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
As an American we are so wrong
As an American we are so wrong
American commenter expresses moral disapproval of their country's actions, appealing to ethical principles.
@anthonyamaro1771
Mar 4, 2025
What’s this? Friends don’t overcharge their friends.. they should be fair. it’s a two way process. Grow up.
What’s this? Friends don’t overcharge their friends.. they should be fair. it’s a two way process. Grow up.
Appeals to fairness and reciprocity as ethical principles in trade relationships between friends.
Moral Argument
0.80
@goodulot
Mar 4, 2025
Americans love it when someone loses bigger than them. It creates the illusion of success. When billionaires win, they will gaslight the poor that everyone is winning. Trump DOESN'T CARE ABOUT AVERAGE AMERICANS.
Americans love it when someone loses bigger than them. It creates the illusion of success. When billionaires win, they will gaslight the poor that everyone is winning. Trump DOESN'T CARE ABOUT AVERAGE AMERICANS.
Appeals to fairness and justice by criticizing wealth inequality and accusing leaders of gaslighting the poor about economic success.
@newttella1043
Mar 4, 2025
Trump, a criminal convicted of sexual abuse, embezzlement, wants to show the world what a good president America has
Trump, a criminal convicted of sexual abuse, embezzlement, wants to show the world what a good president America has
Uses sarcasm to critique Trump's character and fitness for office based on alleged criminal conduct and moral failings.
@mirelastirbu2336
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
Why is it that when Trudeau stepped down he became a great leader? God damn it, Justin. We needed THIS version of you YEARS AGO. Regardless, I am so glad that JT has our back. …
Why is it that when Trudeau stepped down he became a great leader? God damn it, Justin. We needed THIS version of you YEARS AGO. Regardless, I am so glad that JT has our back. Fuck Trump.
Critique of Trudeau's past leadership with moral approval of his current stance, expressing support for his principled stand against Trump.
@Phowrath
Mar 4, 2025
Stand your ground’s Canada. ?? I respect your honesty and integrity in governing your country. US government should be ashamed
Stand your ground’s Canada. ?? I respect your honesty and integrity in governing your country. US government should be ashamed
Praise for Canada's integrity and governance compared to the US, appealing to ethical principles and national character.
@tavant4491
Mar 4, 2025
I still can't understand how acting arrogant against all your allies would make USA any good. This is stupidly wrong on so many levels. Nobody can remain strong in this world without allies and trust …
I still can't understand how acting arrogant against all your allies would make USA any good. This is stupidly wrong on so many levels. Nobody can remain strong in this world without allies and trust wordy partners. Not even USA.
Appeals to principles of diplomacy, trust, and international cooperation as moral imperatives against arrogant behavior.
@LyckaGaming
Mar 4, 2025
That's a grown up taking vs that lunatic kid Trump
That's a grown up taking vs that lunatic kid Trump
Commenter contrasts Trudeau's maturity and leadership with Trump's character, making an implicit moral judgment about fitness for office.
@jonasbritto
Mar 4, 2025
It's about greediness. Trump wants to take over everything.
It's about greediness. Trump wants to take over everything.
Commenter attributes Trump's actions to greed and self-interest, making a moral critique of his motivations and governance.
@speedygonza7274
Mar 4, 2025
Hello dear ?people of America?❤️\nI'm from Ukraine???\nI apologize?if our country offended you in some way?\nI wanted to tell you that in 1994, your country, together with England and Russia, promised us a security guarantee in …
Hello dear ?people of America?❤️\nI'm from Ukraine???\nI apologize?if our country offended you in some way?\nI wanted to tell you that in 1994, your country, together with England and Russia, promised us a security guarantee in exchange for our giving up nuclear weapons, which we agreed to?\nNow, when Russia attacked us, your president accuses us of something?\nUnderstand that we are Ukrainians, we are free people?we are good?we are strong?we are singers?we are hardworking?we are beautiful?as you yourself noticed?❤️our people are like football player Andriy Shevchenko, boxers brothers Klitschko, and Oleksandr Usyk, singer Ruslana, with her wild dances??\nAnd many other people you know, our people?\nSo, I want to tell you that we ?are being killed Russians?Every day, there are fewer and fewer of us??
