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
Most of us know what our government is doing and we hate it. He’s an evil man and he needs to be dealt with.
Most of us know what our government is doing and we hate it. He’s an evil man and he needs to be dealt with.
Expresses moral condemnation of Trump as 'evil' and calls for action based on ethical principles.
Moral Argument
0.80
@PatriciaSenflug
Mar 4, 2025
Canadians don't bow to a known Rapist and a well-known felon. Trump is a scammer, scamming all you Americans. Defrauding his own people in front of you all.
Canadians don't bow to a known Rapist and a well-known felon. Trump is a scammer, scamming all you Americans. Defrauding his own people in front of you all.
Appeals to ethical principles (Canadians don't support criminals/rapists) while making unverified claims about Trump's character.
@EarlKa-nowpasikow-gg8ws
Mar 4, 2025
Donald Trump speaks Truth and is a man of integrity who seeks peace. Facts.
Donald Trump speaks Truth and is a man of integrity who seeks peace. Facts.
Assertion of Trump's integrity and peaceful intentions framed as factual moral claim.
@CB-ou4hi
Mar 4, 2025
❤ him here this moment. And I have to say, still polite.
❤ him here this moment. And I have to say, still polite.
Appreciation for Trudeau's composure and politeness as ethical/moral qualities in a difficult moment.
Moral Argument
0.80
@tinar1405
Mar 4, 2025
The US cannot fight the world. These are treating partners and friends. Trump is evil.
The US cannot fight the world. These are treating partners and friends. Trump is evil.
Frames Trump's actions as morally wrong ('evil') while critiquing foreign policy decisions regarding allies.
@DonaldJohnson-zn1qw
Mar 4, 2025
I feel sorry for the Americans. They will suffer from this, they will be isolated. Many do not understand this. But you know? Canada's gas and oil is welcome here in europe.
I feel sorry for the Americans. They will suffer from this, they will be isolated. Many do not understand this. But you know? Canada's gas and oil is welcome here in europe.
Expresses empathy for Americans while making a moral argument about isolation and consequences, with comparative reference to European markets.
@rogergr5019
Mar 4, 2025
Trump is busy trying to please Putin by isolating the USA from neighbors, friends and Allies. Typical move from a Bully and Abuser who separates his victims from all outside help before he accelerates his …
Trump is busy trying to please Putin by isolating the USA from neighbors, friends and Allies. Typical move from a Bully and Abuser who separates his victims from all outside help before he accelerates his abuse.
Uses moral language ('bully,' 'abuser') to critique Trump's foreign policy approach as ethically wrong and harmful to alliances.
@aliceputt3133
Mar 4, 2025
America has always done stuff like this need an excuse for some type of thing that makes us rich, so stupid, manifest destiny in which we learn in school, its fucked up, we just need …
America has always done stuff like this need an excuse for some type of thing that makes us rich, so stupid, manifest destiny in which we learn in school, its fucked up, we just need stability. If we teach policemen to calm the situation down why are we doing this. I'm just a kid though so what do I know
Critiques U.S. historical pattern of justifying interventions for profit as morally wrong, with self-aware personal framing.
@andyman420
Mar 4, 2025
The elected American president is a bad sad sick joke! To me the United States are becoming just like Russia. And to be polite, I really don’t like Russia! ❤️ from Sweden to Canada and …
The elected American president is a bad sad sick joke! To me the United States are becoming just like Russia. And to be polite, I really don’t like Russia! ❤️ from Sweden to Canada and all our allies!
Makes ethical judgments about a political leader's character and compares the US unfavorably to Russia, expressing solidarity with Canada and allies.
@Migguzogge
Mar 4, 2025
America is sold out to putin. Good job you dumbass hicks
America is sold out to putin. Good job you dumbass hicks
Criticizes America as compromised by foreign influence (Putin) and attacks citizens as complicit, combining moral judgment with threat perception.
