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 a madman out to blow up the planet and profit in the destruction. Lying theif.
Trump is a madman out to blow up the planet and profit in the destruction. Lying theif.
Moral condemnation of Trump using ethical language ('madman,' 'lying thief') combined with existential threat framing.
@philtarley5897
Mar 4, 2025
Trump/Vance are erasing hundreds of troops that gave their lives in Afghanistan. Disrespectful to say the least..
Trump/Vance are erasing hundreds of troops that gave their lives in Afghanistan. Disrespectful to say the least..
Appeals to ethical principles regarding respect for military sacrifice and criticism of disrespectful actions.
Moral Argument
0.80
@shawnrowe7749
Mar 4, 2025
Trump wants to be friends with Russia, Iran, China and any other dictator in the world, coz he wants to be a dictator himself.
Trump wants to be friends with Russia, Iran, China and any other dictator in the world, coz he wants to be a dictator himself.
Critique of Trump's character and foreign policy choices framed as a moral judgment about authoritarianism.
Moral Argument
0.80
@MInd724070
Mar 4, 2025
hey racist. go back across your side of the line and stay there. Fuck you. Fuck ICE. Fuck trump. Fuck racism.
hey racist. go back across your side of the line and stay there. Fuck you. Fuck ICE. Fuck trump. Fuck racism.
Condemns racism and xenophobia as morally wrong while expressing solidarity against discriminatory systems and individuals.
mattmacknight3000
Jan 29, 2026
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home …
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home 😢
Expresses empathy for those made to feel unwelcome in their own country, appealing to fairness and belonging.
parmiiidaaa
Jan 29, 2026
Trump is not the US and his behavior is not in the best interest of the US. He is the president because he is a skilled con man. However, narcissistic bullying tactics do not work …
Trump is not the US and his behavior is not in the best interest of the US. He is the president because he is a skilled con man. However, narcissistic bullying tactics do not work forever as long as there are people with a modicum of intelligence and self respect. He’s trying to be a bully to get his way because it worked for him in the past. He’s is using his position to bolster himself financially and his ego. Everyone should stand up for themselves to include those in the US.
Critiques Trump's character and motivations on ethical grounds, calling for people to stand up for themselves and their values.
@dawnb2057
Mar 4, 2025
You can say whatever you want about Trudeau but he is absolutely right here and Trump is a clown. End of story.
You can say whatever you want about Trudeau but he is absolutely right here and Trump is a clown. End of story.
Makes a value judgment that Trudeau is 'absolutely right' and Trump is a 'clown,' appealing to correctness and leadership ethics.
Moral Argument
0.80
@AlenFetic84
Mar 4, 2025
Good for you, but don’t expect MAGA to see what they don’t want to see.
Good for you, but don’t expect MAGA to see what they don’t want to see.
Appeals to fairness and rationality, suggesting MAGA supporters ignore inconvenient truths.
Moral Argument
0.80
@johnbarron4713
Mar 4, 2025
What a freakin poser loser and all of you morons on here praising him, you are beyond delusional!!!!
What a freakin poser loser and all of you morons on here praising him, you are beyond delusional!!!!
Expresses strong moral disapproval of Trudeau and his supporters using derogatory language.
Moral Argument
0.80
@bbbbannana9710
Mar 4, 2025
The only people allowed to complain about immigrants in US and Canada are natives. Racist low iqs who don't like that can go and colonize Antarctica or go back to Europe. It's also full with …
The only people allowed to complain about immigrants in US and Canada are natives. Racist low iqs who don't like that can go and colonize Antarctica or go back to Europe. It's also full with immigrants but there at least your complaints make some sense.
Makes a justice-based argument about who has standing to critique immigration, grounded in historical colonialism and moral principles.
yoyophagal8159
Jan 29, 2026
Trudeau is wrong. Trump isn't a smart guy. He's got a criminal's cunning. He knows how to shake down a sucker. But he is dismally stupid and ignorant and a constant liar. He is undoubtedly …
Trudeau is wrong. Trump isn't a smart guy. He's got a criminal's cunning. He knows how to shake down a sucker. But he is dismally stupid and ignorant and a constant liar. He is undoubtedly allying himself with Putin and other criminal dictators. BLOTUS: Biggest Liar Of The United States. Imbecile-In-Chief. And a traitor to the western world.
