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
Do what is right. Stand up for democracy and the rule of law. Stand with Canada and Ukraine.
Do what is right. Stand up for democracy and the rule of law. Stand with Canada and Ukraine.
Appeals to ethical principles (democracy, rule of law) and expresses solidarity with Canada and Ukraine based on moral grounds.
@graemejeffery2759
Mar 4, 2025
A shameful speech from an equally shameful character. ??????
A shameful speech from an equally shameful character. ??????
Commenter makes a moral judgment calling the speech and speaker shameful, appealing to ethical standards without specific policy details.
Moral Argument
0.90
@markokeefe8859
Mar 4, 2025
⸻ “It’s surprising to hear someone say immigrants should ‘leave their culture and what about religion’ behind. That’s not Canada — that’s brainwashing. Canada is built on multiculturalism. We don’t need to erase who we …
⸻
“It’s surprising to hear someone say immigrants should ‘leave their culture and what about religion’ behind. That’s not Canada — that’s brainwashing. Canada is built on multiculturalism. We don’t need to erase who we are to belong here. We bring our values, our traditions, our work ethic, and we mix them into this country. That’s what makes Canada strong, not weaker. Stop spreading messages that divide — unity and respect is what truly builds this country.”
Defends multiculturalism as a moral principle and appeals to unity and respect as ethical foundations for Canadian society.
sharmilanarayan8062
Aug 26, 2025
holy fucking racism
holy fucking racism
Direct ethical condemnation of racist content in the discussion thread, appealing to principles of fairness and human dignity.
Moral Argument
0.90
Karthik.Sepuru
Jan 27, 2026
I am in tears every single day watching this administration do what they're doing....? I'm an American and I am proud of our country but I am not proud of what's happening right now In …
I am in tears every single day watching this administration do what they're doing....? I'm an American and I am proud of our country but I am not proud of what's happening right now In this administration? It's absolutely horrific undemocratic cruel Idiotic stupid ridiculous Narcissistic..... I am in tears watching this I can't believe this is happening?
American expressing emotional distress and moral condemnation of current administration as 'horrific, undemocratic, cruel.'
@karenskloset898
Mar 4, 2025
This isn’t “just business”. America has to remain steadfast to our commitments. We can’t be fair weather friends.
This isn’t “just business”. America has to remain steadfast to our commitments. We can’t be fair weather friends.
Appeals to ethical principles of commitment and loyalty between nations, framing international relations as a moral obligation.
Moral Argument
0.90
@mannysr67
Mar 4, 2025
Saving life is not dumb
Saving life is not dumb
Brief ethical assertion that saving lives is a moral imperative, not foolish.
Moral Argument
0.90
@pattersonmoses37
Mar 4, 2025
Shame on Trump!
Shame on Trump!
Simple moral condemnation expressing disapproval of Trump's actions.
Moral Argument
0.90
@ralphstarling6707
Mar 4, 2025
There are good people bad people in every culture race country. Generalization is not the answer. Don't let rich people divide you.
There are good people bad people in every culture race country. Generalization is not the answer. Don't let rich people divide you.
Appeals to fairness and against stereotyping, warning against divisive generalizations based on ethical principles.
shfababy
Sep 19, 2025
Too much racism in Canada in my opinion
Too much racism in Canada in my opinion
Comment makes a normative claim about racism in Canada as a social problem, appealing to fairness and justice concerns.
Moral Argument
0.90
kidsplayflute
Feb 16, 2026
Wow. This is super fucking racist
Wow. This is super fucking racist
Direct ethical judgment calling out racist content in the video or comments.
Moral Argument
0.90
JadedMax
Jan 28, 2026
racist bastard
racist bastard
Brief moral condemnation of racism without elaboration.
Moral Argument
0.90
Udayrajsingh-l7u
Mar 2, 2026
You are a dictator
You are a dictator
Direct moral accusation labeling a political leader as a dictator, appealing to principles of democratic governance.
