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 so sad. All cultures are beautiful but not when they try and attack others and erode others
This is so sad. All cultures are beautiful but not when they try and attack others and erode others
Appeal to cultural respect and ethics while framing immigrant groups as threats to others, mixing moral and identity-based arguments.
hoseaphillips7668
Feb 18, 2026
Protect from ALL enemies foreign AND DOMESTIC! Donald Trump is an enemy! I stand with Canada
Protect from ALL enemies foreign AND DOMESTIC! Donald Trump is an enemy! I stand with Canada
Appeals to patriotic duty and moral principles by framing Trump as an enemy and expressing solidarity with Canada's defense.
@jamescooper3324
Mar 4, 2025
Russian asset Don the BULLSHITTER Con has NO friends or allies
Russian asset Don the BULLSHITTER Con has NO friends or allies
Attacks Trump's character and credibility, framing him as dishonest and without allies.
@wildthings4143
Mar 4, 2025
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you …
I cannot really understand why Trump is so brutal. He has not long ago become President in USA. He should be just happy and enjoy life and looking forward into the future. Why are you so destructive and cruel to people around the world?\nSharpen up, for Gods sake!?
Appeals to ethics and human decency, questioning Trump's cruelty and destructiveness toward people globally on moral grounds.
@anitatillberg4909
Mar 4, 2025
When will countries realize America is the friend to NO one. America has always been a bully, a war monger and enjoys war profiteering. America is designed to create instability and war in regions all …
When will countries realize America is the friend to NO one. America has always been a bully, a war monger and enjoys war profiteering. America is designed to create instability and war in regions all over the world with the sole purpose of American domination, power and control. The world needs to move away from America with harsh sanctions.
Extended ethical critique of American foreign policy as imperialist and destabilizing, calling for international sanctions.
@hafeezurmohammed4152
Mar 4, 2025
As a veteran I find traitor trump's actions to Canada, Mexico as total ly stupid. His actions will hurt the American people more than we can imagine. Aligning with putin is treasonous, cause that's what …
As a veteran I find traitor trump's actions to Canada, Mexico as total ly stupid. His actions will hurt the American people more than we can imagine. Aligning with putin is treasonous, cause that's what traitors do.
Veteran's personal perspective condemning Trump's actions as treasonous and harmful, grounded in moral judgment about betrayal and alignment with adversaries.
@johnstepp5172
Mar 4, 2025
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He is a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab…gonna wipe Fentanyl off …
Ask him how he knows a lying, murdering dictator.!..takes one to know one. He is a POS ??? nobody wants him here. He can go to hell with his BFF Klaus Schwab…gonna wipe Fentanyl off the planet, are you, dumb-dumb?!
Makes moral accusations against Trudeau using inflammatory language and unsubstantiated claims about his character and associations.
@AstarteDevi
Mar 4, 2025
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. …
Thats billionaire doing what they do best have us believe they are doing us a favor! I'm happy to say I didn't vote for him ever because I've experienced them to much in my life. All the fraud money won't be giving back to americans they will keep it for all the money he lost from being sued
Critiques billionaires and Trump for deception and fraud, appealing to fairness and justice while claiming personal experience with their wrongdoing.
@BrianT-uy
Mar 4, 2025
Will state that I agree with the mature man in the blue coat. Once you decide to reside and become a citizen of any country it's imperative that you assimilate into that's country's culture. And …
Will state that I agree with the mature man in the blue coat. Once you decide to reside and become a citizen of any country it's imperative that you assimilate into that's country's culture. And to the gentleman who had the helmet on... I agree with you 💯💯💯
Argues that immigrants should assimilate into host country culture as an ethical imperative of citizenship.
Janeair41....
Jan 27, 2026
Stupid trump...stupid vance....they love their bloody handed putin
Stupid trump...stupid vance....they love their bloody handed putin
Ethical critique of Trump and Vance framed through accusations of supporting a violent authoritarian regime.
@Aditiji108
Mar 4, 2025
nor do I. I feel so ashamed of our government. from Nebraska here.
nor do I. I feel so ashamed of our government. from Nebraska here.
Expresses shame about government actions, appealing to ethical principles and values, with personal identification from Nebraska.
@smokercaptain
Mar 4, 2025
Arrogance trump never
Arrogance trump never
Brief moral condemnation of arrogance as a character flaw, rejecting it as a principle.
Moral Argument
0.75
@haridharan6454
Mar 4, 2025
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
Personal expression of shame about US administration's corruption and greed, framed as ethical critique of GOP governance.
@ashflash8067
Mar 4, 2025
Thank you world for not supporting American economy and a military state country!
Thank you world for not supporting American economy and a military state country!
Appeals to ethical principles by thanking the world for not supporting what the commenter views as an unjust political system.
jaesea-g6s
Dec 9, 2025
Palestinians and Ukrainians are the victims and America and europians treated them especialy Palestinians like they're the bad one's !
Palestinians and Ukrainians are the victims and America and europians treated them especialy Palestinians like they're the bad one's !
Appeals to justice and fairness regarding treatment of Palestinians and Ukrainians, framing them as victims.
@SilenceaboutthetruthisamuteDev
Mar 4, 2025
Take care of yourselves first aesssole….
Take care of yourselves first aesssole….
Appeals to prioritizing domestic welfare and self-interest as an ethical principle, suggesting Canada should focus on its own citizens first.
Moral Argument
0.75
@sreekumar3503
Mar 4, 2025
It's astonishing how just one man can turn the whole world upside down. I don’t understand why people always have the tendency—despite being fully aware of the consequences of their choices—to still make the wrong …
It's astonishing how just one man can turn the whole world upside down. I don’t understand why people always have the tendency—despite being fully aware of the consequences of their choices—to still make the wrong ones. Perhaps it gives them a thrill… but they fail to realize that, in the end, they are the ones who have to face the consequences.
Philosophical reflection on human decision-making and consequences, expressing concern about leadership choices affecting global stability.
@Zamis0
Mar 4, 2025
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
Trump is a traitor and deserves the fate of traitors.
Trump is a traitor and deserves the fate of traitors.
Makes a moral judgment calling Trump a traitor and invoking justice/consequences based on ethical principles.
Moral Argument
0.75
@PaulSkuta
Mar 4, 2025
The issue is trump is a sociopath. He will never do what us right for the USA or anyone else..it's why no one can negotiate with him. But also how he has become Russias greatest …
The issue is trump is a sociopath. He will never do what us right for the USA or anyone else..it's why no one can negotiate with him. But also how he has become Russias greatest assest in the history of the USA, the actual president. He will toss all of the USA under the bus
Characterizes Trump as a sociopath who betrays national interests, framing this as a moral/ethical failure rather than policy disagreement.
@chrishartley7493
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)