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
This is not the work of American people; this is the action of a spoiled child who wants to show his billionaire friends that he is the bully on the playground. He is what you …
This is not the work of American people; this is the action of a spoiled child who wants to show his billionaire friends that he is the bully on the playground. He is what you get when racist, ignorant people vote based on hate and bias. Unfortunately, their ignorance will hurt us all.
Moral critique of Trump as a spoiled bully enabled by racist and ignorant voters, expressing concern for collective harm.
@RAFAELGARCIA-cy4fc
Mar 4, 2025
Anti-American???? This was a pro-American address. Trump is NOT America.
Anti-American???? This was a pro-American address. Trump is NOT America.
Defends the address as pro-American while distinguishing Trump from America itself, making an ethical distinction about national identity.
@jlmctv
Mar 4, 2025
well you exploited india for centuries so this is your karma deal with it
well you exploited india for centuries so this is your karma
deal with it
Appeals to historical justice and karma as moral reasoning, comparing Canada's past exploitation to present immigration.
AbhishekMishra-i9e
Jan 2, 2026
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do …
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do not want to go to US except that have family there. But the county could issue stricter rules for drivers. The town was less hectic before but having economic uncertainty. The punjabis are not known to be criminals nor lazy people not wanting to live with handy overs from the government. They are family, community and business oriented. Many other punjabis in Central Canada since long a go. They prefer Canada to US most of the times.
Defends Punjabi migrants by reframing 'invasion' narrative, emphasizing their contributions, work ethic, and fleeing persecution—a moral defense against xenophobic framing.
peaceandlove544
Jan 27, 2026
Trump is an idiot
Trump is an idiot
Brief personal judgment characterizing Trump as unintelligent, a value assertion rather than factual claim.
Moral Argument
0.85
@BPC007
Mar 4, 2025
Trump will go down as the most disgusting, unamerican president the U.S. has ever had.
Trump will go down as the most disgusting, unamerican president the U.S. has ever had.
Predicts Trump will be remembered as the most disgraceful and un-American president, a moral condemnation of his presidency.
Moral Argument
0.85
@spacevspitch4028
Mar 4, 2025
I appreciate other countries fighting back. It’s going to take serious action to stop Trump. I want all countries to help to stop Trump. I couldn’t with my vote for VP Harris. Perhaps now his …
I appreciate other countries fighting back. It’s going to take serious action to stop Trump. I want all countries to help to stop Trump. I couldn’t with my vote for VP Harris. Perhaps now his supporters will understand what they have done by voting for Trump. It didn’t have to be this way.
Appeals to ethical principles (stopping Trump, protecting democracy) while urging international action, framed as a moral imperative.
@Theenolaartist-ve5hn
Mar 4, 2025
That's how a reasonable, intelligent, moral, truthful head of state sounds. As opposed to the clinically insane, stupid, immoral, lying criminal Donald Trump. Why did you Americans elect this fascist idiot??
That's how a reasonable, intelligent, moral, truthful head of state sounds. As opposed to the clinically insane, stupid, immoral, lying criminal Donald Trump. Why did you Americans elect this fascist idiot??
Appeals to moral and ethical principles (reason, intelligence, morality, truthfulness) to contrast Trudeau favorably with Trump.
@Etothe2iPi
Mar 4, 2025
Wake the f up Trump wants to be a dictator and could care less about the US population. Treason is treason and Trump is treasonous to the core. Get rid of him now!
Wake the f up Trump wants to be a dictator and could care less about the US population. Treason is treason and Trump is treasonous to the core. Get rid of him now!
Makes ethical accusations of treason and dictatorship, with an implicit call to remove Trump from office.
@johndon7384
Mar 4, 2025
Shouldn't this country be of the people, by the people, and for the people. This guy is for billionaires, not the common folks. That doesn't sound that he's for the people. Elon Musk, come on! …
Shouldn't this country be of the people, by the people, and for the people. This guy is for billionaires, not the common folks. That doesn't sound that he's for the people. Elon Musk, come on! He's the riches man in the world.
Appeals to democratic principles and fairness, arguing that leadership should serve common people rather than billionaires.
@angmarti64
Mar 4, 2025
What a shame... That guy, who violated American law several times, now is going to start fightings against all the neighbours and allies. \nI can't get it. This country is a light of human rights …
What a shame... That guy, who violated American law several times, now is going to start fightings against all the neighbours and allies. \nI can't get it. This country is a light of human rights and democracy. I can't believe that it can be possible.
