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
We understand Canada!\n Trump is a traitor Russian puppet Traitor! Worst president in American history! People throw the word Traitor around a lot now days, but Trump is a real Traitor
We understand Canada!\n Trump is a traitor Russian puppet Traitor! Worst president in American history! People throw the word Traitor around a lot now days, but Trump is a real Traitor
Commenter makes ethical accusations against Trump (traitor, worst president) while asserting understanding of Canadian values, mixing moral judgment with identity positioning.
@George-n3e
Mar 4, 2025
What a joke. Immigration is not an invasion
What a joke. Immigration is not an invasion
Rejects the 'invasion' framing as morally wrong, implicitly defending immigrants against dehumanizing language.
edwilkinson1760
Jan 27, 2026
Shame on you dear Canada you were those who were not only killing my people in Afghanistan Kandahar for USA's sake but also sacrificed your very beautiful Young children in USA's useless war.
Shame on you dear Canada you were those who were not only killing my people in Afghanistan Kandahar for USA's sake but also sacrificed your very beautiful Young children in USA's useless war.
Moral critique of Canada's military involvement in Afghanistan, framed as a betrayal of humanitarian principles.
@user-xb6vx1td7c
Mar 4, 2025
He chooses to be friends with a dictator a murder he made a deal with the devil and he going to burned?
He chooses to be friends with a dictator a murder he made a deal with the devil and he going to burned?
Makes a moral judgment about Trudeau's alleged alliance with authoritarians, invoking consequences ('burned') for unethical choices.
@georgettewatkins4454
Mar 4, 2025
On behalf of all Africans please leave us alone with our low level of intelligence, of course we have had people from here committing crimes but crime does not have race. Rape is a very …
On behalf of all Africans please leave us alone with our low level of intelligence, of course we have had people from here committing crimes but crime does not have race. Rape is a very punishable offense out here and you can be in prison for 14 years if convicted. Those who have committed crimes should be arrested at first sight and deported, wondering if Brian Redding was African looking at the magnitude of his crimes, however you welcome to visit here as we dont discriminate. 😂
Defends African people against stereotyping while advocating for fair treatment and deportation of criminals.
trucksnloads5948
Jan 28, 2026
American people have to wake up, that the government is torturing them silently to make everything expensive for illegally attacking other countries from their own citizens taxpayers money.
American people have to wake up, that the government is torturing them silently to make everything expensive for illegally attacking other countries from their own citizens taxpayers money.
Appeals to justice and fairness, arguing that American citizens are being harmed through government policies that fund military interventions.
@Nabd58
Mar 4, 2025
Now this is a wise man who doesn't care about IQ results.. Trump you could learn a lot from this decent man.. it's okay to say your wrong Trump that's what make you wise! ✌️
Now this is a wise man who doesn't care about IQ results.. Trump you could learn a lot from this decent man.. it's okay to say your wrong Trump that's what make you wise! ✌️
Praises the speaker's wisdom and moral character (admitting mistakes) while implicitly criticizing Trump's lack of humility, framed as an ethical comparison.
@MatthewSutton
Mar 4, 2025
Bloody Racists.
Bloody Racists.
Brief moral condemnation of racism, likely in response to perceived xenophobic comments in the thread.
Moral Argument
0.75
ClueLesspanda2025
Jan 28, 2026
trump is a megalomaniac and he only cares about his own personal power and increasing it, at the cost of everyone and everything else. he is acting like a russian agent.
trump is a megalomaniac and he only cares about his own personal power and increasing it, at the cost of everyone and everything else. he is acting like a russian agent.
Makes a moral judgment about Trump's character and motivations, characterizing him as self-serving and potentially compromised.
@jez1522
Mar 4, 2025
People of goodwill around the world support the strong president and great peacemaker Donald J. Trump ??! This person has a great will to establish peace and goodness! A person and president who deserves the …
People of goodwill around the world support the strong president and great peacemaker Donald J. Trump ??! This person has a great will to establish peace and goodness! A person and president who deserves the greatest award in the history of humanity! Right now, it is only the first steps, but very soon everyone will realize this! \nGod's blessing!
