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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Moral Argument
2,863 comments
As an American, Canada do what you must, this dictator who thinks he’s unstoppable and most powerful, needs to be tolled NO, if we Americans have to deal with higher cost, let it be so …
As an American, Canada do what you must, this dictator who thinks he’s unstoppable and most powerful, needs to be tolled NO, if we Americans have to deal with higher cost, let it be so all of these crazy Dump supporters learn he is unfit for presidency.
Commenter appeals to moral judgment (calling Trump a 'dictator' and 'unfit') while urging Canadians to resist, framed as a matter of principle despite economic cost.
@marymoe712
Mar 4, 2025
Putin is laughing his a** off. This behavior towards Canada is Satanic and evil at its core! Hitler would be proud of trump
Putin is laughing his a** off. This behavior towards Canada is Satanic and evil at its core! Hitler would be proud of trump
Uses extreme moral language ('Satanic and evil') to condemn Trump's treatment of Canada, invoking historical evil comparisons.
@mr.cannon8231
Mar 4, 2025
Fuck that never threaten when you can't back
Fuck that never threaten when you can't back
Warns against making threats without capacity to enforce them, appealing to principles of credibility and responsible conduct.
@naturalsovereign9761
Mar 4, 2025
You Amercians by letting these megalomaniac narcissist Idiots to power are going to suffer the consequences... how dumb you must be to hit your most loyal partners in the back and suck the dicks of …
You Amercians by letting these megalomaniac narcissist Idiots to power are going to suffer the consequences... how dumb you must be to hit your most loyal partners in the back and suck the dicks of your enemy.... oh yes it is enough if you are Trump and Musk.... how did we let things go so wrong... ha yes... because we are to Stupid!
Expresses moral outrage at American political choices and their consequences, with apocalyptic framing about betrayal and stupidity.
@dawnfreedom2024
Mar 4, 2025
THAT GOVERNMENT IS 1 PERSON CALLED TRUMP ?? AND COURTS THAT ALLOW HIM TO RUIN THE U.S ECONOMIC WHILE HE POISONS THEM TO HATE THE BROWN SKIN FOLKS
THAT GOVERNMENT IS 1 PERSON CALLED TRUMP ?? AND COURTS THAT ALLOW HIM TO RUIN THE U.S ECONOMIC WHILE HE POISONS THEM TO HATE THE BROWN SKIN FOLKS
Criticizes Trump and courts for enabling harm to minorities, framing it as a moral/ethical failure with elements of threat perception.
@MaGo-r7x
Mar 4, 2025
Very articulate and intelligent, but still supporting the Zionist. That’s makes him a hypocrite liar full of shiat.
Very articulate and intelligent, but still supporting the Zionist. That’s makes him a hypocrite liar full of shiat.
Accuses the speaker of hypocrisy on moral/ethical grounds regarding Zionism, framed as a values-based critique.
@franks.7271
Mar 4, 2025
Trump and Maga are like any crazy regime, absolutely full of magical thinking and not based in reality. So 2+2 = 6 and if you don’t agree, you hate America. Average Americans are expected to …
Trump and Maga are like any crazy regime, absolutely full of magical thinking and not based in reality. So 2+2 = 6 and if you don’t agree, you hate America. Average Americans are expected to believe that a bunch of billionaires and companies that have been robbing them blind for 40 years will now have their backs because they are actually in government instead of just pulling the strings from the sides. Or because they trigger the right people on the Internet. . I also hate how every leader in the world has to pay some kind of false reverence to Trump even though they all know he’s nuts out of some kind of decorum. Just want somebody with balls to get up and say fuck him and fuck his lunacy. And shove your decorum up your arse because Trump doesn’t have any. It’s about time you realise what you’re dealing with and pull the gloves off. Playing nice and nice and reasonable is only playing into his hands.
Critiques Trump and MAGA as a dangerous regime based on ethical concerns about deception, corruption, and the erosion of democratic norms.
