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
This is all convicted criminal Trump’s fault! Most Americans are against these tariffs and want Trump and Musk out of our government!
This is all convicted criminal Trump’s fault! Most Americans are against these tariffs and want Trump and Musk out of our government!
Criticizes Trump administration's tariff policies and calls for political change through removal of officials.
@Lora-x6k
Mar 4, 2025
Stock market =/= the economy
Stock market =/= the economy
Brief economic argument challenging the equation of stock market performance with overall economic health.
Policy Critique
0.78
@Pap-yy1xf
Mar 4, 2025
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Critiques the video's framing as inaccurate regarding religious/ethnic distinctions, while making stereotypical claims about Punjabi students.
PoliceBodyCamU.S.A
Jan 27, 2026
Good...its not Cannada's duty to provide employment to exploded population of India.
Good...its not Cannada's duty to provide employment to exploded population of India.
Argues Canada has no obligation to employ immigrants, critiquing policy while implicitly asserting national boundaries and priorities.
SJ-xi3ug
Jan 15, 2026
Why is this liar still there, didn't he suppose to have stepped down!
Why is this liar still there, didn't he suppose to have stepped down!
Comment questions the legitimacy of a political leader's continued tenure, implying criticism of governance and calling for resignation.
@DBCKINGS
Mar 4, 2025
No more piggybacking off US
No more piggybacking off US
Brief critique of Canada's economic dependence on the US, framed as a policy position about national independence.
@Mr.P1983
Mar 4, 2025
closing the barn door after the horse has bolted
closing the barn door after the horse has bolted
Uses idiomatic expression to critique immigration policy as reactive rather than proactive, with sardonic tone.
DontCryAboutIt
Jan 19, 2026
they are giving free food but the homeless don't go ask for food there because they think racially? if food is what they want im sure they will be fed, if its money for whatever …
they are giving free food but the homeless don't go ask for food there because they think racially? if food is what they want im sure they will be fed, if its money for whatever else they want prolly wont get any! Canada just needs to enforce stricter rules and deport illegals and students who can't pay for a year upfront, and fraudulent people/companies etc! Immigrants are good but the scale is not and reverse needs to be done for a while!
Critiques government enforcement and immigration policy scale, advocating for stricter rules and deportations.
oma_gunner
Feb 8, 2026
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for …
Trump sucks....what a shame of a leader. This will not sustain in the long run, and Trump will end up removing it, saying that fentanyl and immigration are controlled, and there is no need for the tariffs anymore
Criticizes Trump's leadership while making an unverified prediction about tariff removal and policy reversal.
@jorgeromero174
Mar 4, 2025
I wonder if Trudeau can take that 1.3 billion to stop fentanyl entering the US and invest it back into healthcare and education? Trade war blows my mind. Trump you are an idiot.
I wonder if Trudeau can take that 1.3 billion to stop fentanyl entering the US and invest it back into healthcare and education? Trade war blows my mind. Trump you are an idiot.
Questions government spending priorities and criticizes trade war policy while insulting a political figure.
@66BW
Mar 4, 2025
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They …
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They should speak English if there's an English person in the room
Critiques language laws and proposes policy change while asserting English-speaker identity and rights in multilingual spaces.
lorrainecollins6686
Aug 25, 2025
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the …
When the guy who was such a god-awful, terrible, idiotic Prime Minister that his own party told him that he was too embarrassing to continue as leader; lights you up for being dumb and the 86% of Canadians that didn’t want Trudeau to ever appear in public as a Canadian (Let alone PM) agree with him… you’ve got to rethink your position.
Commenter criticizes Trudeau's credibility by referencing his party's rejection and citing an unverified statistic (86% of Canadians), using this to delegitimize his current position.
@blinkhornklinkhammer999
Mar 4, 2025
Eat a sausage trudeau the sycophants in the cnn comme t page her are outnumbered. An idiot like you talk down to the american people. Get wrecked bro. Canadians better elect poliveri or your in …
Eat a sausage trudeau the sycophants in the cnn comme t page her are outnumbered. An idiot like you talk down to the american people. Get wrecked bro. Canadians better elect poliveri or your in for a world of bankruptcy.
The comment criticizes Trudeau's policies and governance, urging Canadians to elect Poilievre to avoid economic collapse.
@zacharytrammell3382
Mar 4, 2025
He doesn’t speak for the common Canadian but only for the elite who have tried to undermine the world!!
He doesn’t speak for the common Canadian but only for the elite who have tried to undermine the world!!
Critiques the speaker as not representing common Canadians, suggesting elite-driven policy.
@joshgomez5263
Mar 4, 2025
Trudeau works for the safety of its citizens...hahaha what a liar
Trudeau works for the safety of its citizens...hahaha what a liar
Criticizes Trudeau's government policies with sarcastic tone, questioning the claim that government prioritizes citizen safety.
@Roamingronald
Mar 4, 2025
Trump is shaking up the status quo. Wouldn’t be getting Canadian investment in helping at their border without putting pressure on them.
Trump is shaking up the status quo. Wouldn’t be getting Canadian investment in helping at their border without putting pressure on them.
Evaluates Trump's approach as disrupting the status quo and pressuring Canada, presenting a political analysis of policy effectiveness.
@n2ecosystems
Mar 4, 2025
4.9 million Visa holders, mostly from India! Visa holders are not immigrants.
4.9 million Visa holders, mostly from India! Visa holders are not immigrants.
Critiques government classification of visa holders as immigrants, questioning the accuracy of policy terminology.
RandalSwitzer
Jan 29, 2026
Trump is ruining America with all these bs Tariffs. I hate Trump and all his puppet Republicans.
Trump is ruining America with all these bs Tariffs. I hate Trump and all his puppet Republicans.
Criticizes Trump's tariff policies and expresses opposition to his administration and Republican allies.
@charlenehastings4840
Mar 4, 2025
Immigration is being reduced by Carney. We’re all good
Immigration is being reduced by Carney. We’re all good
References specific policy action (Carney reducing immigration) and expresses approval, engaging with government immigration policy.
Policy Critique
0.78
NoBS249
Jan 28, 2026
He is correct..our government is doing this to us . For Trump's circus act like he's a genius
He is correct..our government is doing this to us . For Trump's circus act like he's a genius
Criticizes government actions while defending Trudeau's response to Trump's policies.
@SteveGambin
Mar 4, 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)