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
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
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now …
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now a tyrant, but your time will come. You are falling cause most Americans live s***, most Americans live like dogs.
Makes ethical arguments about national greatness, imperialism, and moral decline while comparing Canada favorably to America.
skapunkoialternativeliving6522
Jan 27, 2026
At least they are not homeless/druggies
At least they are not homeless/druggies
Defends immigrants by comparing them favorably to a negative stereotype, making an implicit fairness argument.
JhaveriAakash
Jan 27, 2026
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
I apologize for what's happening, I didn't vote for the current government.
I apologize for what's happening, I didn't vote for the current government.
Offers a personal apology for government actions, appealing to fairness and moral responsibility while distancing themselves from the current administration.
@Virginia_Gonzalez
Mar 4, 2025
and why would Citizens continue to pay Taxes to a Gov't that wants the Country to Fail?
and why would Citizens continue to pay Taxes to a Gov't that wants the Country to Fail?
Questions the legitimacy of government authority through a rhetorical appeal to civic duty and national interest.
rf7869
Feb 17, 2026
you fucking racist bastards ... u ofcourse deserve trump and trudeu
you fucking racist bastards ... u ofcourse deserve trump and trudeu
Accusation of racism directed at commenters, framed as a moral judgment about their character and political alignment.
Moral Argument
0.75
sreeragou
Jan 27, 2026
Damn, thank you for exposing this. It's been happening for years
Damn, thank you for exposing this. It's been happening for years
Expresses approval of exposing wrongdoing, framing the video as revealing an ongoing injustice.
Wholesome_One
Jan 27, 2026
You just cannot trust!! I’m sorry my country has done this. So unnecessary.
You just cannot trust!! I’m sorry my country has done this. So unnecessary.
Expresses moral disapproval of Canada's actions as 'unnecessary' while asserting national identity through 'my country.'
@RandolphWashington
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
Pay back all those stolen by westerners during their colonization and mass murders that they carried out in Asian and African countries.
Pay back all those stolen by westerners during their colonization and mass murders that they carried out in Asian and African countries.
Appeals to historical justice and reparations for colonialism and atrocities, framing immigration debate through a moral lens of Western accountability.
renjit2988
Feb 25, 2026
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
😟 Proverbs 29:2 KJV: "When the righteous are in authority, the people rejoice: but when the wicked beareth rule, the people mourn"😂
😟 Proverbs 29:2 KJV: "When the righteous are in authority, the people rejoice: but when the wicked beareth rule, the people mourn"😂
Uses biblical framing to make a moral argument about righteous vs. wicked governance, implying current leadership is morally corrupt.
impartialanalyst4392
Nov 21, 2025
Premier Trumpette. Just a divisive, awful person and politician at the worst time for a country under attack. Awful.
Premier Trumpette. Just a divisive, awful person and politician at the worst time for a country under attack. Awful.
Appeals to ethical judgment by characterizing the Premier as divisive and harmful during a national crisis.
Moral Argument
0.75
@duncanmatheson189
Feb 20, 2026
The guy who said he hate Africans. I question his IQ.
The guy who said he hate Africans. I question his IQ.
Criticizes someone's statement about hating Africans as morally wrong, questioning their intelligence as a form of ethical judgment.
MaishPixelDomain
Jan 27, 2026
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
Its not about the govt alone. Many Americans are very messed up. That's why they voted for trump. But, I think many are trying to keep trump in place. Let's hope things change around soon
Its not about the govt alone. Many Americans are very messed up. That's why they voted for trump. But, I think many are trying to keep trump in place. Let's hope things change around soon
Critiques American voters and Trump supporters as morally deficient while expressing hope for change, blending moral judgment with anxiety.
@kristineximeno6739
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
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)