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
don't kill for peace just talk for peace thats wat trump those
don't kill for peace just talk for peace thats wat trump those
Appeals to ethical principle that dialogue is preferable to violence, though the comment is somewhat incoherent.
Moral Argument
0.75
@donnyvandijk4682
Mar 4, 2025
What a shame it should come to this, Trump and his puppets will get there comeuppance
What a shame it should come to this, Trump and his puppets will get there comeuppance
Appeals to justice/karma that Trump and associates will face consequences for their actions.
@christopherparcell6574
Mar 4, 2025
trump is going to run america into the ground just like his casinos
trump is going to run america into the ground just like his casinos
Criticizes Trump's competence and judgment through a moral lens (comparing him to failed business ventures), expressing concern about his leadership.
@damage6836
Mar 4, 2025
That's what Narcissists do! They talk bullshit about everyone else to gaslight you until you have no friends are you are suspicious of everything and everyone that would tell you how messed up the Narc …
That's what Narcissists do! They talk bullshit about everyone else to gaslight you until you have no friends are you are suspicious of everything and everyone that would tell you how messed up the Narc Psychopath is.
Uses psychological analysis to critique narcissistic behavior as morally wrong and socially destructive.
@blackboxgoddess8747
Mar 4, 2025
The best explanation for why Trump has taken this disastrous direction, is that he admires the power of dictators, and sees himself in this light. Dictators always self sabotage eventually.
The best explanation for why Trump has taken this disastrous direction, is that he admires the power of dictators, and sees himself in this light. Dictators always self sabotage eventually.
Frames political behavior through moral lens of authoritarianism and self-sabotage, appealing to ethical concerns about dictatorial power.
@chrisrolandsoundbath
Mar 4, 2025
Dumbass Donald has never been concerned about anyone or anything but himself. He knows nothing and he IS nothing! \nHe is nothing but a creation of his father Fred Trump and the evil Roy Cohn. …
Dumbass Donald has never been concerned about anyone or anything but himself. He knows nothing and he IS nothing! \nHe is nothing but a creation of his father Fred Trump and the evil Roy Cohn. He squeaked in with less than two percent \nof the vote. If Wolf Blitzer is from Buffalo NY he should come up to Ottawa and see for himself. Its nice this time of year!
Makes ethical character attacks on Trump while including unverified claims about election margins and biographical details.
@michaelrmurphy2734
Mar 4, 2025
Thank God there are still real statesmen left\nI feel so sorry for the American folks
Thank God there are still real statesmen left\nI feel so sorry for the American folks
Appeals to ethical principle of 'real statesmanship' while expressing empathy for Americans.
@richardbird900
Mar 4, 2025
Donald will never understand that this is how adults talk. Dumpy Don is a vulgarian, a traitor to his country, and a Russian asset. We the American People are so very screwed. The stock market …
Donald will never understand that this is how adults talk. Dumpy Don is a vulgarian, a traitor to his country, and a Russian asset. We the American People are so very screwed. The stock market is plunging. Inflation is up. This is what Dumpy Don has given us. Are we winning yet?
Harsh moral critique of Trump as a traitor and Russian asset, combined with expressions of economic anxiety and national distress.
@DorothyPotterSnyder
Mar 4, 2025
What an outstanding leader Justin Trudeau is….and has been on the world stage and at home for many years. I hope he does not step down from politics or not seek re election as Leader …
What an outstanding leader Justin Trudeau is….and has been on the world stage and at home for many years. I hope he does not step down from politics or not seek re election as Leader and withdraws his resignation letter. This action s exactly what Trump needs to hear and bring him down to earth but then Trump is a puppet for Maga and Putin. Trump had no real brain it is others leading him along and he is too stupid to see that the King is not wearing clothes. Trudeau has spelt it out with clarity.
Praises Trudeau's moral leadership and ethical stance against Trump, framing it as a matter of principle and clarity.
@marilynevans9210
Mar 4, 2025
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre …
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre gastando dinheiro e energia pra combater seus próprios fantasmas.
Critique of North American foreign policy from ethical perspective, comparing approaches to international relations.
@msmello56
Mar 4, 2025
Shameful day for all Americans
Shameful day for all Americans
Expresses moral disapproval of an event without elaborating specifics, appealing to shared ethical judgment.
Moral Argument
0.75
@rasgonca84
Mar 4, 2025
Doing the right thing isn't always the most popular thing to do.\nLeftards and msm were always going to continue their anti-Trump rhetoric no matter what.
Doing the right thing isn't always the most popular thing to do.\nLeftards and msm were always going to continue their anti-Trump rhetoric no matter what.
Appeals to doing 'the right thing' as a moral principle while framing political opponents as biased.
@garykain4448
Mar 4, 2025
I had always thought Americans prided themselves on being rugged individualists. I see many of you here would blame Canada, shirking responsibility for your shitty little life. \nIf you’ve been handed a raw deal it’s …
I had always thought Americans prided themselves on being rugged individualists. I see many of you here would blame Canada, shirking responsibility for your shitty little life. \nIf you’ve been handed a raw deal it’s your fault. Not Canadas. Grow a pair of nuts \nFO ??\n????
Makes a moral argument about personal responsibility and self-reliance, contrasting American individualism with blaming Canada for personal failures.
@stevestackpole6817
Mar 4, 2025
Trump knows this is wrong but it’s more about his presidential legacy. He wants to be a president talked about in history books for centuries like George Washington or Abraham Lincoln and with ALL of …
Trump knows this is wrong but it’s more about his presidential legacy. He wants to be a president talked about in history books for centuries like George Washington or Abraham Lincoln and with ALL of his controversial antics….I’m sad to say it…he will?
Critiques Trump's motives as morally problematic (legacy-seeking over principle) while comparing him to historical figures.
@ron1352
Mar 4, 2025
What a shame for America that has president Trump
What a shame for America that has president Trump
American expresses shame about Trump presidency, implying moral judgment about national leadership.
@alirezaAZ8852
Mar 4, 2025
'Credibility on the line' What credibility, you have none America - zero\n\nI have to say Trudeau is an excellent speaker, even a dumb wit like trump would have understood what was being said!\n\n\nI wonder how …
'Credibility on the line' What credibility, you have none America - zero\n\nI have to say Trudeau is an excellent speaker, even a dumb wit like trump would have understood what was being said!\n\n\nI wonder how many Americans will be running to the Canadian boarder seeking asylum?!!
Criticizes America's credibility while praising Trudeau's speaking ability and expressing concern about Americans seeking asylum in Canada.
@grandmaskeate6279
Mar 4, 2025
It’s really unfortunate for us to have Trump as a president
It’s really unfortunate for us to have Trump as a president
Expression of regret about Trump's presidency framed as unfortunate for Americans.
Moral Argument
0.75
@guitarlancer
Mar 4, 2025
??? beautiful effort in distinguishing between a government and its people... I just hope the american people can see once and for all that that guy there is not worth the chair he's sitting on.
??? beautiful effort in distinguishing between a government and its people... I just hope the american people can see once and for all that that guy there is not worth the chair he's sitting on.
Distinguishes between a government and its people on ethical grounds, while critiquing a specific leader's worthiness.
@biancacampos80
Mar 4, 2025
Trump is a reckless moron.
Trump is a reckless moron.
Dismissive moral judgment of Trump's character and competence without substantive policy discussion.
Moral Argument
0.75
@lesleeshaffer5652
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
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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)