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
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
Acknowledges Trudeau's rhetorical skill while contrasting him favorably to Trump on ethical/leadership grounds.
@alexalvarez1021
Mar 4, 2025
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying …
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying America
Appeals to Canadian values (healthcare, humanity, good manners) as moral superiority while criticizing Trump's character and actions.
@estherismond851
Mar 4, 2025
It's hypocritical to not want indians migrating if you or your family are migrants LOL, i.e. if you're not a native american.
It's hypocritical to not want indians migrating if you or your family are migrants LOL, i.e. if you're not a native american.
Uses logical argument about hypocrisy to appeal to fairness and justice regarding immigration restrictions, with humorous tone.
vixguy
Jan 29, 2026
God is giving us a good and deserved lesson here: Don't trust men. Trust God with all your heart, mind, soul and strength. Instead of trusting God, many thought that a golden era was coming. …
God is giving us a good and deserved lesson here: Don't trust men. Trust God with all your heart, mind, soul and strength. Instead of trusting God, many thought that a golden era was coming. But God had other plans. He cannot be mocked. We all reap what we sow.
Religious moral argument framing current events as divine judgment and lesson about trust in God.
Moral Argument
0.78
@lastdayspreppingministry
Mar 4, 2025
We do not want Russia as an ally Trump. Trump is the dumbmest President in the world. He is trying to destroy the U.S. and you'll letting him do it.
We do not want Russia as an ally Trump. Trump is the dumbmest President in the world. He is trying to destroy the U.S. and you'll letting him do it.
Frames Trump's actions as morally wrong ('destroying') while critiquing specific policy direction.
@michaelrichardson8692
Mar 4, 2025
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
Makes character-based moral critique of Trump, emphasizing intellectual and emotional failings as evidence of unfitness.
Moral Argument
0.78
@lukefraser6172
Mar 4, 2025
Maybe colonizers should have not pillaged India and created such a difference in living conditions that warranted mass migrations like these.
Maybe colonizers should have not pillaged India and created such a difference in living conditions that warranted mass migrations like these.
Appeals to historical justice and fairness by attributing immigration patterns to colonial exploitation and resulting inequality.
flashyash7
Feb 1, 2026
Who voted for orange guy!! Now look what you all voted for
Who voted for orange guy!! Now look what you all voted for
Criticizes voters for electing Trump and implicitly calls for accountability, framed as moral judgment of electoral choice.
@tudiS-uw5yt
Mar 4, 2025
trump is a bully trump doesnt care if prices go up hes rich
trump is a bully trump doesnt care if prices go up hes rich
Commenter critiques Trump's character and indifference to economic harm, appealing to fairness and concern for ordinary people.
Moral Argument
0.78
@padillaeddie2935
Mar 4, 2025
Canada, don't punish us because we're already being punished by the abusive figurehead of our country
Canada, don't punish us because we're already being punished by the abusive figurehead of our country
Appeals to fairness and justice, arguing Canada shouldn't punish citizens for their government's actions, with implicit support for Canadian independence.
@nickijones707
Mar 4, 2025
Yes this must be totally embarrasing to the us citazins to see usa supporting russia over its allies in all of europe.. japan.. australia.. and od course canada.
Yes this must be totally embarrasing to the us citazins to see usa supporting russia over its allies in all of europe.. japan.. australia.. and od course canada.
Criticizes US support of Russia over allies as embarrassing and morally wrong, appealing to principles of loyalty and fairness.
@reginaldahern9418
Mar 4, 2025
This is so sad. The American government undermines its people.
This is so sad. The American government undermines its people.
Moral critique of American government for undermining its own people, implicitly contrasting with Canadian approach.
@JoseGutierrez-rw6tg
Mar 4, 2025
President Trudeau proving he is a good leader & will not capitulate to Trump or Putin the Butcher !
President Trudeau proving he is a good leader & will not capitulate to Trump or Putin the Butcher !
Praises Trudeau for maintaining leadership principles and resisting external pressure, appealing to values of independence and moral leadership.
@josiedaniels4172
Mar 4, 2025
In times like this, it an opportunity for leaders around the world to show competence and leadership. American people must be smarter than their leader, they seem hypnotized. Hope when they wake up, wont be …
In times like this, it an opportunity for leaders around the world to show competence and leadership. American people must be smarter than their leader, they seem hypnotized. Hope when they wake up, wont be too late to repair the damage.
Appeals to competence and leadership as ethical imperatives while comparing nations' responses.
@silviuvarzaru9664
Mar 4, 2025
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
Critiques fairness and justice by suggesting systemic inequality will persist, with undertones of social concern.
@BrynFLEW
Mar 4, 2025
we know you guys dont want this nor does us true Americans want it. trump wants this to pretend like hes a tough guy to make him feel like a man for a split second …
we know you guys dont want this nor does us true Americans want it. trump wants this to pretend like hes a tough guy to make him feel like a man for a split second cause deep down he knows hes a disgusting person.
Critiques Trump's character and motivations on ethical grounds while claiming to speak for 'true Americans.'
@mewinthedark8513
Mar 4, 2025
Talk is cheap on both sides, when the numbers come in , trumps tune will change, to many Americans will suffer as will Canada , yes this is a dumb move , we bled with …
Talk is cheap on both sides, when the numbers come in , trumps tune will change, to many Americans will suffer as will Canada , yes this is a dumb move , we bled with you on the battlefield yet this is how you treat your allies ….
Appeals to shared sacrifice and alliance loyalty ('bled with you on the battlefield') to argue against Trump's tariff policy as betrayal.
@georgevenckus
Mar 4, 2025
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
Critiques religious prejudice as wrong while asserting that immigrants must adopt host country values, mixing moral and identity arguments.
yurcrok
Jan 27, 2026
Trudeau is right in every aspect, Trump is an enemy of the free world
Trudeau is right in every aspect, Trump is an enemy of the free world
Makes a moral judgment that Trudeau is 'right in every aspect' and frames Trump as an enemy, appealing to values of freedom and righteousness.
@sl2136
Mar 4, 2025
The US as declared war against all civilised world, to say Donald is smart is euphemism, he is the replica of Hitler, and is introducing the Fourth Reich
The US as declared war against all civilised world, to say Donald is smart is euphemism, he is the replica of Hitler, and is introducing the Fourth Reich
Uses extreme moral language comparing the US president to Hitler and framing US actions as a threat to civilization.
@AndileLuvuno-f5c
Mar 5, 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)