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
The white dude openly saying he hate all Africans, and no one in the comments seems to have a problem with it. Wow!
The white dude openly saying he hate all Africans, and no one in the comments seems to have a problem with it. Wow!
Calls out perceived racism and lack of community response, appealing to ethical standards and fairness.
OluleyeAdewuyi
Jan 28, 2026
If you hate multiculture .. Canada might not fit you
If you hate multiculture .. Canada might not fit you
Makes a normative claim that Canada's multiculturalism is a defining feature and implicitly argues that those opposed to it should not immigrate.
senthiln2363
Feb 17, 2026
America made the worst decision with Trump. He celebrates himself as a victor, but he will go down in history as a tragic pioneer of unrest, war and crime and will be able to put …
America made the worst decision with Trump. He celebrates himself as a victor, but he will go down in history as a tragic pioneer of unrest, war and crime and will be able to put himself on a par with the comedians of the world stage: from Pontius Pilate to Mussolini to Putin. A businessman with a criminal record who thinks he can make deals...
Makes ethical judgment comparing Trump to historical authoritarian figures, arguing he represents unrest, war, and crime rather than legitimate leadership.
@egonl.4658
Mar 4, 2025
Cannada is actually a land snatched away from the native americans and later turned into a country... so why you so worried about the immigrants?
Cannada is actually a land snatched away from the native americans and later turned into a country... so why you so worried about the immigrants?
Uses historical injustice argument to challenge concerns about immigration through ethical reasoning.
9480683770
Jan 31, 2026
Just say you want Canada to stay white. No need to beat around the bush and act like this middle ground journalist.
Just say you want Canada to stay white. No need to beat around the bush and act like this middle ground journalist.
Accuses the video/journalist of concealing racial bias, framing the critique as a moral/ethical issue about honesty.
Jhawar97
Jan 28, 2026
He’s breaking relationships with democratic allies and praising dictators/war criminals. What else is there to say?
He’s breaking relationships with democratic allies and praising dictators/war criminals. What else is there to say?
Appeals to ethical principles regarding international relations, criticizing Trump for abandoning democratic allies and supporting authoritarian figures.
@anitakay6722
Mar 4, 2025
Please remember that more than half of the country did not vote for the criminal. Canada and the rest of the world pray for us and pray that justice and democracy will prevail. ??? Good …
Please remember that more than half of the country did not vote for the criminal. Canada and the rest of the world pray for us and pray that justice and democracy will prevail. ??? Good must overcome evil.
Appeals to justice, democracy, and good vs. evil as moral principles while expressing solidarity with international support.
@kakelinga
Mar 4, 2025
Where are the people who voted him? Let me guess, hiding underneath a rock. Must be so embarrassed for voting for that clown. Trump is all about freedom of speech. Stand up and protest this …
Where are the people who voted him? Let me guess, hiding underneath a rock. Must be so embarrassed for voting for that clown. Trump is all about freedom of speech. Stand up and protest this fool. He will sell out the American people to Putin. As a Canadian thank you world for all the support. We all have a duty to fight evil. Donald is the devil in sheeps clothing.
Frames Trump as evil and appeals to duty to fight evil, with calls to protest and assertions of Canadian identity.
@tonyalves8823
Mar 4, 2025
I’m Canadian and I’m sad. Sad because of the government pitting Americans against Canadian citizens. ????
I’m Canadian and I’m sad. Sad because of the government pitting Americans against Canadian citizens. ????
Expresses sadness about perceived unfair treatment and division, framing it as a moral/ethical concern while asserting Canadian identity.
@kelroundell6304
Mar 4, 2025
It's no fair to say that Sikhs don't assimilate. They HAVE to dress that way for their religion. Except for the Punjab, they stick out in their own country - and many of them aren't …
It's no fair to say that Sikhs don't assimilate. They HAVE to dress that way for their religion. Except for the Punjab, they stick out in their own country - and many of them aren't happy about it. The whole idea of it is for Sikhs to be conspicuous. .
