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
Is it just me that feels that both the youtuber and the commenters are being passively racist
Is it just me that feels that both the youtuber and the commenters are being passively racist
Poses a question about whether the video creator and commenters are engaging in passive racism, making an ethical critique of the content.
bychideramercy
Jan 27, 2026
So many Indians in the UK, the right wingers paint them as "Muslim" to get people angry. Too the uneducated brown people= Muslim
So many Indians in the UK, the right wingers paint them as "Muslim" to get people angry. Too the uneducated brown people= Muslim
Commenter appeals to historical justice and fairness, pointing out hypocrisy in criticizing immigration while being descended from colonizers.
man-who-sold-the-world
Feb 26, 2026
It seems like Trump is trying to suffocate Canada economically and forcing them to be the 51st state this is the only reason I feel like he would do this.... truly sad for the Canadian …
It seems like Trump is trying to suffocate Canada economically and forcing them to be the 51st state this is the only reason I feel like he would do this.... truly sad for the Canadian people sorry that my country is doing this to you
Appeals to fairness and expresses sympathy for Canada's suffering due to US economic coercion, with moral disapproval of the tactics.
@giovannigonzalez9822
Mar 4, 2025
Both Trudeau and Zelensky openly state that Trump's actions will lead to poverty in the USA and weaken the country so much on the international stage that no one will want to cooperate with the …
Both Trudeau and Zelensky openly state that Trump's actions will lead to poverty in the USA and weaken the country so much on the international stage that no one will want to cooperate with the US anymore, fearing that when the day of trial comes, the US will betray them—just as Trump did! Unlike Trump, Europe did not betray the USA on its day of trial when NATO's Article 5 was invoked to help the US fight ISIS. Europe sent its soldiers, who died for the USA. And today, Trump claims that this does not matter, that he does not recognize Europe because it supposedly took advantage of him. So I ask, who took advantage of whom? Because so far, I see a deceitful man doing everything that terrorist Putin wants. God, protect America so that its children do not have to fight for freedom, as Ukraine is doing today in defense of American ideals—which, for Trump, mean as much as toilet paper in his golden toilets...
Extended argument about betrayal, loyalty, and ethical principles comparing Trump's actions unfavorably to European support for the US, grounded in appeals to justice and honor.
@rafagadek884
Mar 5, 2025
So the white guy on the bike thinks Africans have low IQ 😂..for guys who debate on what a woman is ? ..Africa is a continent with many countries grouping all Africans just because of …
So the white guy on the bike thinks Africans have low IQ 😂..for guys who debate on what a woman is ? ..Africa is a continent with many countries grouping all Africans just because of some misbehaving says a lot about his IQ.. Jeffrey Epstein is a white guy ..should i say all white people are human traffickers and pedophiles ?
Uses sarcasm and counterexamples to critique racial stereotyping and argue for fairness in how groups are judged.
Holysimba21
Feb 21, 2026
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each …
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each country you could literally find numerous cultures and languages. Even within the same culture or family, two people aren't alike. This is why I watch YouTube videos that showcase Africa, because ignorance exists and has real-world consequences. Imagine that guy in HR, he'll obviously deny you a job if he learns that you're from Africa because he believes you're not intelligent.
Defends African immigrants against stereotyping by appealing to fairness and highlighting the real-world consequences of discrimination and ignorance.
aerofred2002
Jan 28, 2026
Canada has always been an immigration and political sh*t show from inception, only now reality is catching up and showing its true colors. Go ask the First Nations what they think of "real Canadians" complaining …
Canada has always been an immigration and political sh*t show from inception, only now reality is catching up and showing its true colors. Go ask the First Nations what they think of "real Canadians" complaining about immigration and cultural genocide. It's game over and well deserved, sorry to say that baby boomers who took took took and gave nothing back.
Appeals to historical justice and fairness regarding First Nations treatment, framing immigration complaints as morally hypocritical given Canada's colonial history.
abhijnaatman1874
Nov 2, 2025
He realizes that it's Trump not America
He realizes that it's Trump not America
Distinguishes between Trump as individual and America as nation, making a moral argument about not conflating the two.
@Michael-r3e8v
Mar 4, 2025
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
Appeals to fairness and religious equality, arguing that criticism of non-Christian institutions is hypocritical given funding disparities.
channelrex5238
Feb 13, 2026
The Republicans have betrayed more than our old friends and allies with this astonishing attack on Canada, coming on the heels of Trump's performative assault on Ukrainian sovereignty. They've betrayed our constitutional republic, common sense, …
The Republicans have betrayed more than our old friends and allies with this astonishing attack on Canada, coming on the heels of Trump's performative assault on Ukrainian sovereignty. They've betrayed our constitutional republic, common sense, simple human decency, our core institutions, our people. The best of what we have ever been or hoped to be as a nation has been jettisoned to privilege the worst, including the South African billionaire who is currently dismantling Social Security, and the Russian tyrant who has hungered for years to kill NATO and the Western alliance, an outcome the Republicans are now handing him on a silver platter.
