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 felon and should be in jail
Trump is a felon and should be in jail
Makes a moral/legal judgment that Trump should face criminal consequences for his actions.
Moral Argument
0.85
@animeyay4
Mar 4, 2025
Not anti America. Anti fascist trump
Not anti America. Anti fascist trump
Makes an ethical distinction between opposing fascism versus opposing America, framing opposition as a moral stance.
Moral Argument
0.85
@Mktherogue
Mar 4, 2025
Trump is horrible!
Trump is horrible!
Simple value judgment condemning Trump as 'horrible' without specific policy or evidence cited.
Moral Argument
0.85
@staymad9916
Mar 4, 2025
Donald trump is nothing but bully.we don't owe nothing I don't respect him.and what he did to.all the countries with tariffs is not acceptable
Donald trump is nothing but bully.we don't owe nothing I don't respect him.and what he did to.all the countries with tariffs is not acceptable
Ethical condemnation of a political figure's behavior and tariff policies as unacceptable and disrespectful.
@milaparingit5067
Mar 4, 2025
This is how Trump is when he’s a president if he don’t get something then this is what he does to payback to other countries and even to other people in America however, he treats …
This is how Trump is when he’s a president if he don’t get something then this is what he does to payback to other countries and even to other people in America however, he treats people in other country he would treat America just as bad. Trump is a dictator and evil and mean and a terrorist to our own country. Trump don’t give a crap about America. He only cares about himself. I’m with Canada and America to fight for our rights against Trump.
Makes ethical judgments about Trump's character (dictator, evil, terrorist) and appeals to solidarity with Canada based on moral principles.
@hardyparty2622
Mar 4, 2025
American here. I'm ashamed that someone as morally and intellectually bankrupt as Donald is our world representative. I stand with freedom and democracy. I stand with Canada.
American here. I'm ashamed that someone as morally and intellectually bankrupt as Donald is our world representative. I stand with freedom and democracy. I stand with Canada.
American commenter appeals to moral principles (freedom, democracy) to express support for Canada and criticism of their own leader.
@DavisCabbage12
Mar 4, 2025
Trump supporters yall responsible for this.
Trump supporters yall responsible for this.
Assigns blame and moral responsibility to Trump supporters for negative consequences, framing them as accountable for wrongdoing.
@kinginfamousz
Mar 4, 2025
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Commenter defends Indian immigrants against generalization, appealing to fairness and accuracy while asserting their own identity as a Canadian-born Indian.
jaikapal7786
Jan 27, 2026
Bs to the racist guy saying Africans have low IQ
Bs to the racist guy saying Africans have low IQ
Commenter is calling out racist pseudoscience claims as wrong, appealing to fairness and rejecting discriminatory arguments.
Moral Argument
0.85
jkasG
Jan 27, 2026
I have to disagree with a point made by the Prime Minister; Donald Trump is not a smart guy. He's a dangerous moron and a con man. I don't know what else we Americans need …
I have to disagree with a point made by the Prime Minister; Donald Trump is not a smart guy. He's a dangerous moron and a con man. I don't know what else we Americans need to see to learn this plain truth. If I were Canadian, regardless of my political persuasions, this is a speech and a stance to be proud of.
American commenter appeals to ethical judgment about Trump's character and praises Canada's moral stance, framing it as a principled position worthy of respect.
@goatthulu6662
Mar 4, 2025
I think it's wrong with United States doing. Bowling in Canada.. what's the dumbest thing he can do to our neighbor Canada that's been with us for many years had our backs and War and …
I think it's wrong with United States doing. Bowling in Canada.. what's the dumbest thing he can do to our neighbor Canada that's been with us for many years had our backs and War and hard times in our history. I just think it's wrong what they're doing to Canada.. Donald Trump is very stupid..!!
Appeals to ethics and historical loyalty while asserting shared identity between Canada and the US, criticizing Trump's actions as morally wrong.
@raydiaz8666
Mar 4, 2025
What is this framing? You're a fascist blaming problems on migrants when the real enemy is the rich and powerful. You're disgusting. I hope you never come back to my country.
What is this framing? You're a fascist blaming problems on migrants when the real enemy is the rich and powerful. You're disgusting. I hope you never come back to my country.
Appeals to ethics by accusing the creator of fascism and misdirecting blame away from systemic inequality toward migrants.
William1w1
Mar 3, 2026
Trump is the waste (of time, space, and humanity), the fraud (on MAGA, and voters), and the abuse (of women, patience, tolerance, kindness, and the Constitution.)
Trump is the waste (of time, space, and humanity), the fraud (on MAGA, and voters), and the abuse (of women, patience, tolerance, kindness, and the Constitution.)
Condemns Trump using moral language (abuse, fraud, violation of Constitution) framed as ethical violations rather than policy disagreement.
@heidimoegerle1227
Mar 4, 2025
Trump will LIE to steal from our allies, disgusting
Trump will LIE to steal from our allies, disgusting
Appeals to ethics and fairness, condemning Trump's dishonesty toward allies as morally wrong.
Moral Argument
0.85
@gerlindetroy4732
Mar 4, 2025
We are so embarrassed and mortified by this idiot’s lies, disgusting disrespect to all of our allies for a Nazi sadistic dictator like Puton. I am so sorry on behalf of all Americans.
We are so embarrassed and mortified by this idiot’s lies, disgusting disrespect to all of our allies for a Nazi sadistic dictator like Puton. I am so sorry on behalf of all Americans.
Expresses moral disapproval of political leadership and appeals to shared values of respect and alliance, with identity assertion through 'on behalf of all Americans.'
@MegaBdee
Mar 4, 2025
Such a profoundly sad time in U.S. history.
Such a profoundly sad time in U.S. history.
Expresses a value judgment about a historical period using emotional language ('profoundly sad'), which is a moral assessment rather than factual claim or policy analysis.
Moral Argument
0.85
@MichelleMeyer-lt1fk
Mar 4, 2025
That’s what real leadership, diplomacy and politics looks and sound like. No shouting,lying or name calling.
That’s what real leadership, diplomacy and politics looks and sound like. No shouting,lying or name calling.
Praises leadership qualities (diplomacy, restraint) as moral virtues while implicitly contrasting with poor behavior elsewhere.
@murpho999
Mar 4, 2025
The man with the bike is an ignorant a..hole. Africans are some of the most educated people on earth.
The man with the bike is an ignorant a..hole. Africans are some of the most educated people on earth.
Defends Africans against stereotyping by asserting their educational credentials and challenging prejudiced characterization.
lynettewilson6351
Jan 29, 2026
Absolutely disgusting. How as Americans do we begin to apologize for this? I'm so sorry to our allies. I'm so enraged that I'm crying. Canada is our friend and this scumbag and his sycophants have …
Absolutely disgusting. How as Americans do we begin to apologize for this? I'm so sorry to our allies. I'm so enraged that I'm crying. Canada is our friend and this scumbag and his sycophants have destroyed that friendship. I'm so sorry everyone. This is devastating ?
American commenter expresses moral outrage at government actions, apologizes for harm to allies, and appeals to values of friendship and respect.
@docholliday6
Mar 4, 2025
As an American I feel shame and embarrassment. Where I'm from, you love, respect, and honor your neighbors. You treat them as you want to be treated. Canada is our ally. Mexico is our ally.
As an American I feel shame and embarrassment. Where I'm from, you love, respect, and honor your neighbors. You treat them as you want to be treated. Canada is our ally. Mexico is our ally.
Appeals to ethical principles (treating neighbors with respect) and expresses solidarity with Canada as an ally, framed through moral reasoning.
@bezenhappync
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)