@conors4430
Mar 4, 2025
Palestinians and Ukrainians are the victims and America and europians treated them especialy Palestinians like they're the bad one's !
Palestinians and Ukrainians are the victims and America and europians treated them especialy Palestinians like they're the bad one's !
Appeals to justice and fairness regarding treatment of Palestinians and Ukrainians, framing them as victims.
@SilenceaboutthetruthisamuteDev
Mar 4, 2025
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Appeals to ethical principles of neighborly love and understanding, distinguishing true Americans from Trump's actions.
@KeithHood-i1s
Mar 4, 2025
Trump is not a president but a small child who absolutely wants his own way and therefore only lies all the time, he doesn't care because he is protected and provided for by the state …
Trump is not a president but a small child who absolutely wants his own way and therefore only lies all the time, he doesn't care because he is protected and provided for by the state treasury
Attacks Trump's character and integrity, arguing he is unfit and dishonest, grounded in ethical judgment rather than policy analysis.
@Lakoonia
Mar 4, 2025
How Narcissism of one Person can endanger and destroy a whole population.
How Narcissism of one Person can endanger and destroy a whole population.
Frames leadership as a moral/ethical issue affecting population welfare, with implicit identity framing about national danger.
@newport.
Mar 4, 2025
Trump is a child, not everybody should have the right to vote
Trump is a child, not everybody should have the right to vote
Attacks Trump's character and questions voting rights eligibility based on moral/fitness grounds.
@caliban666
Mar 4, 2025
Trump is dumb. \nHis tariffs are dumb.\nTrump is a horrible person.\nTrump will fail because he is a failure.
Trump is dumb. \nHis tariffs are dumb.\nTrump is a horrible person.\nTrump will fail because he is a failure.
Repeated assertions that Trump is 'dumb,' 'horrible,' and a 'failure' constitute moral/character judgments rather than policy analysis.
Moral Argument
0.75
@stephaniewoods6797
Mar 4, 2025
The next president is going to have to clean up the mess Trump has caused and his little side kick Vance
The next president is going to have to clean up the mess Trump has caused and his little side kick Vance
Characterizes Trump as having caused a 'mess' and criticizes his leadership on ethical/competence grounds.
Moral Argument
0.75
@aprilgilmour7321
Mar 4, 2025
It is so weird to be impressed by normal behaviour and conduct! The felon rapist occupying the White House sure has changed the world. Mind boggling how stupid the US citizens really are for electing …
It is so weird to be impressed by normal behaviour and conduct! The felon rapist occupying the White House sure has changed the world. Mind boggling how stupid the US citizens really are for electing him. USA should truly be renamed: Dumbfuckistan! (Worst of luck to you in the future siding with North Korea, Russia and Hungary.... you know -The shit hole countries).
Makes sweeping moral condemnations of US citizens and leadership, framing the US as morally inferior to allied nations.
@heppo6
Mar 5, 2025
Canada must pay the price of supporting the Demons called ''democrats''.
Canada must pay the price of supporting the Demons called ''democrats''.
Uses dehumanizing language ('Demons') to frame Democrats as morally corrupt, appealing to a moral judgment about political alignment.
@vvaloachi7263
Mar 4, 2025
Intelligent move.
Intelligent move.
Brief endorsement of Canada's tariff response as 'intelligent,' implying moral/strategic approval of the policy decision.
Moral Argument
0.75
@oliviavallin5441
Mar 4, 2025
He's a criminal! A fake! He has no business being at white house, especially elon! He was not elected!
He's a criminal! A fake! He has no business being at white house, especially elon! He was not elected!
Makes moral accusations of criminality and illegitimacy against political figures.
@geminimex1
Mar 4, 2025
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
Personal expression of shame about US administration's corruption and greed, framed as ethical critique of GOP governance.
@ashflash8067
Mar 4, 2025
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
Emotional expression of shame and moral condemnation toward America, framed as dishonest.
@joycewhitney3852
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)