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
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
The real victims are the working class people in both Canada and the U.S
The real victims are the working class people in both Canada and the U.S
Appeals to fairness and justice for working-class people affected by geopolitical tensions between nations.
@JaredynGoulet
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
Trumps likes to speak over people because he always wants the final say he not interested what people have to say he wants people to shut up and obey his orders
Trumps likes to speak over people because he always wants the final say he not interested what people have to say he wants people to shut up and obey his orders
Commenter critiques Trump's character and leadership style, framing his behavior as disrespectful and authoritarian rather than engaging substantively.
@BarryJohn-r1q
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
,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
what a beautifully crafted and heartfelt speech by a true leader. no bluster, no hyperbolic ranting, just facts and setting out the stage as trump is engineering it
what a beautifully crafted and heartfelt speech by a true leader. no bluster, no hyperbolic ranting, just facts and setting out the stage as trump is engineering it
Praises leadership qualities ('true leader') and appeals to factual integrity versus 'hyperbolic ranting,' grounded in ethical standards.
@markC199
Mar 4, 2025
Canada was built on stolen money from Panjab used to kill natives
Canada was built on stolen money from Panjab used to kill natives
Identical to previous comment; moral critique of Canada's colonial history and treatment of indigenous peoples.
GuyBuddy-i6q
Sep 20, 2025
More old world colonization. I guess now Columbus' route actually makes sense. 😒
More old world colonization. I guess now Columbus' route actually makes sense. 😒
Uses historical reference to colonization with sarcasm to critique current immigration patterns as a form of modern colonization, blending moral critique with satirical tone.
Halcon_Sierreno
Oct 14, 2025
So immature. A tariff ruining whole friendship. What kind of friend and Ally Canada is. Maybe not a real Ally.
So immature. A tariff ruining whole friendship. What kind of friend and Ally Canada is. Maybe not a real Ally.
Criticizes Canada's response as immature and questions its reliability as an ally, appealing to principles of friendship and loyalty.
@savnazi
Mar 5, 2025
8:17 can't understand a simple question, yet insults Africans IQ .
8:17 can't understand a simple question, yet insults Africans IQ .
Critiques hypocrisy and unfair treatment, pointing out a contradiction in someone's behavior regarding intelligence judgments.
fathiaa6392
Jan 27, 2026
I would like to apologize on behalf of our completely corrupt and inept government. Please know that most of us don’t want this
I would like to apologize on behalf of our completely corrupt and inept government. Please know that most of us don’t want this
Appeals to ethics and fairness by apologizing on behalf of government while distancing the speaker from government actions.
@shiz1246
Mar 4, 2025
Canada was built on stolen money from Panjab used to kill natives
Canada was built on stolen money from Panjab used to kill natives
Makes a moral critique of Canada's founding based on historical injustices (stolen wealth, violence against natives).
GuyBuddy-i6q
Sep 20, 2025
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Expresses shame and assigns blame to a political group ('RED HATS') for national humiliation, appealing to collective dignity.
@adoptsalot
Mar 4, 2025
Trump doesn't care about fair, doesn't care about truth, doesn't care about anything other than 1) how much he can get people to fawn over him and 2) how much money he can make off …
Trump doesn't care about fair, doesn't care about truth, doesn't care about anything other than 1) how much he can get people to fawn over him and 2) how much money he can make off of any situation, regardless of who gets hurt in the process.\n\nHey Trudeau, why don't you just annex the US as the 11th Canadian province! That's what I'm talking aboot!
Criticizes Trump's character and motives on ethical grounds, with satirical suggestion about annexing the US.
@craftyguyinthewoods
Mar 4, 2025
After the Amin saga in Uganda, Canada and Uk invited the Indians to their countries, because they were interested in what they could do to boost their economy, why are they complaining now? Those are …
After the Amin saga in Uganda, Canada and Uk invited the Indians to their countries, because they were interested in what they could do to boost their economy, why are they complaining now? Those are now Canadians
Appeals to historical fairness and reciprocity, arguing Canada benefited from Indian immigration and should not now complain.
joywands1970
Sep 21, 2025
we hate this man so much go away trudy
we hate this man so much go away trudy
Expression of strong disapproval toward Trudeau framed as collective rejection ('we hate'), combining emotional opposition with a call for his removal.
Moral Argument
0.78
@frankbible5920
Mar 4, 2025
The politicians and heads of the banks are traitors to the Canadian people. It's unreal what they've done to this country
The politicians and heads of the banks are traitors to the Canadian people. It's unreal what they've done to this country
Accuses political and financial leaders of betrayal and harm to Canadians, combining moral condemnation with threat perception.
videomofo
Nov 25, 2025
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
Expresses moral disapproval of actions toward 'his own country' and claims he is hated by his people.
@pr-ro8kl
Mar 4, 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
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)