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 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
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the …
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the past. Trump isn't going to let Canada and Ukraine use America anymore.
Critiques Trump's tariff policies by comparing them to Canada's past tariff practices.
@richardgodwin4198
Mar 4, 2025
not our gov't, our people voted for this, he missed that part
not our gov't, our people voted for this, he missed that part
Points out that the government reflects the people's democratic choice, critiquing the framing of the issue.
Policy Critique
0.75
@bassethoundguy3545
Mar 4, 2025
Remind me again why Trudeau was forced to resign? Even NY Times investigative journalists recently explained how NAFTA worked against US interests and killed so much of our industry decades ago; almost the opposite of …
Remind me again why Trudeau was forced to resign? Even NY Times investigative journalists recently explained how NAFTA worked against US interests and killed so much of our industry decades ago; almost the opposite of what was intended. Trade needs to be reformed across the board. It's also insulting the way other world leaders are now speaking directly to the American Public and lying to them as if they have our best interest in mind. World leaders are elected to defend the interests of their own people, many times they just look out for their own personal interest, but they are definitely not looking out for American interest. It is up to us. The world stage is a complicated transaction of this for that. That's life. Have you all forgot playing United Nations in high school? Trade needs to be renegotiated from significantly benefiting every other country but USA. Trump is trying to do that.
Critiques trade policy (NAFTA) and international relations, arguing for renegotiation to prioritize American economic interests over other nations.
@jamesmaggard1710
Mar 4, 2025
Trudeau is a clown
Trudeau is a clown
Dismissive characterization of a political leader, expressing disapproval of leadership.
Policy Critique
0.75
@someone12-2
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
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Donald Trumps only success EVER was playing a TV boss on the Apprentice. He literally claimed bankruptcy in all his personal businesses.\nWhat could go wrong? Somehow 70 million feeble minded Americans fell for this con-man.
Critiques Trump's competence and business record while making specific factual claims about bankruptcies and voter demographics.
@hankhardigan3867
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
#Fdjt Fentanyl is an excuse!
#Fdjt Fentanyl is an excuse!
Dismisses fentanyl as a justification for border policy, critiquing the government's framing of the issue.
Policy Critique
0.75
@amun3
Mar 4, 2025
We have no military because of this clown. Can't even meet a 2% defense budget but we sure can fund other countries. This party has never met any targets they promised. It just goes on …
We have no military because of this clown. Can't even meet a 2% defense budget but we sure can fund other countries. This party has never met any targets they promised. It just goes on and on. The Liberals caused all this shit and it took Trump to kick Trudeau in the ass to get anything done. Terrorists, super drug labs, burning our flag, violent protests. Trudeau caused ALL of this.
Criticizes government policy on defense spending and immigration while making unsubstantiated causal claims ('Trudeau caused ALL of this') linking policy to social problems.
@lencallan7957
Mar 4, 2025
We would not be in this mess if America elected an actual businessperson (Mitt Romney). Instead they chose an actor who played a businessperson on TV.
We would not be in this mess if America elected an actual businessperson (Mitt Romney). Instead they chose an actor who played a businessperson on TV.
Critiques a political choice by comparing candidates and their qualifications, with implicit criticism of the elected leader's background.
@DiggarJones
Mar 4, 2025
Resign already little Castro
Resign already little Castro
Calls for resignation while using a derogatory comparison to undermine the leader's legitimacy.
@johnpalmieri
Mar 4, 2025
Trump is such an idiot, and so are his followers. They are going to pay for this, not the Canadian government. Despite Trump and his clowns say it's not. Another one of their lies.
Trump is such an idiot, and so are his followers. They are going to pay for this, not the Canadian government. Despite Trump and his clowns say it's not. Another one of their lies.
Criticizes Trump's policies and statements as lies, with an unverified claim about economic consequences, framed as political critique rather than substantive policy analysis.
@michaeldegroot7550
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
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
OK for you to sell your shit here but yet you don’t allow us to sell our stuff there piss on you. That’s my opinion. I love Canadians but it has to stop and it’s …
OK for you to sell your shit here but yet you don’t allow us to sell our stuff there piss on you. That’s my opinion. I love Canadians but it has to stop and it’s going to. He is not aligning his self with Russia that is a lie watch what you say\nAnd furthermore, you can speak to the American people all you want. We follow our president and don’t threaten us. You’re on your way out the door anyway we will not forget what you did to the truck driver you’re a political pig.\nyou need are 9:02 money we don’t need yours
Criticism of trade imbalance between US and Canada, combined with nationalist framing and personal attacks on Trudeau.
@markmenz2287
Mar 4, 2025
The only thing I think I'd disagree with here is Trudeau calling Trump a smart man. I know he's trying to appeal to his vanity, but it still feels icky.
The only thing I think I'd disagree with here is Trudeau calling Trump a smart man. I know he's trying to appeal to his vanity, but it still feels icky.
Critiques Trudeau's diplomatic strategy of appealing to Trump's vanity as ethically questionable political behavior.
@aliciaflinchum6511
Mar 4, 2025
Prime Minister Trudeau was more than polite and kind. As he knows, Trump is not intelligent, and a pathological liar, wannabe dictator, narcissistic fascist and poor businessman to boot. Trump has bullied, threatened and failed …
Prime Minister Trudeau was more than polite and kind. As he knows, Trump is not intelligent, and a pathological liar, wannabe dictator, narcissistic fascist and poor businessman to boot. Trump has bullied, threatened and failed to pay thousands of tradesmen and contractors that have worked for him and wishes to hurt them further by extending and increasing tax cuts to individuals and institutions that have not paid their fair share of taxes and social security since the Reagan years. The allegations that Trump has laundered money for Russian oligarchs since his association with Deutsche Bank began are substantial and should be investigated.
Primarily critiques Trump's character and policies while including unverified allegations about money laundering that lack substantiation.
@SamOgilvieJr
Mar 4, 2025
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s …
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s spewing, he’s no better than a progressive liberal.
Criticizes government communication tactics as fear-mongering while asserting American identity and political allegiance.
@bonniegoodwin234
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)