Ukrainian commenter appeals to historical agreements and shared humanity, asserting national identity while seeking moral recognition and solidarity.
@Evrei-zahvatchiki-fashisti
Mar 4, 2025
An old criminal who didn't respect his own signature ... From Canada !
An old criminal who didn't respect his own signature ... From Canada !
Accuses a political figure of criminal behavior and broken commitments, appealing to ethical standards of honesty and integrity.
@stratorunner1
Mar 4, 2025
Peace is not commerce !
Peace is not commerce !
Asserts an ethical principle that peace should take precedence over commercial interests in international relations.
Moral Argument
0.80
@hansj.k2671
Mar 4, 2025
Donald, you are listening to a true leader. As the Wall Street Journal says trade wars are DUMB. Donald grow up and grow a brain.
Donald, you are listening to a true leader. As the Wall Street Journal says trade wars are DUMB. Donald grow up and grow a brain.
Appeals to Trump to adopt better leadership qualities and reasoning, framing trade wars as morally/intellectually wrong.
@Tickleme3090
Mar 4, 2025
God bless the brave people of Canada for standing up to our unstable president and vice president. I am sad for the country I call home. I am still at a loss and feel very …
God bless the brave people of Canada for standing up to our unstable president and vice president. I am sad for the country I call home. I am still at a loss and feel very unsettled that Donald Trump was elected president. His presidency is marked by retaliation and actions that are ego boosting for him. Yet, many people don’t see it this way ?♀️. I am hoping and praying that other countries remember that not everyone is on board with Donald Trump and his party.
Expresses ethical concerns about Trump's character and actions while offering personal emotional testimony and support for Canada.
@bessbologeorges2934
Mar 4, 2025
This is how a true leader speaks to his countrymen and the world, he doesn't need a half dozen bully boys hovering over him and abusing the allies they're pushing away from their country.
This is how a true leader speaks to his countrymen and the world, he doesn't need a half dozen bully boys hovering over him and abusing the allies they're pushing away from their country.
Appeals to ideals of true leadership and ethical treatment of allies, contrasting positive and negative leadership models.
@lizbarr3fett944
Mar 4, 2025
If you really accomplish to make upset one of the most polite people on the world, then must really be a big A**hole
If you really accomplish to make upset one of the most polite people on the world, then must really be a big A**hole
Appeals to Canadian identity as 'polite people' and moral judgment that provoking them indicates serious wrongdoing by the other party.
@deepbluebreath
Mar 4, 2025
We as the American people are listening to you. Trump does not represent the majority of the people's mindset. I pray we will take actions to reign in this ignorant selfish actions of this dictator …
We as the American people are listening to you. Trump does not represent the majority of the people's mindset. I pray we will take actions to reign in this ignorant selfish actions of this dictator wannabe. ?
Appeals to ethical principles and democratic values while expressing moral opposition to Trump's actions and support for Canada.
@romanuelbronson1444
Mar 4, 2025
I'm very sad that Orange Hitler and Apartheid Elon are ruining my country and hurting both us and our friends.
I'm very sad that Orange Hitler and Apartheid Elon are ruining my country and hurting both us and our friends.
Expresses moral disapproval of political figures using charged language ('ruining,' 'hurting'), framed as ethical concern about harm to country and allies.
@InfinteIdeas
Mar 4, 2025
Holy crap. This is what a grown adult leading a country sounds like.
Holy crap. This is what a grown adult leading a country sounds like.
Expresses approval based on perceived leadership quality and adult comportment, an implicit ethical/character judgment.
Moral Argument
0.80
@babyktchr7662
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)