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
Normal people have more in common than most believe. American, russian, european, chinese... We really dont give a s*** about politics, as long as we can feed our children and be happy with each other. …
Normal people have more in common than most believe. American, russian, european, chinese... We really dont give a s*** about politics, as long as we can feed our children and be happy with each other. The thing that is tearing us apart is disinformation, elite greed and forcefed religions and ideologies. Mark my words....
Appeals to shared humanity and common values across nations, critiquing divisive forces as the real problem.
@jage6126
Mar 4, 2025
i cant believe the orange idiot actually went through with it. WHAT A NATIONAL EMBARRASSMENT YA'LL VOTED FOR. I am disgusted by and for you. America is now a nation in rapid decline. FAFO you …
i cant believe the orange idiot actually went through with it. WHAT A NATIONAL EMBARRASSMENT YA'LL VOTED FOR. I am disgusted by and for you. America is now a nation in rapid decline. FAFO you fools
Appeals to national shame and moral judgment about political choices, framing decline as ethical failure.
@beststagepresence
Mar 4, 2025
mainstream racism... cool
mainstream racism... cool
Brief moral critique labeling behavior as 'mainstream racism,' appealing to ethical standards.
Moral Argument
0.80
NazarusAlan
Jan 29, 2026
Bravo. Well said. I am ashamed of our government and the Americans who inflicted dt and his regime on all Americans by voting him in once again. Shameful Dangerous and we and our allies will …
Bravo. Well said. I am ashamed of our government and the Americans who inflicted dt and his regime on all Americans by voting him in once again. Shameful Dangerous and we and our allies will all suffer for it.
Expresses shame about US government and Trump's election, framing it as morally wrong and dangerous to allies.
@marci5439
Mar 4, 2025
The side effect of pushing people and countries away is that they learn to live without you.
The side effect of pushing people and countries away is that they learn to live without you.
Offers a cautionary moral principle about consequences of alienating allies, framed as wisdom about international relationships.
@WanderlusttheWorld
Mar 4, 2025
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
Appeals to historical injustice and hypocrisy, arguing that Western criticism of Indian immigration is morally inconsistent given colonial history.
MrDecom002
Jan 29, 2026
Trudeau did exactly the right thing he stood up to the bullying and intimidation of the President/crime boss.Trump single handidly is making the world a less safe place.
Trudeau did exactly the right thing he stood up to the bullying and intimidation of the President/crime boss.Trump single handidly is making the world a less safe place.
Frames Trudeau's stance as morally correct resistance to bullying and intimidation.
@FlbcImp
Mar 4, 2025
You are not reasonable, you are a criminal who has destroyed Canada. Please leave.
You are not reasonable, you are a criminal who has destroyed Canada. Please leave.
Makes moral accusation of criminality and calls for the PM to resign.
@danomite22
Mar 4, 2025
Maybe you could start with having the Pope apologize to us Canadians about the lies you, Mr. Trudeau told about Natives being buried and killed by teachers in Canada and you blamed us. Where is …
Maybe you could start with having the Pope apologize to us Canadians about the lies you, Mr. Trudeau told about Natives being buried and killed by teachers in Canada and you blamed us. Where is our apology first. A reasonable Canadian asks.
Appeal for justice and apology based on perceived unfair treatment and moral wrongs.
@cindytomato
Mar 4, 2025
I can not say#47 name. It leaves a bad taste in my mouth!!! From the USA!!! America is suffereing because the idiots that put this treasonous person in office!!! God, help us!!! God you know …
I can not say#47 name. It leaves a bad taste in my mouth!!! From the USA!!! America is suffereing because the idiots that put this treasonous person in office!!! God, help us!!! God you know the truth of it all!!!
Expresses moral outrage at Trump's presidency, characterizing him as treasonous and harmful to America.
@happyistheday2615
Mar 4, 2025
Leadership matters and blind loyalty is blind.
Leadership matters and blind loyalty is blind.