The commenter makes sweeping ethical accusations (traitor, liar, criminal) and appeals to Western values, prioritizing moral judgment over policy analysis.
@mikewoods1622
Mar 4, 2025
Trump: agent saboteur. Please forgive us for the lunatics marching to Putin’s drum who are running my country and attacking our allies, including wonderful Canada.
Trump: agent saboteur. Please forgive us for the lunatics marching to Putin’s drum who are running my country and attacking our allies, including wonderful Canada.
Appeals to moral principles by apologizing for Trump's actions and expressing concern about damage to allies and democratic values.
@brainiac31K
Mar 4, 2025
Stand strong and fight back to injustice. Trump will ruin the USA
Stand strong and fight back to injustice. Trump will ruin the USA
Appeals to justice and fairness while expressing support for standing against injustice, framed as moral principle.
@neldaortiz2159
Mar 4, 2025
Why not .... Don't be racial or sexist 😅😅😅
Why not .... Don't be racial or sexist 😅😅😅
Appeals to ethical principles by calling out racism and sexism as unacceptable behavior.
Moral Argument
0.80
ritaranee4787
Jan 29, 2026
What\nIn\nThe\nFuck\nAre\nWe\nDoing????? My country is so fucking cooked, fighting our allies while getting cucked by Putin. If shit gets real, we're going to have 0 friends world wide.\nAs an American this is disgusting, these dumb fucks …
What\nIn\nThe\nFuck\nAre\nWe\nDoing????? My country is so fucking cooked, fighting our allies while getting cucked by Putin. If shit gets real, we're going to have 0 friends world wide.\nAs an American this is disgusting, these dumb fucks think its the 1800/1900s. They want to bury their heads in the sand cause they're too old and stubborn to realize the world has changed. Cooperation is the new way forward, not combativeness.
Appeals to ethical principles about international cooperation and alliance loyalty while criticizing leadership for abandoning these values.
@danny102m
Mar 4, 2025
Trump is a schoolyard bully
Trump is a schoolyard bully
Character critique using moral language ('schoolyard bully') to condemn Trump's behavior.
Moral Argument
0.80
@supremeclientele83
Mar 4, 2025
As an American citizen I’m saddened by Trumps B ignorance and diatribes I stand with Canada and the EU and any other countries who respond in kind. Trumps the Destroyer in Chief turning his back …
As an American citizen I’m saddened by Trumps B ignorance and diatribes I stand with Canada and the EU and any other countries who respond in kind. Trumps the Destroyer in Chief turning his back on Ukraine embracing Outin his hero, It disgusts me and makes me sick, Trump should be in jail and the Supreme Court empowers his injustices and is complicit, prices go higher Everything is Higher Day One has come and Gone.
Extended moral critique of Trump's policies and character, expressing solidarity with Canada and other nations, with ethical condemnation.
@DonLanierPearlProAudio
Mar 4, 2025
2:06 It’s absolutely amazing what this video shows… that people are just people doesn’t matter what you are it’s either you get it or you don’t
2:06 It’s absolutely amazing what this video shows… that people are just people doesn’t matter what you are it’s either you get it or you don’t
Appeals to universal human values and shared humanity regardless of background, emphasizing character over identity.
moemonte88
Jan 29, 2026
As an American, I didn't vote for this crazy, deranged, selfish President\n He and the party are NOT for the everyday people, only million and billionaires.. disgusting
As an American, I didn't vote for this crazy, deranged, selfish President\n He and the party are NOT for the everyday people, only million and billionaires.. disgusting
First-person account of not voting for Trump combined with ethical critique of his policies favoring the wealthy.
@JaneBaker-g4q
Mar 4, 2025
Do you know that North america was once populated by indinginous people which you killed and conquered ?
Do you know that North america was once populated by indinginous people which you killed and conquered ?
The comment invokes historical injustice against Indigenous peoples as a moral counterargument to anti-immigration sentiment.
Moral Argument
0.80
aymanelkati3500
Jan 29, 2026
Compare Videos
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)