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
Yay! President Trudeau! I wish I didn’t have to live with this crap from this criminal
Yay! President Trudeau! I wish I didn’t have to live with this crap from this criminal
Criticizes the prime minister as a criminal and expresses dissatisfaction with current governance and living conditions.
@frequencyhypnosis8260
Mar 4, 2025
liberals ruined canada
liberals ruined canada
Broad criticism of the Liberal party's governance impact on Canada, blaming them for national decline.
@andrewgauthier1769
Mar 4, 2025
Oh look... The idiot who broke Canada's spirit the past 10 years thinks he's standing up for them now.... ????
Oh look... The idiot who broke Canada's spirit the past 10 years thinks he's standing up for them now.... ????
Criticizes a political leader's past governance while questioning their current credibility, framed as policy failure rather than personal attack alone.
@Tlc1992-e8f
Mar 4, 2025
He keeps listing all the fact and actions taken as if Trump and his supporters ever cared about that. You can't win against them, they are stupid, they are many!
He keeps listing all the fact and actions taken as if Trump and his supporters ever cared about that. You can't win against them, they are stupid, they are many!
Critiques Trump supporters' dismissal of factual arguments while asserting in-group/out-group division based on intelligence.
@doesntMetter1
Mar 4, 2025
Friends don’t ripoff friends, so you should have played fair…liars from the left
Friends don’t ripoff friends, so you should have played fair…liars from the left
Criticizes unfair dealing and dishonesty while framing it as left-vs-right political division.
@mrcountit
Mar 4, 2025
Since we here in the USA created this mess and can't seem to deal with the orange buffoon and his narcissistic nonsense, I think it is up to Canada and Mexico and Europe to try …
Since we here in the USA created this mess and can't seem to deal with the orange buffoon and his narcissistic nonsense, I think it is up to Canada and Mexico and Europe to try reigning him in somehow. I don't think they can succeed, but we can hope. We're barely 6 weeks into this. It's going to be a long 4 years.
Critiques Trump's leadership and appeals to international allies to help constrain his influence, combining criticism with an implicit call for coordinated action.
@GeraldH-ln4dv
Mar 4, 2025
Aligning with Putin? Lord this guy is such a bullshitting clown.
Aligning with Putin? Lord this guy is such a bullshitting clown.
Dismisses the speaker as dishonest regarding alignment with Putin, combining personal attack with policy disagreement.
@Matthew36959
Mar 4, 2025
It is not about fentanyl......He has to give an argument but it is a false item.
It is not about fentanyl......He has to give an argument but it is a false item.
Critiques the fentanyl argument as false pretext for tariffs, questioning the legitimacy of stated policy rationale.
@rigomechelmans7191
Mar 4, 2025
This bih at the WH is DELUSUONAL
This bih at the WH is DELUSUONAL
Critical characterization of a White House official's judgment or competence, framed as delusional.
Policy Critique
0.75
@abundance1232
Mar 4, 2025
Why is he still there Canada…closet allies…you have been robbing us for decades.
Why is he still there Canada…closet allies…you have been robbing us for decades.
Criticizes Trudeau's continued leadership and makes an unsubstantiated claim about decades of exploitation.
@GolfMissouri
Mar 4, 2025
And why you did not do all you are saying now before !
And why you did not do all you are saying now before !
Challenges the credibility of stated commitments by questioning why promised actions weren't implemented earlier.
@franciscotucci5109
Mar 4, 2025
Well spoken. Trump is a fool
Well spoken. Trump is a fool
Praises the speaker while dismissing Trump as foolish, critiquing opposing leadership and policy approach.
Policy Critique
0.75
@peteryan1739
Mar 4, 2025
Stupid Elon musk ideas and president following must stupid I government
Stupid Elon musk ideas and president following must stupid I government
Criticism of Elon Musk's ideas and government following them, though poorly articulated.
Policy Critique
0.75
@arnold83a
Mar 4, 2025
Not a Liberal. Not at all, but I think that every single Canadian politician including Pierre Pollievre believes this. We have no choice
Not a Liberal. Not at all, but I think that every single Canadian politician including Pierre Pollievre believes this. We have no choice
Critiques Canadian politicians across party lines for a shared position on an issue, emphasizing lack of political choice.
@blakenewton7972
Mar 4, 2025
Trudeau comes right on and accuses Trump of siding with Russia. He's just trying to distract from the true problem. Trump is trying to equalize trade between countries and convince American manufacturing companies to comeback …
Trudeau comes right on and accuses Trump of siding with Russia. He's just trying to distract from the true problem. Trump is trying to equalize trade between countries and convince American manufacturing companies to comeback to America and or stay in America. Russia has nothing to do with trading between countries. Don't fall for his misdirection.
Critiques Trudeau's framing of trade issues as misdirection, while making unverified claims about Trump's motives and Russia's irrelevance to trade disputes.
@keithmandeville4953
Mar 4, 2025
Why is this guy still in office. Let him defend his own boarder
Why is this guy still in office. Let him defend his own boarder
Criticizes the subject's fitness for office and questions their policy priorities regarding border defense.
@thaipham2276
Mar 4, 2025
When the solution is that Canada & the US have no border, the problem was never about needing to close the border
When the solution is that Canada & the US have no border, the problem was never about needing to close the border
Analytical critique of border policy logic, suggesting that open borders undermine the rationale for border closure.
Policy Critique
0.75
@ElleListic
Mar 4, 2025
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Criticizes Trudeau's financial management and leadership while using aggressive, incoherent language suggesting confrontational stance.
@RC51SP2_
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
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
Skepticism about stated policy rationale (fentanyl) combined with speculation about hidden motives, mixing critique with unsubstantiated claims.
@Nursing609
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)