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
As an American, Canada do what you must, this dictator who thinks he’s unstoppable and most powerful, needs to be tolled NO, if we Americans have to deal with higher cost, let it be so …
As an American, Canada do what you must, this dictator who thinks he’s unstoppable and most powerful, needs to be tolled NO, if we Americans have to deal with higher cost, let it be so all of these crazy Dump supporters learn he is unfit for presidency.
Commenter appeals to moral judgment (calling Trump a 'dictator' and 'unfit') while urging Canadians to resist, framed as a matter of principle despite economic cost.
@marymoe712
Mar 4, 2025
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
Sounds like micro aggression disguised.
Sounds like micro aggression disguised.
Critiques the video/discussion as containing microaggression, appealing to fairness and ethical treatment.
Moral Argument
0.75
independentmind6345
Aug 29, 2025
I support Canada in their fight continue to stand up to this bully that what’s to control everything and everyone he is all\nAbout money the republicans party are all scared of him so they are …
I support Canada in their fight continue to stand up to this bully that what’s to control everything and everyone he is all\nAbout money the republicans party are all scared of him so they are all going along with him how could America stand there and let a dictator destroy the country we are living in the last days all we can do his pray sad??
Appeals to ethical principles about standing up to authoritarianism and calls for prayer and resistance against perceived tyranny.
@paulinebowen4681
Mar 4, 2025
4:52 but there racist against whites ?
4:52 but there racist against whites ?
Raises fairness/justice concern about reverse discrimination, framing white people as victims of racism.
christiancrow
Jan 27, 2026
Not my president!
Not my president!
Brief rejection of Trump's legitimacy as president, functioning as moral/political opposition.
Moral Argument
0.75
@leonkaihammerhai5666
Mar 4, 2025
Put a criminal into position of president what did you think would happen.
Put a criminal into position of president what did you think would happen.
Makes an ethical judgment about criminal conduct in political office, appealing to standards of integrity and fitness for leadership.
Moral Argument
0.75
@mlee6136
Mar 4, 2025
If Putin is a murderous dictator (which is correct), what would the other Trump's buddy... the despicable sub-human Netanyahu be called!
If Putin is a murderous dictator (which is correct), what would the other Trump's buddy... the despicable sub-human Netanyahu be called!
Compares moral character of political figures using ethical language ('murderous dictator', 'despicable sub-human'), framing a judgment about leadership conduct.
@mohamedismail2485
Mar 4, 2025
USA its a traitor of the Free World.
USA its a traitor of the Free World.
Makes a moral judgment about the USA's international conduct, characterizing it as betrayal of shared values.
@iberiano-ls2rv
Mar 4, 2025
When Canada says No to her Creator God/Jesus the Christ, she goes downhill.
When Canada says No to her Creator God/Jesus the Christ, she goes downhill.
Frames national decline as moral/spiritual consequence of rejecting religious values, appealing to religious ethics and divine judgment.
Moral Argument
0.75
TinaMac-j9o
Sep 3, 2025
Trump is so old and stupid He doesn't care about us Americans That Felon and Grapist should be in Prison. What a evil person
Trump is so old and stupid He doesn't care about us Americans That Felon and Grapist should be in Prison. What a evil person
Makes ethical condemnations of Trump's character and fitness for office, appealing to justice and moral standards.
@LeslieKing-b8y
Mar 4, 2025
The Stupid orange idiot doesnt deserve to be called President.
The Stupid orange idiot doesnt deserve to be called President.
Makes a value judgment about Trump's fitness for office based on character assessment.
Moral Argument
0.75
@michaelsantos2715
Mar 4, 2025
Amen Amen I totally agree with you immigrants must adapt to Canadians culture. Most immigrants are honest hard working people. Some people just come and use and abuse the system, and this should be tolerated …
Amen Amen I totally agree with you immigrants must adapt to Canadians culture. Most immigrants are honest hard working people. Some people just come and use and abuse the system, and this should be tolerated it must stop now.
Balances acknowledgment of honest immigrants with moral condemnation of those who 'abuse the system,' appealing to fairness principles.
yvonnethomas5599
Sep 8, 2025
President trump is a businessman that’s what he does for his people. Sometimes being great at something is not enough for you to be a good leader . Your fellow Americans will suffer .
President trump is a businessman that’s what he does for his people. Sometimes being great at something is not enough for you to be a good leader . Your fellow Americans will suffer .
Argues that business acumen alone doesn't make a good leader and expresses concern for citizens' welfare.
Moral Argument
0.75
@ShirleyOsawa
Mar 4, 2025
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
Emotional expression of shame and moral condemnation toward America, framed as dishonest.
@joycewhitney3852
Mar 4, 2025
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Please, Mr. Trudeau understand the United States did not do that Donald Trump. Did we love our neighbors, true Americans, love our neighbors and understand how important they are.✌?❤️
Appeals to ethical principles of neighborly love and understanding, distinguishing true Americans from Trump's actions.
@KeithHood-i1s
Mar 4, 2025
this is because of sikhs being persecuted in India..
this is because of sikhs being persecuted in India..
Provides humanitarian justification for Sikh migration based on persecution in India, appealing to moral principles of refuge and safety.
Moral Argument
0.75
OpenSoceity
Sep 19, 2025
Thank for teach Doanl Trump thta even in a battle a person in politic could be polite and you are rignt in all , Donal Trump is a president that does not how to talk …
Thank for teach Doanl Trump thta even in a battle a person in politic could be polite and you are rignt in all , Donal Trump is a president that does not how to talk polite or have a discussion with elegance this a war for everyone and hurting the world in general special our own neighbors sad to see hope this 4 years past fast so this guy can leave america LOVE CANADA
Appeals to civility, politeness, and elegance in political discourse while comparing Trump unfavorably to Canadian leadership on ethical grounds.
@connieborja-ye1mu
Mar 4, 2025
I agree with Trudeau excepting one statement Trump is NOT smart he is a total fool, Putin's puppet and a traitor.
I agree with Trudeau excepting one statement Trump is NOT smart he is a total fool, Putin's puppet and a traitor.
Makes moral judgments about Trump's character (fool, traitor, puppet) while expressing agreement with Trudeau's position.
@lordofelectrons4513
Mar 4, 2025
Well done. Trump thinks he can do whatever he wants with the world.
Well done. Trump thinks he can do whatever he wants with the world.
Critique of Trump's perceived overreach and unilateral power, appealing to principles of restraint and fairness.
@facundosoler2200
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)