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
bunch of racists
bunch of racists
Brief moral condemnation of commenters in the thread, appealing to ethical standards against racism.
bobbob6692
Jan 27, 2026
Damn, that person on the bike is racist towards Africans and Muslims in a terrifying way.
Damn, that person on the bike is racist towards Africans and Muslims in a terrifying way.
Condemns racist behavior as morally wrong while expressing alarm about discriminatory attitudes toward specific groups.
MouhamedAli-ig9hb
Feb 27, 2026
We believe you, we know trump is a liar, a felon, a criminal.
We believe you, we know trump is a liar, a felon, a criminal.
Makes character accusations against Trump (liar, felon, criminal) framed as moral judgments, with 'felon' and 'criminal' being specific claims.
@kerrypolingo1607
Mar 4, 2025
You’re all a bunch of racist American products of Hollywood that should be caged and reeducated so you can all learn what it’s like to be an actual human being.
You’re all a bunch of racist American products of Hollywood that should be caged and reeducated so you can all learn what it’s like to be an actual human being.
Uses inflammatory moral language ('reeducated,' 'actual human being') to condemn commenters, framed as ethical critique though expressed through hostile identity-based framing.
Easternworld420
Jan 27, 2026
Guy on the bike is a bigot
Guy on the bike is a bigot
Makes a moral judgment labeling someone as a bigot based on their apparent stance in the video.
Moral Argument
0.75
amosculbreth5308
Jan 27, 2026
So denying any educational rights means they are less intelligent hmmmm
So denying any educational rights means they are less intelligent hmmmm
The comment challenges the fairness/justice of denying educational rights by questioning the logical implication that this reflects intelligence.
Moral Argument
0.75
chococola4931
Jan 27, 2026
When are people gonna start telling the truth? Donald isn't smart, his government is clearly a russian asset, he's got the mental acuity of a four year old. America, wtf are you doing, stop watching …
When are people gonna start telling the truth? Donald isn't smart, his government is clearly a russian asset, he's got the mental acuity of a four year old. America, wtf are you doing, stop watching the news, get to Washington....
Criticizes political leadership on moral/competence grounds and urges Americans to take action ('get to Washington'), combining ethical appeal with mobilization.
@donohirst
Mar 4, 2025
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 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
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
Absolute tragedy this stuff is taking place.
Absolute tragedy this stuff is taking place.
Expresses moral disapproval of immigration practices without elaborating specifics, framing the situation as a tragedy.
BehKett
Jan 27, 2026
Europeans came first now everyone else what's the difference?
Europeans came first now everyone else what's the difference?
Uses historical precedent argument to challenge European objections to immigration, appealing to fairness logic.
TriggerpointClips
Jan 27, 2026
Not all indians eat their shit. Also you went to a very specific part of indian that does shit stuff, it doesnt mean they are gonna bring it to our country.
Not all indians eat their shit. Also you went to a very specific part of indian that does shit stuff, it doesnt mean they are gonna bring it to our country.
Defends Indian immigrants against stereotyping by arguing that generalizations from one region are unfair and won't necessarily transfer to Canada.
DUK-dy6zk
Jan 27, 2026
You are racist you don't have any good content shame disgusting why Don't you talk abouts your racist country
You are racist you don't have any good content shame disgusting why Don't you talk abouts your racist country
Accuses the content creator of racism and calls for different content, appealing to ethical standards.
KingOfngash
Jan 27, 2026
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall …
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall in line that’s why we have peace, treaties, and peace talks, and the UN so they can see how the United States are willing partner that’s gonna help and do the right thing They look at us for that now we have a president doesn’t care and he wants to make sure everybody thinks that we think like that no, we don’t think like that please get it together before the most high come down and get it together for you if you don’t know what you’re doing because he trusted you with usthe American people?
Appeals to ethical principles of cooperation, fairness, and moral leadership while criticizing current leadership.
@WendyArnold-s9t
Mar 4, 2025
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Criticizes Trump's character and judgment while making claims about his relationship with Putin, framed as ethical critique.
@Chaparaps
Mar 4, 2025
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Appeals to historical justice and Native American rights to argue against immigration restrictions based on ancestry.
AdamnW
Jan 27, 2026
Trudeau is wright,Trump is suppose to be and jail.?
Trudeau is wright,Trump is suppose to be and jail.?
Supports Trudeau's position and argues that Trump should face legal consequences, framing it as a justice issue.
@richardgagne8785
Mar 4, 2025
That is one racist scumbag. He doesn't seem too smart himself.
That is one racist scumbag. He doesn't seem too smart himself.
Condemns someone's behavior as racist and morally wrong, appealing to ethical principles.
Moral Argument
0.75
dennismorgan2408
Feb 28, 2026
All of these immigrants should stop fleeing their country and revolt like Black Americans did so they can be in the United States. Black Americans built this country and all these people would not be …
All of these immigrants should stop fleeing their country and revolt like Black Americans did so they can be in the United States. Black Americans built this country and all these people would not be here if it wasn't for our civil rights movement✊🏽 we built the country and everybody thrives off the fruits of our labor😏
Appeals to historical justice and civil rights principles, arguing immigrants should follow the example of Black American resistance rather than emigration.
Jocelynstreet321
Jan 27, 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)