Appeals to constitutional values, human decency, and institutional integrity while expressing concern about geopolitical threats and betrayal.
@ma4450
Mar 4, 2025
They are not gonna loot 45 trillion dollars and not returned back unlike certain people. They are not gonna kill 200 million people. Your forefathers should have known about this
They are not gonna loot 45 trillion dollars and not returned back unlike certain people. They are not gonna kill 200 million people. Your forefathers should have known about this
Defends immigrants by comparing them favorably to historical colonial powers, invoking historical atrocities to argue moral superiority.
crumb6238
Mar 1, 2026
as if Indians don't face enough racism already, here comes the blatantly racist titled video and probably even more more racist undertones and rhetoric
as if Indians don't face enough racism already, here comes the blatantly racist titled video and probably even more more racist undertones and rhetoric
Defends against racism by appealing to fairness and justice, criticizing the video's framing as discriminatory toward an already marginalized group.
pattyjoseph8470
Jan 27, 2026
Now that's a leader.Well done sir spoken like a true statesman who is loyal to his country and allies.
Now that's a leader.Well done sir spoken like a true statesman who is loyal to his country and allies.
Praises Trudeau's leadership and loyalty using ethical language ('true statesman'), expressing approval of his values.
@freedomcon5902
Mar 4, 2025
This is same thing the natives were saying when the Europeans came with weapons.
This is same thing the natives were saying when the Europeans came with weapons.
Draws historical parallel to indigenous resistance against colonization, invoking fairness and historical justice.
Crackingonsquire
Feb 19, 2026
The white can colonize other places, of course, other people can also move to western countries.
The white can colonize other places, of course, other people can also move to western countries.
Appeals to fairness and reciprocity by comparing historical colonization to contemporary immigration, arguing both are morally equivalent.
davidyang8265
Oct 11, 2025
Trump is a first class bully, Canada won’t tolerate his nonsense. Very poor move for Trump and his team to make.
Trump is a first class bully, Canada won’t tolerate his nonsense. Very poor move for Trump and his team to make.
Frames Trump's actions as morally wrong ('bully,' 'poor move') while supporting Canada's resistance on ethical grounds.
@heathtich3
Mar 4, 2025
So all you folks who voted for trump I ask you are we great again yet man how could we have messed this up y'all knew y'all knew who you were voting for and still …
So all you folks who voted for trump I ask you are we great again yet man how could we have messed this up y'all knew y'all knew who you were voting for and still you did it anyway SHAME ON Y'ALL
Appeals to shame and moral judgment of Trump voters, questioning their decision-making and values.
@antonioharvey2130
Mar 4, 2025
So let me get this straight us Americans don't have the right to change the tariffs and what kills me is that when it affects you now you complain about it and that it's not …
So let me get this straight us Americans don't have the right to change the tariffs and what kills me is that when it affects you now you complain about it and that it's not fair. So what it says is that you knew it's always not been fair but you've never cared but now it affects you that's why you're complaining.
Argues about fairness and hypocrisy in tariff complaints, appealing to principles of consistency and justice.
@sandyvalentin3072
Mar 4, 2025
As a South African, I want to say that this trade war, as well as the hostile approach of Trump towards Canada, is devastating. If one were not experiencing it directly, it would be almost …
As a South African, I want to say that this trade war, as well as the hostile approach of Trump towards Canada, is devastating. If one were not experiencing it directly, it would be almost impossible to believe. This is such a remarkable speech that it will go down in history as one of the truly great speeches in times of crisis. It is entirely correct to address the American and Canadian peoples directly, as the Prime Minister has done. They are both clear victims of this madness, Americans misled, and Canadians the target, of this senseless trade war. If one reads History, there is another dimension to this, and I hate to say it. Canadians have to prepare themselves for worse. These types of antics by the aggressor usually involve, finger pointing, contrived border incidents, plausibly deniable incursions and other actions, by the aggressor, which one can find if the preludes to the WW1 and WW2 are studied. I am not sure if you have porcupines in Canada, but you need to rapidly become one.
South African perspective comparing current trade tensions to historical preludes of world wars, framing the situation as morally wrong aggression with escalating danger.
@tmitchellza
Mar 4, 2025
i know most of us aren’t fans of trudeau, but he handled this well and spoke perfectly.
i know most of us aren’t fans of trudeau, but he handled this well and spoke perfectly.
Acknowledges criticism of Trudeau but praises his ethical handling and communication of the situation, appealing to standards of good leadership.
Moral Argument
0.82
@may
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)