Appeals to principles of human rights and democracy while criticizing a political figure's actions and character.
@fexshopkyiv
Mar 4, 2025
Other nations don't have an obligation to pretend that Donald is honest, reliable, or even sane.
Other nations don't have an obligation to pretend that Donald is honest, reliable, or even sane.
Appeals to ethical principle that nations have no obligation to treat Trump as honest or reliable, framing it as a matter of truthfulness and sanity.
@kennethscott4997
Mar 4, 2025
Trump is dumber than a block of wood.... that piece of shit has no business being the President of anything...
Trump is dumber than a block of wood.... that piece of shit has no business being the President of anything...
Expresses moral condemnation of Trump's fitness for office using strong language about his unsuitability as a leader.
Moral Argument
0.85
@VALxTarnishedGamer
Mar 4, 2025
It isn't Anti-Americanism, it is Anti-Trump. The cancer in the world right now is Convict Trump. America, do your part and remove your Dictator.
It isn't Anti-Americanism, it is Anti-Trump. The cancer in the world right now is Convict Trump. America, do your part and remove your Dictator.
Frames Trump as a moral threat ('cancer') and calls for removal based on ethical grounds, while distinguishing anti-Trump sentiment from anti-Americanism.
@BCIronThunder
Mar 4, 2025
Trump is a demented dumb dipstick.
Trump is a demented dumb dipstick.
Direct personal attack on Trump's character and competence without substantive policy critique.
Moral Argument
0.85
@trishturin4809
Mar 4, 2025
Everyone gets hurt, fascists don‘t care. tRump = piece of s—t.
Everyone gets hurt, fascists don‘t care. tRump = piece of s—t.
Appeals to ethical principles (fascists don't care about harm) while making a political value judgment about a U.S. figure.
@Resist-l6g
Mar 4, 2025
The guy is a dictator. He doesn’t even care about his own people!
The guy is a dictator. He doesn’t even care about his own people!
Condemns leadership as dictatorial and uncaring, framing it as a moral failure toward citizens.
@sammydavis408
Mar 4, 2025
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people. Secondly, I am not Indian but Indians have controlled all the big businesses Canada has. Third None …
First of all Canada 🇨🇦 is not white people's country. It was stolen from the Native indigenous people.
Secondly, I am not Indian but Indians have controlled all the big businesses Canada has.
Third None white people will take over this stolen land , the reason is they work harder than the fat guy on the bike, that fat guy on the bike being racist against the 54 African countries show his true color. He was born in Canada and he can't even afford buying a $3,000 vehicle, he rides $50 dollars bike in -30 Canada winter because he is lazy and racist. The lazy and racist people can't even afford a good lifestyle!!! Indians and Africans owns big real estate properties and business. But the fat racist guy on the bike can only afford KFC Toonie Tuesday 2 dollars chicken and Burger Kings 3 dollars Burger.
Again NO ONE IS ILLEGAL ON STOLEN LAND 😅😂 GOD BLESS INDIANS 🙏 GOD BLESS AFRICANS
THE RACIST WILL DECLINE
The comment makes moral arguments about stolen land and justice while asserting identity claims about racial groups and their economic success, framed as a counter to perceived racism.
AnatoliAlexandro
Jan 27, 2026
Well said Prime Minister Trudeau, very clear precise without name calling and shouting but this is exactly how intelligent leadership respond. My only correction would be to your statement that trump is a smart man; …
Well said Prime Minister Trudeau, very clear precise without name calling and shouting but this is exactly how intelligent leadership respond. My only correction would be to your statement that trump is a smart man; no sir but I understand the need not to obliterate him.
Praises Trudeau's intelligent and measured leadership approach as morally superior to name-calling and shouting.
@teresaaverett8824
Mar 4, 2025
The moment Pres. Trump threatened Canada with the tariff trade war months ago, I was shocked. How come your closest ally, a friend, your closest neighbor, shared the longest border in the world, fought side …
The moment Pres. Trump threatened Canada with the tariff trade war months ago, I was shocked. How come your closest ally, a friend, your closest neighbor, shared the longest border in the world, fought side by side in ww1, ww2, middleast conflicts etc., and now the relationship starts to deteriorate because of one man's arrogance.
Appeals to shared history and alliance bonds to argue that Trump's actions betray fundamental principles of friendship and loyalty.
@LifeOdysseyMotivation
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)