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
Trudeau is dictator him self. Lol
Trudeau is dictator him self. Lol
Accuses Trudeau of authoritarianism with sarcastic tone, making a moral critique of his governance style.
@FreeRapTrapBeats
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
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
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
It is shame absolute shame that the new American Adminidtration is doing this to canada and infact many nation. This blind move doesn't help Amerca at all but for sure hurts majority of American leaving …
It is shame absolute shame that the new American Adminidtration is doing this to canada and infact many nation. This blind move doesn't help Amerca at all but for sure hurts majority of American leaving the super richs
Frames U.S. actions as shameful and harmful to ordinary people while benefiting the wealthy, appealing to fairness and justice principles.
@endalezewdie4109
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 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
It makes no sense. I am so sorry.
It makes no sense. I am so sorry.
Expresses sympathy and moral disapproval of the situation, though brief and somewhat ambiguous.
Moral Argument
0.75
@francesevelynrogers1123
Mar 4, 2025
Justin: Trump is a fool. Not Americans, who value our relationship.
Justin: Trump is a fool. Not Americans, who value our relationship.
Distinguishes between Trump's character and American values, appealing to ethical principles about respecting relationships.
@michaellargent4411
Mar 4, 2025
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
We believe you, we know trump is a liar, a felon, a criminal.
We believe you, we know trump is a liar, a felon, a criminal.
Makes character accusations against Trump (liar, felon, criminal) framed as moral judgments, with 'felon' and 'criminal' being specific claims.
@kerrypolingo1607
Mar 4, 2025
Wow, is this a speech or what, calm, sophisticated, too the point, makes donald look like a dum as moron......
Wow, is this a speech or what, calm, sophisticated, too the point, makes donald look like a dum as moron......
Praises the speaker's eloquence and sophistication as moral/character virtues while implicitly comparing to another political figure.
@willmacleod1742
Mar 4, 2025
Trump is a bully
Trump is a bully
Characterizes Trump negatively using a moral descriptor ('bully'), making an ethical judgment about his behavior.
Moral Argument
0.75
@syedmammar1
Mar 4, 2025
TRUMP is OUT OF CONTROL
TRUMP is OUT OF CONTROL
Brief moral condemnation of Trump's behavior framed as being 'out of control,' expressing disapproval of his actions.
Moral Argument
0.75
@Tiger-ip1me
Mar 4, 2025
Donald Trump. A nation's embarrassment. An international embarrassment.
Donald Trump. A nation's embarrassment. An international embarrassment.
Makes a value judgment about Trump as an embarrassment to the nation, appealing to standards of national dignity and leadership.
@tommysshih
Mar 4, 2025
A president with balls!
A president with balls!
Praises leadership qualities ('balls') as a moral/character judgment, though brief and somewhat vague.
Moral Argument
0.75
@adonisdelacruz4761
Mar 4, 2025
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall …
We all have to work together and if we accomplish that we can do anything why do we need to be greedy at first will start with us and then every everybody else will fall in line that’s why we have peace, treaties, and peace talks, and the UN so they can see how the United States are willing partner that’s gonna help and do the right thing They look at us for that now we have a president doesn’t care and he wants to make sure everybody thinks that we think like that no, we don’t think like that please get it together before the most high come down and get it together for you if you don’t know what you’re doing because he trusted you with usthe American people?
Appeals to ethical principles of cooperation, fairness, and moral leadership while criticizing current leadership.
@WendyArnold-s9t
Mar 4, 2025
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Criticizes Trump's character and judgment while making claims about his relationship with Putin, framed as ethical critique.
@Chaparaps
Mar 4, 2025
Why is Trump doing this to our closest ally? It’s sad
Why is Trump doing this to our closest ally? It’s sad
Expresses ethical concern about harm to an ally, framed as a moral judgment about Trump's actions.
@raenaj4749
Mar 4, 2025
Correction... 3:18 they only want a New Golden Age for billionaire oligarchs.\nIt's sad. My family arrived at both Plymouth and Acadia. I love both, both are my blood.\nDon't be fooled, you're about to see the …
Correction... 3:18 they only want a New Golden Age for billionaire oligarchs.\nIt's sad. My family arrived at both Plymouth and Acadia. I love both, both are my blood.\nDon't be fooled, you're about to see the mass movement of money and capital away from working people and into the pockets of the global elite.\nLet the money grab begin!
Appeals to fairness and justice while warning against wealth concentration, with personal identity assertion about dual heritage.
@cyan1616
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)