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
Trump is the anti Christ.
Trump is the anti Christ.
Uses religious/moral language to condemn Trump as fundamentally evil, appealing to ethical judgment.
Moral Argument
0.75
@Justiceisservedhahaha
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
I enjoy paying more for stuff because a convicted felon that has best friend ties to epstien who has scammed contractors out of money, because his companies have filed bankruptcy because he was more interested …
I enjoy paying more for stuff because a convicted felon that has best friend ties to epstien who has scammed contractors out of money, because his companies have filed bankruptcy because he was more interested in molesting little kids because he has shit on Americans and service members while not knowing a thing about running a country, a guy that's stolen military secrets and has raped women, little kids, and his magat followers. Iran will save usa from TrumPedophile
Commenter makes sweeping moral accusations against Trump (criminal behavior, sexual abuse) and expresses fear about his leadership.
@3120DownForce
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
I DON'T BLAME TRUMP, IT'S THE TRUMPERS ????????? , THAT ARE AT FAULT FOR VOTING A CLOWN ? IN.
I DON'T BLAME TRUMP, IT'S THE TRUMPERS ????????? , THAT ARE AT FAULT FOR VOTING A CLOWN ? IN.
Critique of voters' judgment using humor and sarcasm while making an ethical argument about political responsibility.
@1b3z
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
Furious about Traitor Trump threatening our Canadian friends and planning to buy Canadian wherever possible to undermine his stupid tariffs. ? ??❤??
Furious about Traitor Trump threatening our Canadian friends and planning to buy Canadian wherever possible to undermine his stupid tariffs. ? ??❤??
Expresses moral outrage at Trump while calling for consumer action (buying Canadian) to resist tariffs and support allies.
@allip4226
Mar 4, 2025
SHAME ON USA
SHAME ON USA
Expresses moral disapproval of the USA's actions using shame-based language.
Moral Argument
0.75
@solarischronos4674
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
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump …
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump is like Freddy from elm street with the slashing hand... Slashing away at friends and foes... Yep, like Jason with the machete ... You short-termed memory voters unleashed the beast upon yourselves and the world... ?? Bravo... But a nation usually gets the leader it deserves, sorry to say.??
Comment uses moral language ('nation gets the leader it deserves') and expresses fear about Trump's unpredictability and destructive potential, framed through horror movie metaphors.
@maroblanco6543
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= Hitler=Putin. Unite the world against the orange fascist threath
Trump= Hitler=Putin. Unite the world against the orange fascist threath
Uses extreme moral comparison (Trump as fascist/Hitler) to delegitimize and calls for global opposition, blending moral argument with mobilization.
@jorgeruizibanez2318
Mar 4, 2025
Trump is the worst thing to happen to america
Trump is the worst thing to happen to america
Expresses a value judgment about Trump as harmful, framed as a moral assessment rather than policy-specific critique.
Moral Argument
0.75
@cliffdweller4079
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)