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
This is how a president should present himself
This is how a president should present himself
Makes a normative claim about how a president should conduct themselves, appealing to standards of leadership conduct.
Moral Argument
0.80
@SarahMuirhead-g4d
Mar 4, 2025
Ellow Govnuh
Ellow Govnuh
Commenter appeals to Canada not to capitulate, framing resistance as a matter of principle against Trump's demands.
@sonnyvida6823
Mar 4, 2025
This is insane Trump is pulling a Benedict Arnold
This is insane Trump is pulling a Benedict Arnold
Uses historical betrayal metaphor to condemn Trump's actions as morally wrong and treasonous.
@bobwferguson
Mar 4, 2025
I have always respected Trudeau and the entire government of Canada this rascal in the Oval Office is a disgrace to North America
I have always respected Trudeau and the entire government of Canada this rascal in the Oval Office is a disgrace to North America
Expresses respect for Canadian leadership and moral judgment that Trump is a disgrace, appealing to standards of decency and regional responsibility.
@todadaniel400
Mar 4, 2025
The POTUS does not know how to speak without bullying, lying, spewing misinformation. Trump does not like any country that is a Democracy.
The POTUS does not know how to speak without bullying, lying, spewing misinformation. Trump does not like any country that is a Democracy.
Criticizes Trump's character and communication style while making a moral claim about his opposition to democracy.
@MarleneThomas-u7r
Mar 4, 2025
Keep licking trump shoes and ask for respect ???
Keep licking trump shoes and ask for respect ???
Critiques perceived hypocrisy of seeking respect while supporting Trump, appealing to principles of consistency and dignity.
@mingo2446
Mar 4, 2025
Our soldiers who fought and lost their lives fighting the Nazi's, are rolling around in their graves
Our soldiers who fought and lost their lives fighting the Nazi's, are rolling around in their graves
Invokes sacrifice of soldiers to argue against current policies, appealing to historical duty and national honor as moral justification for opposition.
@dianeaalders2520
Mar 4, 2025
What’s more dumb than Trump are the people who put the maniac back in power
What’s more dumb than Trump are the people who put the maniac back in power
Makes a moral judgment about Trump and his supporters, criticizing their decision-making as foolish.
@Blastme23
Mar 4, 2025
Trump and Musk are TRAITORS! Arrest them and deport them to Russia as they are so keen on supporting criminal Putin. Let them go live with him. See how they like that
Trump and Musk are TRAITORS! Arrest them and deport them to Russia as they are so keen on supporting criminal Putin. Let them go live with him. See how they like that
Uses moral language ('traitors') to condemn political figures and calls for their arrest and deportation as punishment.
@FaerieFenergles
Mar 4, 2025
This is not a trade war rather than an outright 'blunt attack' by stupid leader which needs to counterback
This is not a trade war rather than an outright 'blunt attack' by stupid leader which needs to counterback
Frames US actions as an unjust 'blunt attack' by a poor leader and calls for Canada to respond/counterattack, appealing to fairness and strength.
@azmanmdsalleh2978
Mar 4, 2025
It is very easy to call indians dirty, but sir do you know your own white people are high on animal tranquilizers who lives on streets and in underground sewages.
It is very easy to call indians dirty, but sir do you know your own white people are high on animal tranquilizers who lives on streets and in underground sewages.
Defends Indians against stereotypes by comparing social problems across ethnic groups, appealing to fairness.
shubham7337
Jan 27, 2026
Well spoken , the USA is acting disgusting, sucking up to Putin . USA , can't be trusted.
Well spoken , the USA is acting disgusting, sucking up to Putin . USA , can't be trusted.
Criticizes USA's moral conduct (acting disgusting, appeasing Putin) and trustworthiness, grounded in ethical judgment rather than specific claims.
@lion73266
Mar 4, 2025
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Appeals to fairness and anti-racism principles, arguing that criticism of immigration is hypocritical and rooted in racial bias rather than legitimate concerns.
justvibing154
Jan 27, 2026
Trudeau did the right thing, here. As a result of Trump's casual threats against their Country, Canada will become more self-sufficient, moving forward. And they are likely backchanneling & fast-tracking the ability to become nuclear …
Trudeau did the right thing, here. As a result of Trump's casual threats against their Country, Canada will become more self-sufficient, moving forward. And they are likely backchanneling & fast-tracking the ability to become nuclear capable, as well. And I don't blame them one bit.
Defends Trudeau's actions as ethically justified response to threats, expressing support for Canadian self-sufficiency and sovereignty.
@JimAllder11
Mar 4, 2025
This man is not a good man.
This man is not a good man.
Makes a moral judgment about a person's character without elaboration or evidence.
Moral Argument
0.79
@xjcrossx
Mar 5, 2025
This is how we deal with dictators like trump and putin. This is what we have to do to stop this bullies.
This is how we deal with dictators like trump and putin. This is what we have to do to stop this bullies.
Frames firm negotiation as the ethical response to authoritarian leaders, combining moral justification with implicit advocacy for confrontational strategy.
@b.v.2456
Mar 4, 2025
This is devastating to the American people who did not vote for this current administration! This is nothing but insanity! Brilliant move on your part! Unfortunately, only the middle class & poor will suffer!
This is devastating to the American people who did not vote for this current administration! This is nothing but insanity! Brilliant move on your part! Unfortunately, only the middle class & poor will suffer!
Commenter appeals to fairness for those who didn't vote for the administration and expresses concern about economic harm to vulnerable populations.
@joannsilva4715
Mar 4, 2025
How can Trump do this knowing Canada and Mexico are the first two countries that help us with an emergency disaster!!!!!
How can Trump do this knowing Canada and Mexico are the first two countries that help us with an emergency disaster!!!!!
Appeal to reciprocity and gratitude based on past humanitarian aid, questioning fairness of tariff policy.
@elamaldonado708
Mar 5, 2025
Oddly, it's only white people you see on the street corner begging for money and doing the fentanyl fold. It's never Indians living in a tent not knowing where their next meal is coming from.
Oddly, it's only white people you see on the street corner begging for money and doing the fentanyl fold. It's never Indians living in a tent not knowing where their next meal is coming from.
Uses comparative observation of homelessness and addiction to argue immigrants are more self-sufficient and community-oriented than white Canadians.
mikeoxlong5843
Oct 6, 2025
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is …
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is accepted, and Brampton became a hot-spots for Indians. And Brampton has a massive population, of course there are going to be some "bad actors". In places like Caledon and Montreal which have lower indian populations have the same issues. Just because one race has a few bad people doesn't mean all indians are terrible. If the race problem is that big of a issue, move to a different part of Brampton, it's not a small place.
Defends Indian immigrants and Canada's multicultural policy, arguing against stereotyping and advocating for fair judgment of communities.
VoxelCodesxd
Feb 5, 2026
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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)