Moral Argument
0.90
@ewagruszko9898
Mar 4, 2025
man this video is so racist. You better get the fuk out Canada we don’t want you here with your replacement theories. Canada is a multicultural and diverse nation. Stay south of the border and …
man this video is so racist. You better get the fuk out Canada we don’t want you here with your replacement theories.
Canada is a multicultural and diverse nation. Stay south of the border and don’t mess with our life here.
remeber whites also came from abroad including you or your ancestors
Defends multiculturalism and diversity on ethical grounds, appeals to fairness and historical perspective about immigration.
hristostoev80
Jan 30, 2026
Make the change prospective and applicable for future immigrants. It is not fair to apply it on current migrants.
Make the change prospective and applicable for future immigrants. It is not fair to apply it on current migrants.
Argues that retroactive policy application is unfair, appealing to principles of justice and fairness while critiquing government approach.
tindrums
Feb 7, 2026
These terrible consequences stem from a single mad leader whose ego is as inflated as his unpleasant demeanor. His reckless ambitions and self-centered decisions are dragging millions of ordinary people—both in his country and others—into …
These terrible consequences stem from a single mad leader whose ego is as inflated as his unpleasant demeanor. His reckless ambitions and self-centered decisions are dragging millions of ordinary people—both in his country and others—into unnecessary suffering. As if people didn’t already have enough problems to deal with, this maniac comes along, sowing chaos and adding to their burdens. His actions are not just destructive but reflect a dangerous disregard for humanity, leaving a trail of devastation that will take years to repair. Leaders like him remind us of the importance of vigilance and the need to unite against such destructive egotism.
Extended moral critique appealing to humanitarian values and warning against destructive leadership and egotism.
Moral Argument
0.90
@touringthecitywalking9209
Mar 4, 2025
Trump is not a wacky friend hes a bully and embarrassment. What damn disgrace The US has become
Trump is not a wacky friend hes a bully and embarrassment. What damn disgrace The US has become
Characterizes Trump as a bully and an embarrassment to the nation, appealing to standards of leadership and national dignity.
Moral Argument
0.90
@alexinfinite7142
Mar 4, 2025
Always respect the values of the places you visit or live in, especially as an immigrant. That goes for ANYONE
Always respect the values of the places you visit or live in, especially as an immigrant. That goes for ANYONE
Appeals to ethical principle that immigrants should respect host country values.
Moral Argument
0.90
lougaI
Jan 27, 2026
I’m am Ukrainian Canadian and over the last few days I see how the new US government’s policy ruining everything we all believe in so dearly: democracy, friendship, helping shoulder to those who needs support …
I’m am Ukrainian Canadian and over the last few days I see how the new US government’s policy ruining everything we all believe in so dearly: democracy, friendship, helping shoulder to those who needs support against the bloody dictators, and firing thousands of people without cause who provided cybersecurity, guarded fairness of your elections… all being flashed down the toilet. And I watch it being replaced with bulling those who is bleeding, stabbing the friends and neighbors, singing praise to the war criminals charged for crimes against humanity with unlawful deportation and transfer of 20,000 Ukrainian children into russia. Children?! And I want to ask you a question: will you be a silent bystander watching the world plummet into the hatred, redivisions of borders and the rule of heartless convicted “deal makers”? I think I know who he made the deal with... And to those who voted for him: do you still believe this will lead you and your country to greatness?? One single fact that both Moscow and Beijing celebrate watching what’s happening should raise your eyebrows and question your decision to bring this man into power. Instead of making America great again the fight for saving America just began. God help you and all of us!
Ukrainian Canadian shares lived experience while making extensive moral appeals about democracy, human rights, and war crimes, culminating in a call to action against complacency.
@juliamudla2158
Mar 4, 2025
As a Canadian, man this is super racist. People are people, f*** off with this.
As a Canadian, man this is super racist. People are people, f*** off with this.
Asserts a moral principle (equality of people) and condemns racism, using personal identity as Canadian to ground the ethical critique.
anthonyfromcanada
Feb 26, 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)