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
One thing is to be angry with the government immigration policies, and another to be angry with immigrants, I choose to be angry at the policies and work to change them, and love my immigrant …
One thing is to be angry with the government immigration policies, and another to be angry with immigrants, I choose to be angry at the policies and work to change them, and love my immigrant neighbors and defend them. like if you agreed
Articulates an ethical distinction between criticizing policies versus immigrants, advocating for compassion and systemic change.
edtorontoful
Feb 24, 2026
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
Canada and Mexico have always been family, as well as UK and Europe close friends and allies. Trump is by far the daftest president in the history of our nation, he’s destroying our economy and …
Canada and Mexico have always been family, as well as UK and Europe close friends and allies. Trump is by far the daftest president in the history of our nation, he’s destroying our economy and the well-being of the American people. All he’s doing is making the rich richer and getting rid of the middle class making families struggle. \n\nSo much for the equality and prosperity of our country. \n\nI really wish President Zelenskyy would not sign over any mineral l rights to the Ukraine. I felt embarrassed and completely appalled as an American for the treatment that he received. \n\nThe duped people who voted for Trump are now getting what they deserve. This presidency is not America first. \nThis presidency is about Trump and his friends changing all the laws for their own benefit lining their pockets.
Primarily appeals to fairness and justice (equality, prosperity, appalled by treatment) while critiquing economic impacts and asserting American identity values.
@sexymexi007
Mar 4, 2025
Donald Trump is an embarrassment to America.
Donald Trump is an embarrassment to America.
Makes a value judgment about Trump's character as an embarrassment, appealing to standards of dignity and propriety.
Moral Argument
0.85
@rocketdude2969
Mar 4, 2025
4:04 say the white whos ancestor use to eat eygtpian mummies thinking it will cure aging , and say the white whos ancestors are the cause most of the plague ... superiority complex is going …
4:04 say the white whos ancestor use to eat eygtpian mummies thinking it will cure aging , and say the white whos ancestors are the cause most of the plague ... superiority complex is going wild
Uses historical wrongs committed by Western ancestors to counter perceived superiority claims and challenge moral authority.
adigojo002
Feb 3, 2026
Going to another country you have to follow there laws and rules to enter
Going to another country you have to follow there laws and rules to enter
Appeals to a principle of fairness and rule-following as a moral obligation for immigrants entering a country.
Moral Argument
0.85
Robert_kuchar
Dec 7, 2025
no one is illegal on stolen land
no one is illegal on stolen land
Invokes historical injustice (stolen land) as a moral argument against immigration restrictions, framing the issue through indigenous rights.
Jungminghee
Feb 3, 2026
#Impeachtrump he’s trying to DESTROY the US. I am a seven year Air Force veteran and I didn’t put my life on the line to watch a bunch of assholes turn this country into a …
#Impeachtrump he’s trying to DESTROY the US. I am a seven year Air Force veteran and I didn’t put my life on the line to watch a bunch of assholes turn this country into a dictatorship with a bunch of idiot minions bowing a knee to him and licking his boots.\nCanada, Im sorry
Veteran shares lived experience while making ethical appeals against authoritarianism and implicitly calling for action (impeachment).
@ThatKiltedGuyDIY
Mar 4, 2025
The thumbnail is racist
The thumbnail is racist
Accusation that the video thumbnail violates ethical standards regarding racial representation.
Moral Argument
0.85
SrishtiSharma-sw4ux
Feb 3, 2026
He’s the common sense president….helping Russia and blasting allies. Makes total perfect sense, right?! We clearly have our common sense way…thank you Mr Trump for showing us who your real ally is. We needed this …
He’s the common sense president….helping Russia and blasting allies. Makes total perfect sense, right?! We clearly have our common sense way…thank you Mr Trump for showing us who your real ally is. We needed this lesson for the help we gave on 911 etc. shame on us! I hope we’ve learnt a valuable lesson.