@tronshere
Mar 4, 2025
Trump is siding with Countries that are being run by Dictators. He wants to be a Dictator. Destroying our relationship with our allies.
Trump is siding with Countries that are being run by Dictators. He wants to be a Dictator. Destroying our relationship with our allies.
Comment frames Trump's actions as ethically wrong (siding with dictators, authoritarianism) and threatening to democratic values.
@Bluescorpio75
Mar 4, 2025
Trump is such a c×nt...he is ruining this country.
Trump is such a c×nt...he is ruining this country.
Makes a moral condemnation of Trump's character and impact on the country, appealing to values of good governance.
Moral Argument
0.80
@ellajon
Mar 4, 2025
Couldn’t agree more. I hope we can repair the damage caused by Trump. We know that Trump is making up excuses to place tariffs. I don’t know what is in this for Trump— other than …
Couldn’t agree more. I hope we can repair the damage caused by Trump. We know that Trump is making up excuses to place tariffs. I don’t know what is in this for Trump— other than liking to bully our allies and the US people.
Criticizes Trump's tariff policies and character (bullying allies), appealing to fairness and ethical treatment of allies.
@CarlaLouisaW
Mar 4, 2025
Fuck Donald Trump for betraying Ukraine Canada and Europe to appease war criminal Putin .
Fuck Donald Trump for betraying Ukraine Canada and Europe to appease war criminal Putin .
Moral condemnation of Trump for alleged betrayal of allies and appeasement of Putin.
@rajchettri8752
Mar 4, 2025
Trump IS A CLEAR AND PRESENT DANGER TO OUR NATIONAL SECURITY. Openly siding with our enemy is known as TREASON.
Trump IS A CLEAR AND PRESENT DANGER TO OUR NATIONAL SECURITY. Openly siding with our enemy is known as TREASON.
Commenter frames Trump as a security threat and accuses him of treason, making a moral argument about national danger.
@joeberta368
Mar 4, 2025
Trump is literally trying to destroy America. I see no other explanation for this insane behavior. He's just a traitor, he wants America destroyed. I'm open to other explanations.
Trump is literally trying to destroy America. I see no other explanation for this insane behavior. He's just a traitor, he wants America destroyed. I'm open to other explanations.
Makes moral accusations of treason and destructive intent against Trump, framing him as a threat to the nation.
@Revelwoodie
Mar 4, 2025
I don’t hold it against the American people at all. Trump is the trashcan here.
I don’t hold it against the American people at all. Trump is the trashcan here.
Makes a moral judgment about Trump's character ('trashcan') while distinguishing between American people and leadership.
Moral Argument
0.80
@FightingMango
Mar 4, 2025
Unlike Trump and his project 2025 cronies, The president of Canada is a real and respectable man who loves his country and thinks about the less fortunate, only the wealthy and the countries that is …
Unlike Trump and his project 2025 cronies, The president of Canada is a real and respectable man who loves his country and thinks about the less fortunate, only the wealthy and the countries that is not in alliance with the USA trump cares about. May God help us
Contrasts Canadian leadership as morally superior and caring for the vulnerable, versus Trump's alleged self-interest and selective alliances.
@millicentdayesgaines5009
Mar 4, 2025
Please understand that this is NOT the will of the PEOPLE of the USA. Our dictator has taken it upon himself to make these decisions!
Please understand that this is NOT the will of the PEOPLE of the USA. Our dictator has taken it upon himself to make these decisions!
Appeals to democratic principles and the will of the people while characterizing Trump as a dictator acting unilaterally.
@realitypreferred7084
Mar 4, 2025
Trump/Vance are erasing hundreds of troops that gave their lives in Afghanistan. Disrespectful to say the least..
Trump/Vance are erasing hundreds of troops that gave their lives in Afghanistan. Disrespectful to say the least..
Appeals to ethical principles regarding respect for military sacrifice and criticism of disrespectful actions.
Moral Argument
0.80
@shawnrowe7749
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)