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
Ya we not paying for them anymore
Ya we not paying for them anymore
Cryptic statement suggesting opposition to government spending or support for immigrants, critiquing policy direction.
Policy Critique
0.75
@WestKenny-l5i
Mar 4, 2025
Sorry but I disagree with Trudeau. The word Smart is never associated with Trump. Only words like stupid, dumb, bully, racist and narcissistic described him.
Sorry but I disagree with Trudeau. The word Smart is never associated with Trump. Only words like stupid, dumb, bully, racist and narcissistic described him.
Commenter disagrees with Trudeau's characterization of Trump, offering critical commentary on political figures and their descriptions.
Policy Critique
0.75
@siewgantan7202
Mar 4, 2025
Trudeau a true puppet of Macron - need to start aiding policiies that supports America than EU
Trudeau a true puppet of Macron - need to start aiding policiies that supports America than EU
Criticizes Trudeau's policy alignment with EU over US, framing it as problematic governance while comparing Canada's international positioning.
@nrajeshbabu5
Mar 4, 2025
Incorrect! Our moronic president and his goons launched a trade war.
Incorrect! Our moronic president and his goons launched a trade war.
Critiques Trump administration's trade war policy while using inflammatory language ('moronic president').
@abaddon181
Mar 4, 2025
Please understand.. thats a Nice Speach, at least it would be if he actually meant any of it, understand hes a Compulsive Liar and rarely if ever, does anything he states, usually its the exact …
Please understand.. thats a Nice Speach, at least it would be if he actually meant any of it, understand hes a Compulsive Liar and rarely if ever, does anything he states, usually its the exact opposite in fact... a whole lot of blee bla bla blee blee... a** h*** .... in my opinion
Criticizes a political figure as dishonest and ineffective, with unsubstantiated claims about compulsive lying and broken promises.
@blableebleebla
Mar 4, 2025
Didn’t this guy destroy Canada lol
Didn’t this guy destroy Canada lol
Questions the effectiveness or impact of a political leader's policies on Canada.
Policy Critique
0.75
@YouzaFugazi
Mar 4, 2025
This is because Trump is brainwashed by Musk who doesn't care for American.
This is because Trump is brainwashed by Musk who doesn't care for American.
Critiques Trump's policies by attributing them to Musk's influence, presenting an unverified causal claim.
@tslavens3092
Mar 4, 2025
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Accuses Trudeau of dishonesty regarding tariffs; combines policy critique with an unsubstantiated claim about historical tariffs.
@Htown156
Mar 4, 2025
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Criticizes Canadian border security as corrupt and incompetent without providing evidence, attributing fentanyl flow to systemic failure.
@richsage3235
Mar 4, 2025
What does anyone expect DT is the dumbest president in 250 yrs of A Democratc Republic!
What does anyone expect DT is the dumbest president in 250 yrs of A Democratc Republic!
Criticizes Trump's presidential performance and competence, framing him as historically incompetent.
@cathydeanne597
Mar 4, 2025
What happened to “no wars”? Now we’re in active trade wars? Wild. This is all because we didn’t want an Indian/African American woman in office.
What happened to “no wars”? Now we’re in active trade wars? Wild. This is all because we didn’t want an Indian/African American woman in office.
Critiques trade war policy while making an identity-based claim about electoral motivations.
@youraverageblackgirl4621
Mar 4, 2025
Man this sounds like propaganda
Man this sounds like propaganda
Dismisses the content as propaganda, implying criticism of the messaging or framing presented.
Policy Critique
0.75
@OfSunFlowers
Mar 4, 2025
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Challenges government tariff policy by questioning inconsistent application, implying selective enforcement is unfair or illogical.
@BB-il3rd
Mar 4, 2025
Trudeau you broke Canada, also not only Fyntenal but a 200 Billion$$$ Deficit between United states and Canada that you are freaked out your going to loose.
Trudeau you broke Canada, also not only Fyntenal but a 200 Billion$$$ Deficit between United states and Canada that you are freaked out your going to loose.
Blames Trudeau for Canada's problems and cites specific figures (200 billion deficit, fentanyl) without evidence, combining policy criticism with unsubstantiated claims.
@hsakldjfhd
Mar 4, 2025
Trump betrays everybody eventually, even his own wife and supporters.
Trump betrays everybody eventually, even his own wife and supporters.
Criticizes Trump's character and reliability, framed as a critique of his leadership and trustworthiness.
Policy Critique
0.75
@Knapweed
Mar 4, 2025
Maybe Canada should say thank you for the trade and the US regime would be happy..
Maybe Canada should say thank you for the trade and the US regime would be happy..
Suggests Canadian policy adjustment regarding US trade relations, implying criticism of current approach while comparing bilateral dynamics.
@zzguyy9421
Mar 4, 2025
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Criticizes a political figure's governance approach while making unsubstantiated claims about conspiracy theories.
@PukemoMaalat-alat
Mar 4, 2025
Why haven’t you acted before Trudeau? Why now? It’s too late. Many of Americans died because of the fentanyl that your country poured in to the US.
Why haven’t you acted before Trudeau? Why now? It’s too late. Many of Americans died because of the fentanyl that your country poured in to the US.
Criticizes government inaction on fentanyl while making an unverified claim that Canada 'poured' fentanyl into the US.
@NickNguyen172
Mar 5, 2025
We know he is dumb as dirt !! As are those in the government who bow down to his every demand. He is a scourge on this country as I have never seen before in …
We know he is dumb as dirt !! As are those in the government who bow down to his every demand. He is a scourge on this country as I have never seen before in my 68 years. How do we get rid of him and the others in Congress who are no longer serving this great country??
Criticizes Trump and government officials for poor governance, then seeks advice on removing them from power.
@GoodStuffForeverMore
Mar 4, 2025
Let’s face it, these tariffs have nothing to do with drugs or immigration, they are only meant to force Trumps delusion of Canada becoming the 51st state.
Let’s face it, these tariffs have nothing to do with drugs or immigration, they are only meant to force Trumps delusion of Canada becoming the 51st state.
Critiques tariff policy and makes an unsubstantiated claim about Trump's territorial ambitions.
@whr1964s
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)