Uses sarcasm to critique Trump's foreign policy as morally inconsistent, invoking historical Canadian-American solidarity and expressing betrayal.
@Deeman1963
Mar 4, 2025
0:37 I think your ancestors not invaded Canada and dnt harmed Native Americans Do you White Trash have any Morality left or its totelly burkrupt 💯🤬🤬🤬🤬
0:37 I think your ancestors not invaded Canada and dnt harmed Native Americans
Do you White Trash have any Morality left or its totelly burkrupt 💯🤬🤬🤬🤬
The comment invokes historical injustices and moral bankruptcy as arguments against white Canadians, framing immigration through ethical accountability.
bhalkitoday8267
Jan 30, 2026
Our people are living in the streets. This is wrong
Our people are living in the streets. This is wrong
Appeals to fairness and justice by highlighting domestic homelessness as a moral concern against immigration.
flagship21
Nov 20, 2025
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
What a great leader Trudeau is - don’t we wish we had a man of his integrity leading us in the USA
What a great leader Trudeau is - don’t we wish we had a man of his integrity leading us in the USA
Praises Trudeau's integrity as a moral virtue while expressing wish for similar leadership in the USA, framing as ethical comparison.
@marthahalda7700
Mar 4, 2025
How can they even say they are the Government! A Gov system is supposed to be in place in order to protect its citizens. Their negligence is criminal!
How can they even say they are the Government! A Gov system is supposed to be in place in order to protect its citizens. Their negligence is criminal!
Appeals to government's fundamental duty to protect citizens, framing immigration policy as a moral failure.
doylejodi7502
Nov 22, 2025
Wait. No one is saying anything about what he said about "the Africans"? Rape is ok and he googled how unintelligent they are? Below what?
Wait. No one is saying anything about what he said about "the Africans"? Rape is ok and he googled how unintelligent they are? Below what?
Commenter is calling out alleged racist and harmful statements, appealing to ethical standards while questioning the credibility of claims made.
auroregakima6720
Feb 26, 2026
The guy with the bicycle is spewing flat-out racist garbage with zero scientific basis. Sub-Saharan Africa has produced Nobel laureates, and world-class professionals in diverse disciplines including surgeons, mathematicians, and engineers. His misinformed and slanderous …
The guy with the bicycle is spewing flat-out racist garbage with zero scientific basis. Sub-Saharan Africa has produced Nobel laureates, and world-class professionals in diverse disciplines including surgeons, mathematicians, and engineers. His misinformed and slanderous claims originate from long-debunked colonial-era pseudoscience designed to justify oppression and not discover truth. The global scientific consensus is clear: no meaningful cognitive difference exists between human populations. Anyone stating otherwise is either ignorant or deliberately spreading dehumanizing propaganda, and deserves to be called out for exactly what they are.
Defends human dignity and scientific consensus against racist claims, framing the critique as a moral imperative to call out dehumanizing propaganda.
ErastusNembo
Feb 26, 2026
Why war on first place. Business should be fair. WAR is always bad solution.
Why war on first place. Business should be fair. WAR is always bad solution.
Appeals to fairness and moral principle that war/conflict is wrong and business should be conducted fairly.
Moral Argument
0.85
@AbhinavSafi
Mar 4, 2025
Go back to your 7 or 8 generations then u will c you also came from Europe who invaded these countries
Go back to your 7 or 8 generations then u will c you also came from Europe who invaded these countries
Appeals to historical fairness by pointing out European ancestry of current Canadians, framing immigration criticism as hypocritical.
rickylovly
Feb 23, 2026
Guy on the bike is just racist, Eritrean’s are literally the nicest people. His stats on “iq” don’t make sense either. Mass immigration does not have to be approached in a racist manor.
Guy on the bike is just racist, Eritrean’s are literally the nicest people. His stats on “iq” don’t make sense either. Mass immigration does not have to be approached in a racist manor.
Defends Eritreans as 'nicest people' on ethical grounds while dismissing racist claims and false statistics as morally wrong.
samandrews20
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)