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
I don’t really understand why we placed tariffs on Canada of all places. Maybe because Trudeau is a corrupt pushover? I don’t think that’s a reason to punish all Canadians, you guys have truly been …
I don’t really understand why we placed tariffs on Canada of all places. Maybe because Trudeau is a corrupt pushover? I don’t think that’s a reason to punish all Canadians, you guys have truly been our greatest ally ~and American Infantry Veteran
Questions the logic of tariffs on Canada while acknowledging historical alliance, includes personal identity marker (veteran).
@business-advice-that-works
Mar 4, 2025
Why is the left against fair trade? Why do you believe that it's okay for other countries to put high tariffs on Americans but we shouldn't do the same, why?
Why is the left against fair trade? Why do you believe that it's okay for other countries to put high tariffs on Americans but we shouldn't do the same, why?
Challenges left-wing trade policy through rhetorical questions about fairness and reciprocal tariffs.
@shhhnowlisten7461
Mar 4, 2025
As a Canadian I say let’s unite. But I also want Trudeau and his government gone as well. He’s super woke, record spending, over taxing, mass migration etc
As a Canadian I say let’s unite. But I also want Trudeau and his government gone as well. He’s super woke, record spending, over taxing, mass migration etc
Critiques Trudeau's policies (woke ideology, spending, taxation, migration) while asserting Canadian identity and desire for unity.
@richardramfire3971
Mar 4, 2025
Trudeau is the biggest slime with low IQ. Trudeau is so good for Canada that he will be voted out so quickly and for good reasons.
Trudeau is the biggest slime with low IQ. Trudeau is so good for Canada that he will be voted out so quickly and for good reasons.
Attacks Trudeau's leadership and governance, calling for his removal through voting, framed as policy/leadership critique.
Policy Critique
0.85
@marcmartinovic5366
Mar 4, 2025
A Trudeau, how come?\n You waited till Trump got in office to act on fentanyl and migrants flooding in usa you don't care. About our country.
A Trudeau, how come?\n You waited till Trump got in office to act on fentanyl and migrants flooding in usa you don't care. About our country.
Criticizes Trudeau for delayed action on fentanyl and migration, implying negligent governance and lack of care for Canada.
@neilyoung3470
Mar 4, 2025
Stop taking advantage of the American Tax Payers!
Stop taking advantage of the American Tax Payers!
Criticizes government policy regarding taxpayer burden, though the comment appears misplaced in a Canadian immigration context.
Policy Critique
0.85
@butchbustabade8111
Mar 4, 2025
Trudeau is an authoritarian and a liar. He will use this as an opportunity to tighten his grip on the throats of Canadians.
Trudeau is an authoritarian and a liar. He will use this as an opportunity to tighten his grip on the throats of Canadians.
Criticizes Trudeau as authoritarian and dishonest, expressing concern he will use crises to expand government control.
@philfromalaska4464
Mar 4, 2025
America is ran by cons, crooks and unqualified now. Smdh ?
America is ran by cons, crooks and unqualified now. Smdh ?
Criticizes U.S. government leadership and competence, comparing it unfavorably to Canada's approach.
@cherylroberts5100
Mar 4, 2025
With a dish, respectful Prime Minister like Justin Trudeau, if I were President Donald J Trump I would immediately double the Tariffs. And I live in Canada. \nIt just shows that on his way out, …
With a dish, respectful Prime Minister like Justin Trudeau, if I were President Donald J Trump I would immediately double the Tariffs. And I live in Canada. \nIt just shows that on his way out, he doesn’t care a bit about any Canadian . They was so many things Justin Trudeau has done in his tender being Prime Minister wrong
Criticizes Trudeau's policies and governance while asserting Canadian identity ('I live in Canada'), framing the speaker as an insider evaluating leadership failures.
@boerbok9125
Mar 4, 2025
Trump and his entire baboon administration is a joke and Trump only got elected because promised to lower prices on day 1 and he Has done EVERYTHING except that. TRUMP IS NOT MY PRESIDENT! He …
Trump and his entire baboon administration is a joke and Trump only got elected because promised to lower prices on day 1 and he Has done EVERYTHING except that. TRUMP IS NOT MY PRESIDENT! He is a Complete dumb ass who is hurting our country's place in the world's eyes. Not to mention he is only trying to put as much money in his and his Cronies pockets he is taking food off of the middle classes tables and doing his best to erraticate the middle class completely.. We can't stand for this.
