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
My fellow Americans need to wake up with pain. This is great move. This Trump administration is all about revenge and taking profits themselves. They are the true anti-ppl and anti-govt. - from American
My fellow Americans need to wake up with pain. This is great move. This Trump administration is all about revenge and taking profits themselves. They are the true anti-ppl and anti-govt. - from American
Commenter frames the administration as unethical and anti-people, appealing to fellow Americans to recognize moral failings and take notice.
@johnyeukhonwong830
Mar 4, 2025
As a Canadian that crosses the border, there is an archway with two gates at the crossing. On it the words that say “one mother, two sons” may these gates never close. \n\nNobody wins when …
As a Canadian that crosses the border, there is an archway with two gates at the crossing. On it the words that say “one mother, two sons” may these gates never close. \n\nNobody wins when family fights family.
Personal account of border crossing combined with an appeal to unity and against conflict based on family/relational ethics.
@ASingh-u1x
Mar 4, 2025
How refreshing to hear FACTS and not constant lies from an American president
How refreshing to hear FACTS and not constant lies from an American president
Contrasts truthfulness and integrity (facts vs. lies) as an ethical standard, with implicit comparison to American leadership.
@deborah9941
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
This is surreal. Canada? Our enemy? Seriously? Only donald could create a situation this absurdly backwards. I truly believe he wants his legacy to be damaging America beyond repair just to prove he can do …
This is surreal. Canada? Our enemy? Seriously? Only donald could create a situation this absurdly backwards. I truly believe he wants his legacy to be damaging America beyond repair just to prove he can do it.
Expresses moral judgment about Trump's intentions and damage to America, framed as ethical concern about his legacy.
@Cliffton-h6o
Mar 4, 2025
“Anti-american”? Shutup! He is just standing for his people, as any decent leader should. Donald could learn a lot from him
“Anti-american”? Shutup! He is just standing for his people, as any decent leader should. Donald could learn a lot from him
Appeals to ethical leadership principles by defending the speaker's duty to represent his people and implicitly comparing leadership styles between nations.
@jpferreiralima
Mar 5, 2025
Africans are below McDonald's intelligence? That's a very ignorant thing to say considering the fact the in USA the most successful immigrants are Nigerians.
Africans are below McDonald's intelligence? That's a very ignorant thing to say considering the fact the in USA the most successful immigrants are Nigerians.
Counters racist claim with factual evidence about Nigerian immigrant success, appealing to fairness and accuracy.
rushnande3731
Jan 27, 2026
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
Trump is a corrupt conman. Look at the difference between this speech and Trump’s. Trump speaks like a child full of BS.
Trump is a corrupt conman. Look at the difference between this speech and Trump’s. Trump speaks like a child full of BS.
Attacks Trump's character and credibility through comparative framing of speech quality, implying moral/intellectual deficiency.
@zertify1714
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
This is what the ignorance of America MAGA voters wanted and now their ignorance and stupidity will bite them like never before. They learn nothing from Trump last failures and gave him another shot at …
This is what the ignorance of America MAGA voters wanted and now their ignorance and stupidity will bite them like never before. They learn nothing from Trump last failures and gave him another shot at fooling them again. This is on them for recession this Buffoon is about to put them through
Criticizes Trump voters' judgment and warns of economic consequences, blending moral condemnation with economic concern.
@titusnixon
Mar 4, 2025
Just stop Justin did you forget what did you do to as during the Covid, did you? You are evil person, it’s you who destroy Canadian nation
Just stop Justin did you forget what did you do to as during the Covid, did you? You are evil person, it’s you who destroy Canadian nation
Makes a moral judgment calling the PM 'evil' and accusing him of destroying the nation, framed as ethical condemnation.
@pj2308xd2
Mar 4, 2025
I wish trump had some class like this man does
I wish trump had some class like this man does
Expresses admiration for Trudeau's conduct by appealing to character and class as moral virtues.
@pammyras
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
My people try to aspire to higher energy levels of love and kindness, peace and harmony. I can’t believe civilized men can behave in such primitive, god damn cave man ways … in a $5000 …
My people try to aspire to higher energy levels of love and kindness, peace and harmony. I can’t believe civilized men can behave in such primitive, god damn cave man ways … in a $5000 suit. I feel like puking 24/7
Appeals to ethical principles (love, kindness, peace, harmony) while condemning perceived primitive behavior by political leaders.
Moral Argument
0.78
@TraciWager
Mar 4, 2025
I have heard and seen Canadians get upset with Trudeau but they should be proud of him. Trudeau is a gentleman very professional and he is actually sane. Trump has a lot of loose bolts …
I have heard and seen Canadians get upset with Trudeau but they should be proud of him. Trudeau is a gentleman very professional and he is actually sane. Trump has a lot of loose bolts up there. The worst thing a leader can do is, betray their allies. Trump is a traitor!
Appeals to ethics and sanity as moral principles while comparing leaders and criticizing Trump as a traitor.
@emigdioobesovaldez7426
Mar 4, 2025
I am also an Immigrant. This new immigrations don’t respect the Canadian culture and law.
I am also an Immigrant. This new immigrations don’t respect the Canadian culture and law.
Immigrant sharing lived experience while making moral argument that newer immigrants fail to respect Canadian culture and law.
tamchungma
Aug 25, 2025
This just proves our preident is a fucking liar. He will never be trusted by any of our allies
This just proves our preident is a fucking liar. He will never be trusted by any of our allies
Condemns president as dishonest and untrustworthy, appealing to moral principles of honesty and reliability in leadership.
@joshramirez37
Mar 4, 2025
Trump is pure vomit. There is nothing lower than what the pathetic Republican party has become
Trump is pure vomit. There is nothing lower than what the pathetic Republican party has become
Uses strong moral language ('pure vomit', 'pathetic') to condemn Trump and the Republican party as ethically bankrupt.
@sergiogonzalez736
Mar 4, 2025
that white racist pig doesn't even know anything about the black people. I earn more in Africa than so many whites that I met during my years in China as an expert. Stealing African resources …
that white racist pig doesn't even know anything about the black people. I earn more in Africa than so many whites that I met during my years in China as an expert. Stealing African resources and claiming to be superior.
Makes ethical accusations about racism and resource exploitation while asserting counter-claims about economic achievement and group superiority.
AnthonyEze-l3u
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)