2025
What a disgrace these people do not know where these students are
What a disgrace these people do not know where these students are
Expresses disapproval of government's inability to track missing students, criticizing institutional competence.
Policy Critique
0.88
dhirenpydiah9912
Sep 29, 2025
America's economy was a juggernaut the day before Trump and his greedy band of thieves took over, and our strength was in our alliances with Canada, Mexico, and Europe. Our moral strength was in our …
America's economy was a juggernaut the day before Trump and his greedy band of thieves took over, and our strength was in our alliances with Canada, Mexico, and Europe. Our moral strength was in our unwavering support of Ukraine and opposition to Russia. In barely a month Trump has undermined and destroyed all the trust previous administrations (aside from his own) had built. By trying to rob our allies blind and turn the US into a kleptocracy, Trump is destroying the economy and our standing in the world at record pace. Maybe irreversibly.
Detailed critique of Trump administration policies regarding alliances, Ukraine, and economic/moral standing, with implicit comparison to previous administrations.
@saintsataniko2116
Mar 4, 2025
end the carbon tax trudeau or you're worse than trump!
end the carbon tax trudeau or you're worse than trump!
Criticizes carbon tax policy and implicitly calls for its removal through demand directed at Trudeau.
@bradofsaa
Mar 4, 2025
As a Canadian, there are lots of issues I disagree on when it comes to our PM, but he bodied this speech.
As a Canadian, there are lots of issues I disagree on when it comes to our PM, but he bodied this speech.
Canadian commenter expresses general disagreement with PM's policies while praising this specific speech performance.
@FlipStar26
Mar 4, 2025
Because the liberals allow it. Corporations love the influx of cheap disposable labor. Best part is that so many people have this idea that voting liberal is voting for The Good Guys. Feels so good …
Because the liberals allow it. Corporations love the influx of cheap disposable labor. Best part is that so many people have this idea that voting liberal is voting for The Good Guys. Feels so good to virtue signal and then complain how you struggle to feed your kids while corporations have been making record profits year after year.
Criticizes liberal government policy on immigration while framing it as economically motivated by corporate interests in cheap labor.
Nebzz
Jan 27, 2026
This is irrelevant as even if the government decides to act and remove them, Which, given their ideology is highly unlikely. The courts will over-rule them and decide the illegals have more rights to stay …
This is irrelevant as even if the government decides to act and remove them, Which, given their ideology is highly unlikely. The courts will over-rule them and decide the illegals have more rights to stay than Canadians have rights to defend the country and deport them.
Critiques government inaction and judicial decisions on immigration enforcement, expressing concern about legal outcomes.
phillipdavies6548
Jan 16, 2026
I have literally heard these same words for all of my life and nothing ever changes why would anyone think it will now doesn’t make sense to keep jabbering bout the same shit you ain’t …
I have literally heard these same words for all of my life and nothing ever changes why would anyone think it will now doesn’t make sense to keep jabbering bout the same shit you ain’t even fixing?
Commenter criticizes government for repeating rhetoric without implementing actual policy changes.
Policy Critique
0.88
@Thatheathennerd
Mar 4, 2025
The Liberals have DESTROYED this country.
The Liberals have DESTROYED this country.
Directly criticizes government (Liberal party) policy as destructive to the country, attributing national problems to political leadership.
Policy Critique
0.88
Zeromus5555
Jan 27, 2026
Sad thing about this video is that it solely puts all the blame on the immigrants and misses the big picture. Who let them in , for what purpose? Why not start with the liberal …
Sad thing about this video is that it solely puts all the blame on the immigrants and misses the big picture. Who let them in , for what purpose? Why not start with the liberal cabal of this nation? Why does Canada have a failed immigration system?
Critiques government policy and the immigration system, questioning decision-makers and systemic failures rather than blaming immigrants.
Policy Critique
0.88
statickk14
Aug 26, 2025
Compare Videos
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)