Makes moral appeals about Trump's character and intentions for peace, framed as support for his leadership and values.
@Αχιος
Mar 4, 2025
Excellent speech, Donald don't care for you. He's tunnel visioned for the task at hand. He's gone over to the darkside and not pretending
Excellent speech, Donald don't care for you. He's tunnel visioned for the task at hand. He's gone over to the darkside and not pretending
Makes moral judgment that Trump has 'gone over to the darkside,' characterizing his leadership as ethically compromised despite task focus.
@FrederickCaesar-fd4ru
Mar 4, 2025
That 70iq remark is based on racism. Do a little research and you’ll see what I mean
That 70iq remark is based on racism. Do a little research and you’ll see what I mean
Calls out a racist claim as unethical and urges fact-checking, appealing to fairness and evidence-based reasoning.
MarioJimenez-r3n
Jan 27, 2026
Trump isn't a smart guy
Trump isn't a smart guy
Brief personal judgment about Trump's intelligence, functioning as a value statement rather than factual claim.
Moral Argument
0.75
@aliciaserrano6691
Mar 4, 2025
Majority of us Americans do not support rapist trump
Majority of us Americans do not support rapist trump
Asserts moral opposition to Trump on behalf of Americans, framing him as morally unfit.
@davidd1692
Mar 4, 2025
Trump is far from a genius. Ukraine president doesn’t want to see his people suffer anymore from a ruthless piece of garbage that invaded his country. Trump and Vance were an embarrassment to our country, …
Trump is far from a genius. Ukraine president doesn’t want to see his people suffer anymore from a ruthless piece of garbage that invaded his country. Trump and Vance were an embarrassment to our country, low life’s . Then afterwards one goes and plays golf and the other one goes skiing talk about wasteful gov spending and you people are worried about the money we give to our allies just think about how much we spend on security for Trump and his family and his cabinet at the end of the year it will astonishing. It’s not like we will see any of this money he supposedly is making from these deals only he will see it and his rich friends !!
Commenter critiques Trump's character and policies on ethical grounds (supporting dictators, wasteful spending) while defending Ukraine and allies.
@deniseturner168
Mar 4, 2025
Yes EVERYONE IN CANADA IS COSYING UP TO THE LYING MURDEROUS GENOCIDAL MANIC REGIME INSTALLED BY THE COMMONWEALTH OF BRITISH IMPERIAL DUCHEBAGS USA, CANADA, AUSTRALIA, NEW ZEALAND ETCETERA IN PALESTINE. SO FCU* YOU & YOUR …
Yes EVERYONE IN CANADA IS COSYING UP TO THE LYING MURDEROUS GENOCIDAL MANIC REGIME INSTALLED BY THE COMMONWEALTH OF BRITISH IMPERIAL DUCHEBAGS USA, CANADA, AUSTRALIA, NEW ZEALAND ETCETERA IN PALESTINE. SO FCU* YOU & YOUR HONESTY & POLITENESS ?
Accusation of complicity in genocide and imperialism, framing Canada's government as morally corrupt and aligned with harmful regimes.
@ZhZ653
Mar 4, 2025
Take care of yourselves first aesssole….
Take care of yourselves first aesssole….
Appeals to prioritizing domestic welfare and self-interest as an ethical principle, suggesting Canada should focus on its own citizens first.
Moral Argument
0.75
@sreekumar3503
Mar 4, 2025
I'm still willing to wait it out. Change takes time especially significant change.
I'm still willing to wait it out. Change takes time especially significant change.
Appeals to patience and the principle that meaningful change requires time, framing it as a reasonable ethical stance.
Moral Argument
0.75
@craigvestal1778
Mar 4, 2025
don't kill for peace just talk for peace thats wat trump those
don't kill for peace just talk for peace thats wat trump those
Appeals to ethical principle that dialogue is preferable to violence, though the comment is somewhat incoherent.
Moral Argument
0.75
@donnyvandijk4682
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
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)