Defends Sikhs' right to religious dress and assimilation, appealing to fairness and religious freedom principles.
ihbarddx
Jan 27, 2026
As a German citizen: our US friends make me so sad and scared at the same time. After our people were defeated, we learned (at least for many of us) where nationalism and hatred can …
As a German citizen: our US friends make me so sad and scared at the same time. After our people were defeated, we learned (at least for many of us) where nationalism and hatred can lead and how important international cooperation is. You were our friends as the Canadians were and are. Please come to your senses dear US friends. Underneath all the bad, I hope that the Canadian-European partnership can continue to grow
Appeals to historical lessons about nationalism and hatred, advocating for international cooperation and friendship based on ethical principles.
@vpunk2008
Mar 4, 2025
I wish people would call trump what he is; a bully.
I wish people would call trump what he is; a bully.
Moral characterization of Trump as a bully, appealing to ethical judgment about his behavior and character.
Moral Argument
0.85
@markcollins1012
Mar 4, 2025
As a U.S. citizen... I say.. fuck the U.S. Trade with Europe. Trade with Mexico. Pool your resorces and help each other survive. Let us have consequences. We elected this vermicious kinid. Support Ukraine. Let …
As a U.S. citizen... I say.. fuck the U.S. Trade with Europe. Trade with Mexico. Pool your resorces and help each other survive. Let us have consequences. We elected this vermicious kinid. Support Ukraine. Let us think soley about our own interest like the tangerine todler we elected. Let us see how that works. I want to be proud of my country but we obviously need a lesson in humility.
US citizen appeals to ethical principles, advocates for international cooperation, and expresses moral shame about their government's actions.
@SpikeSPS
Mar 4, 2025
Whattt!!??? Who is that racist white trash of a man in construction vest insulting Africans. Such a racist piece of shit. Africans are way smarter than any group in the world and definitely way smarter …
Whattt!!??? Who is that racist white trash of a man in construction vest insulting Africans. Such a racist piece of shit. Africans are way smarter than any group in the world and definitely way smarter than him. Talking about below 70 iq… how many Africans have you checked their iq and what metrics did you use to check? Your westernized test. May thunder strike down that idiotic fool, stupid ass fuul.
Defense of Africans against perceived racism, appealing to fairness and challenging discriminatory claims with moral outrage.
dr.evansesom443
Jan 27, 2026
I hope that Man Dump NEVER Gets the Nobel Peace Prize.He is not worthy of it.
I hope that Man Dump NEVER Gets the Nobel Peace Prize.He is not worthy of it.
Moral judgment that Trump is unworthy of recognition, appealing to ethical standards of merit and character.
Moral Argument
0.85
@skeelo69
Mar 4, 2025
In Canada they beat seals to death with sticks for games. Its pathetic. If this is one of the best countries on this world, it's over.
In Canada they beat seals to death with sticks for games. Its pathetic. If this is one of the best countries on this world, it's over.
Criticizes Canada's treatment of animals as ethically wrong, using this to make a broader moral judgment about the country's status.
BZgA
Jan 27, 2026
protect unborn babies protect disabled people from euthansia without consent or coersion
protect unborn babies protect disabled people from euthansia without consent or coersion
Comment appeals to ethical principles regarding protection of vulnerable populations (unborn babies, disabled people).
Moral Argument
0.85
@clement2780
Mar 4, 2025
imagine having a president/prime minister that cares about you....
imagine having a president/prime minister that cares about you....
Rhetorical appeal to the ethical principle that leaders should care about citizens, with implicit critique.
@griffindenham4398
Mar 4, 2025
It's sad the MAGARATs are too stupid and ignorant to realize the tariffs would hurt them the most. Their poor and uneducated souls soon will be homeless by supporting a convicted conman.
It's sad the MAGARATs are too stupid and ignorant to realize the tariffs would hurt them the most. Their poor and uneducated souls soon will be homeless by supporting a convicted conman.
Argues Trump supporters are making a morally foolish choice that will harm themselves, combining moral judgment with economic threat framing.
@johnnydang5963
Mar 4, 2025
❤️??❤️ I truly hope anyone who thought that Trump cares for any but himself may now see that he does not and will not be doing any of you any good. His mental state is …
❤️??❤️ I truly hope anyone who thought that Trump cares for any but himself may now see that he does not and will not be doing any of you any good. His mental state is extremely unstable. The simple fact that he wants to partner up with Putin should be a big eye opener. ❤️??❤️
Commenter appeals to ethical concerns about Trump's character and mental fitness while critiquing his foreign policy approach toward Putin.
@Aurorachaser38
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)