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
Another Western hypocrite who orchestrated the war together with NATO against Russia but won't criticise Israel
Another Western hypocrite who orchestrated the war together with NATO against Russia but won't criticise Israel
Accuses the person of hypocrisy for criticizing some conflicts while not others, appealing to consistency and fairness.
@DaveNeve
Mar 4, 2025
Zelenskyy the puppet clown ?, disrespectfully has crossed the line of decency\n by being loud, interrupting, and with very rude high hand gestures \ntowards the president of United States of America☹️\nWhat a junkie clown?, He's …
Zelenskyy the puppet clown ?, disrespectfully has crossed the line of decency\n by being loud, interrupting, and with very rude high hand gestures \ntowards the president of United States of America☹️\nWhat a junkie clown?, He's going to learn it the hard way very soon ☹️\nA comedian puppet clown ? who still thinks that he is a real leader ???\nWait for it junkie \nCheers ????
Harsh moral condemnation of Zelenskyy's behavior as indecent and disrespectful, with implied threats about consequences.
@PlanB-3751
Mar 4, 2025
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
Expresses moral disapproval of Trump's foreign policy shift, framing it as a betrayal of alliance relationships.
@Butterflies-are-free
Mar 4, 2025
Trudeau is a person Trump should look up to. This is how leaders should be leading!!
Trudeau is a person Trump should look up to. This is how leaders should be leading!!
Praises Trudeau's leadership as exemplary, appealing to standards of what constitutes good governance.
@Zaderzare
Mar 4, 2025
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
The guy with a bike needs to learn that his grandfathers stole Canada from the Indians! 😂Calling Africans useless shows how low IQ he has.
Combines a historical moral argument about colonial theft with a dehumanizing false claim about intelligence, primarily framed as ethical critique.
Iyassu-k8d
Jan 27, 2026
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out …
Hey Trudeau Ferme la sur Putin ! Go ahead full force on the Mango Mussolini GRUMP tough ??I'm going to vomit my ancestors who died in USA wars ?!!@! I hate Trump get him out . He will Decapitate USA!!
Expresses strong moral opposition to Trump using inflammatory language and historical references to war casualties, with implicit call for action against him.
@sarahsokal
Mar 4, 2025
Imagine having a government that looks out for the people.
Imagine having a government that looks out for the people.
Appeals to ethical principle that government should prioritize citizen welfare.
Moral Argument
0.75
@lifeonthefarm6001
Mar 4, 2025
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
Questions why immigrants would leave better opportunities elsewhere, implying a moral argument about responsibility not to degrade adopted countries.
jaydr6988
Feb 24, 2026
1:27 better future means a better future for Canada as well. You should contribute something back also.
1:27 better future means a better future for Canada as well. You should contribute something back also.
Appeals to fairness and reciprocal contribution while expressing support for immigrants building a better future.
VN-ux2ep
Feb 13, 2026
nobody wants ww3 so lets all just be friends even with dictators this man just wants to fight
nobody wants ww3 so lets all just be friends even with dictators this man just wants to fight
Appeals to ethical principles of friendship and peace over conflict, criticizing aggressive posturing.
Moral Argument
0.75
@johngee6197
Mar 4, 2025
? unfortunately in Trump's world it makes sense ??? I hope we can soon wake up from this nightmare and we can get rid of this fascist criminal soon. ?
? unfortunately in Trump's world it makes sense ??? I hope we can soon wake up from this nightmare and we can get rid of this fascist criminal soon. ?
Comment characterizes Trump as a 'fascist criminal' and expresses hope for removal, grounded in ethical/moral condemnation rather than specific policy critique.
@lizevans5559
Mar 4, 2025
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently …
5:20 "grape isnt against their culture" is false. this is a MAN issue. men dont find it a problem to violate women and they barely get any punishment for it. look at the files recently published by the fbi. you got every type of coloured man hurting kids and women.
Commenter makes a moral argument about gender-based violence while citing FBI data, though the claim about 'every type of coloured man' appears to misrepresent or fabricate evidence.
thechosenone-g4v
Feb 7, 2026
I wonder why the US is not able to produce a decent human being good enough to be president these days...
I wonder why the US is not able to produce a decent human being good enough to be president these days...
Rhetorical critique questioning the moral quality of US leadership, implicitly comparing it unfavorably to Canadian leadership.
@captainzomi7581
Mar 4, 2025
The only place that Trump and Musk should belong is in prison!
The only place that Trump and Musk should belong is in prison!
Strong moral condemnation of Trump and Musk, implying they deserve imprisonment for their actions.
@hellfire6372
Mar 4, 2025
I am agreement with canada. We all citzens in good people in this world should work together because over come evil as to people like trump is.
I am agreement with canada. We all citzens in good people in this world should work together because over come evil as to people like trump is.
Appeals to universal human values and cooperation while positioning against a specific political figure.
@cathybaldwin2552
Mar 4, 2025
Specific American Donald, you are not a King! Wake up!
Specific American Donald, you are not a King! Wake up!
Appeals to principles of democratic governance and rejection of authoritarian rule.
Moral Argument
0.75
@lubova5732
Mar 4, 2025
This seems like a clear punishment to me for supporting the war crimes of netenyahu. The creator does work in mysterious ways :)
This seems like a clear punishment to me for supporting the war crimes of netenyahu. The creator does work in mysterious ways :)
Frames Trump's actions as punishment for supporting alleged war crimes, making a moral judgment about consequences.
@dragieultra6603
Mar 4, 2025
You are a very sick nation
You are a very sick nation
Moral condemnation of Canada as a nation, framing it as ethically problematic.
@TheShizznit
Mar 4, 2025
America is selling friends for fame and fortune.
America is selling friends for fame and fortune.
Makes a moral critique that America is betraying allies for selfish gain, appealing to principles of loyalty and honor.
Moral Argument
0.75
@davidmok3644
Mar 4, 2025
The Americans who voted for Trump doesn’t realize that the idiot doesn’t have their best interest and they will become poorer and struggle while he’s in power. Donald Duck will abuse his position to favour …
The Americans who voted for Trump doesn’t realize that the idiot doesn’t have their best interest and they will become poorer and struggle while he’s in power. Donald Duck will abuse his position to favour greed and ensure that his family amd already wealthy friends, constituents and enemies of the free world reign in evil ways beyond imagination.
Appeals to ethical concerns about Trump's self-interest and corruption, warning of negative consequences for voters and democracy.
@xplore8163
Mar 4, 2025
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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)