Extensively criticizes Trump's policies, economic impact, and governance while calling for resistance against his administration.
@jackdaddyslim3895
Mar 4, 2025
You chose to lie again to your ow people......after you said you announced resignation. Trudeau is the fraud here.
You chose to lie again to your ow people......after you said you announced resignation. Trudeau is the fraud here.
Accusation of dishonesty and fraud directed at Trudeau's political conduct and statements.
Policy Critique
0.85
@auggiedog3
Mar 4, 2025
It is quite apparent that bluffs and bullying are not good approaches in dealing with our close allies. We have put the United States in a very shameful standing around the world. I just don't …
It is quite apparent that bluffs and bullying are not good approaches in dealing with our close allies. We have put the United States in a very shameful standing around the world. I just don't know what is exactly we are doing. Our economy is showing decline and we are losing our friends. So what is the expected end game here?
Analyzes Trump's negotiation strategy as ineffective and harmful to US standing, questioning the strategic rationale.
@conradoperdiguerra7242
Mar 4, 2025
This is about china and you all know that. We talked about putting tariffs On Russia and all they did is decide to work together and now the u.S is trying to stop that. And …
This is about china and you all know that. We talked about putting tariffs On Russia and all they did is decide to work together and now the u.S is trying to stop that. And we are citizens are going to pay the brunt of it, not corporations or billionaires.. We as citizens now have to financially fight back against our own government
Critiques government policy on tariffs and trade relations while arguing citizens bear economic costs that corporations avoid.
@harveyross8624
Mar 4, 2025
NOTHING will ever be enough for the Dumb FELON!! HE PLAYS GAMES LIKE A CHILD!!!
NOTHING will ever be enough for the Dumb FELON!! HE PLAYS GAMES LIKE A CHILD!!!
Harsh criticism of Trump's leadership style and decision-making approach.
Policy Critique
0.85
@ltimore451
Mar 4, 2025
Trump is NOT a smart guy. He's a useful idiot for authoritarian regimes across the globe.
Trump is NOT a smart guy. He's a useful idiot for authoritarian regimes across the globe.
Direct criticism of Trump's competence and characterization as a tool for authoritarian regimes, framed as political analysis.
Policy Critique
0.85
@mikegiunta4560
Mar 4, 2025
Canada (and many other countries) spent decades supporting the maintenance of US hegemony. Look what it got us? To a position where we're pretty much greatly dependent on, and at the mercy of the US. …
Canada (and many other countries) spent decades supporting the maintenance of US hegemony. Look what it got us? To a position where we're pretty much greatly dependent on, and at the mercy of the US. We need to invest more in our own country and make our own products. We should also trade with other countries regardless of what the US thinks of those countries. Trump wants Canada to put tariffs on China in the attempt to further impede that country's economic growth so the US will remain the economic hegemony. Never mind that a trade war with China would put Canada in an even worse position. Given the current events, I say we trade with China even more!
Critiques Canadian foreign policy dependence on the US and advocates for alternative trade strategies, with comparative framing of Canada's position relative to US hegemony.
@Earthling3996
Mar 4, 2025
Trudeau, you haven’t resigned yet???
Trudeau, you haven’t resigned yet???
Criticism of Trudeau's continued tenure as prime minister, questioning his resignation.
Policy Critique
0.85
@itsraining5867
Mar 4, 2025
trade more with Europe.
trade more with Europe.
Brief policy suggestion advocating for increased trade with Europe as an alternative direction.
Policy Critique
0.85
@pym75
Mar 4, 2025
Who would think the lying Orange Felon would break the agreement with Canada that he made during his first disastrous term.
Who would think the lying Orange Felon would break the agreement with Canada that he made during his first disastrous term.
Criticizes a political figure for breaking an agreement, with charged language reflecting partisan positioning rather than substantive policy analysis.
@jquade771
Mar 4, 2025
Trump is working for himself not for American people!!!
Trump is working for himself not for American people!!!
Criticism of Trump's leadership and priorities, framed as a policy/governance failure rather than a personal narrative or identity claim.
Policy Critique
0.85
@alainjulot3490
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)