Appeals to ethical principle that leadership quality matters more than partisan loyalty.
Moral Argument
0.80
@andyokoro3871
Mar 4, 2025
Why did so many people vote for an asshole trump 2 times?
Why did so many people vote for an asshole trump 2 times?
Expresses moral disapproval of Trump voters' choices, questioning their judgment and character.
@zroxor3801
Mar 4, 2025
Trump is trying to make Americans believe that he is a saviour cooking a delicious meal for Americans. He is a wolf under the skin of sheep. People will wake up until it's too late
Trump is trying to make Americans believe that he is a saviour cooking a delicious meal for Americans. He is a wolf under the skin of sheep. People will wake up until it's too late
Uses moral language ('wolf in sheep's clothing') to warn Americans about Trump's deceptive nature and danger.
@user-mc1fl4fw6d
Mar 4, 2025
Now that's speaking common sense. Thank you for speaking directly to many Americans who know Trump's actions are madness.
Now that's speaking common sense. Thank you for speaking directly to many Americans who know Trump's actions are madness.
Appeals to common sense and rationality while supporting Canada, framing Trump's actions as illogical and wrong.
@kathleen1942
Mar 4, 2025
sad he had to pretend that orangutan was smart, definitely untrue but the pathological narcissist cant listen to anyone who isnt glazing him. pathetic human
sad he had to pretend that orangutan was smart, definitely untrue but the pathological narcissist cant listen to anyone who isnt glazing him. pathetic human
Critique of Trump's character and narcissism using insulting language and sarcasm to make a moral judgment about his fitness.
@brodo_baggins2132
Mar 4, 2025
There is nothing “racist” about not wanting your country to be infiltrated by mass immigration.
There is nothing “racist” about not wanting your country to be infiltrated by mass immigration.
Defends opposition to mass immigration as non-racist, framing it as a legitimate national interest concern.
glenistergrotj3022
Feb 27, 2026
As an American, I wish we had a REAL PRESIDENT, and not a three-year old having tantrums.
As an American, I wish we had a REAL PRESIDENT, and not a three-year old having tantrums.
Critique of Trump's fitness for office using moral/competence language, implying he lacks presidential qualities.
Moral Argument
0.80
@valeriefields7902
Mar 4, 2025
I feel sorry for Canada. But what will these tariffs do to weaker Mexico? Do Americans really think that impoverishing Mexico will lead to less criminality and immigration from Mexico? This is crazy.
I feel sorry for Canada. But what will these tariffs do to weaker Mexico? Do Americans really think that impoverishing Mexico will lead to less criminality and immigration from Mexico? This is crazy.
Expresses sympathy for Mexico and questions the ethical logic of tariffs as a solution to immigration and crime.
@erosgritti5171
Mar 4, 2025
Let's make this crystal clear. Donald Trump has declared a trade war with Canada not America. The Trump Tariffs and the Trump Alienation of our allies is a betrayal of America and it's citizens. The …
Let's make this crystal clear. Donald Trump has declared a trade war with Canada not America. The Trump Tariffs and the Trump Alienation of our allies is a betrayal of America and it's citizens. The vast majority of Americans are against these actions and stand with our allies. Free nations do what needs to be done but please do not cast blame on those Americans who reject this administration wholeheartedly. The Trump administration DOES NOT represent America they are BETRAYERS!
Frames Trump's trade war as a betrayal and moral failing while expressing solidarity with Canada and allied nations based on ethical principles.
@neekoneeks9799
Mar 4, 2025
I believe trump needs to force the colonists currently resisting in stolen land, to pony up the $5milly to MY PEOPLE. THE FIRST PEOPLE.
I believe trump needs to force the colonists currently resisting in stolen land, to pony up the $5milly to MY PEOPLE. THE FIRST PEOPLE.
Appeals to justice and reparations for Indigenous peoples based on historical wrongs and land claims.
@CharlesEbarb-v8g
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)