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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
Page 75 of 144
As an American citizen, I am ashamed of the actions of our President.
As an American citizen, I am ashamed of the actions of our President.
Expresses shame and moral disapproval of presidential actions while asserting American identity and values.
@alkaret7138 Mar 4, 2025
Ouch. OH Canada!! How is it possible to piss of nice people, like the Canadians.
Ouch. OH Canada!! How is it possible to piss of nice people, like the Canadians.
Moral appeal highlighting Canadian niceness as a virtue being violated, with implicit comparison between nations.
@mlqdinh Mar 4, 2025
Trump is an abhorent monster. There is no place for him in politics or anywhere else. Let this nightmare be over soon and let all Americans understand what is happening here. I think he's working …
Trump is an abhorent monster. There is no place for him in politics or anywhere else. Let this nightmare be over soon and let all Americans understand what is happening here. I think he's working for Russia to try to dismantle America.
Strong moral condemnation of Trump as abhorrent, with conspiracy theory about Russian collusion; primarily ethical judgment.
@HereIsmarcus Mar 4, 2025
Canada, Ukraine, and Mexico are our allies, and Trump is a traitor.
Canada, Ukraine, and Mexico are our allies, and Trump is a traitor.
Frames Trump as a traitor to allied nations, appealing to principles of loyalty and international solidarity.
@megemart0828 Mar 4, 2025
So How is Colonialism working out for you white folks now that you are on the other side of it. I am not Indian. I am NDN. I have suffered White Colonialism all my life. …
So How is Colonialism working out for you white folks now that you are on the other side of it. I am not Indian. I am NDN. I have suffered White Colonialism all my life. Now you white folks are beginning to suffer Indian Colonialism. I really don't feel sorry for you.
Appeals to historical justice and moral reciprocity, framing immigration as reversal of colonialism with identity-based positioning.
FranklinNewhart Oct 1, 2025
Fentanyl doesn’t kill people the same way guns don’t kill people. Americans are hypocrites
Fentanyl doesn’t kill people the same way guns don’t kill people. Americans are hypocrites
Appeals to hypocrisy and inconsistency in American policy positions on drug vs. gun deaths.
@KramerEspinoza Mar 4, 2025
You have more to worry about Russia/China threatening US/Canada in the waters around Alaska. We need to work with Canada on national security. This is crazy. President Trump, what are you hiding? Why are you …
You have more to worry about Russia/China threatening US/Canada in the waters around Alaska. We need to work with Canada on national security. This is crazy. President Trump, what are you hiding? Why are you doing this? You owe this to Americans and Canadians and Mexico.
Appeals to shared security interests and responsibility between nations while questioning Trump's priorities.
@debbiebrock2665 Mar 4, 2025
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH …
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH PEOPLE COLONIZE THOSE COUNTRIES AND TORE THEM APART AND STOLE 50 TRILLION AND GOLD SO THAT'S WHY THEY'RE ALL OVER THE WORLD
Commenter invokes historical injustice (colonization, theft) to argue against dismissing minority experiences, using moral reasoning to contextualize immigration debates.
abalu5547 Oct 1, 2025
You are being nice to trump he is not smart, money and power hungry that’s him
You are being nice to trump he is not smart, money and power hungry that’s him
Character attack on Trump using moral language (greedy, power-hungry) rather than policy-specific critique.
@maryfitzpatrick2938 Mar 4, 2025
Trump knows he's hurting America. That's exactly his and Putin's goal. He's a terrorist doing everything in his power to destroy America. He's only getting away with the because of his PRIVILEGE. YT people don't …
Trump knows he's hurting America. That's exactly his and Putin's goal. He's a terrorist doing everything in his power to destroy America. He's only getting away with the because of his PRIVILEGE. YT people don't understand this. Obama could NEVER get away with this. He couldn't even wear a tan suit without everybody jumping all over him. HORRIBLE NIGHTMARE. Trump needs to be fired and locked up. He's a danger to society
Appeals to justice and ethics, arguing Trump is a terrorist and danger to society, with commentary on racial privilege and accountability.
@thrshwll1526 Mar 4, 2025
Trump and MAGA are acting like rebellious teenagers on world stage
Trump and MAGA are acting like rebellious teenagers on world stage
Criticizes Trump/MAGA behavior as immature and inappropriate on the world stage, appealing to standards of conduct.
@paingame11 Mar 4, 2025
As a Brit I say bravo to Canada - do the American public understand how toxic Trump is. It's just crazy!
As a Brit I say bravo to Canada - do the American public understand how toxic Trump is. It's just crazy!
Accuses Canada's leader of Nazi sympathizing, a serious moral condemnation framed as identity/political critique.
@David-tg8ku Mar 4, 2025
Our closest friends don't boo out national anthem.
Our closest friends don't boo out national anthem.
Appeals to principles of respect and friendship, implying that booing the national anthem violates expected norms of conduct between allies.
@christian2225 Mar 4, 2025
He didn’t mention Netanyahu Genocidal maniac that trump is also worshipping ?again double standards never go even now??
He didn’t mention Netanyahu Genocidal maniac that trump is also worshipping ?again double standards never go even now??
Criticizes Trump for alleged double standards in supporting Netanyahu, framing it as a moral inconsistency regarding genocide.
@neelamahmed3154 Mar 4, 2025
Many of us understand and appreciate Canada’s position. The orange buffoon and his minions are not smart, they are selfish, greedy and hateful. They are working to complete their project using the destruction of this …
Many of us understand and appreciate Canada’s position. The orange buffoon and his minions are not smart, they are selfish, greedy and hateful. They are working to complete their project using the destruction of this country as payment. Many of us are helplessly watching this country crash and burn. Tariffs are gonna cost us dearly! MAGA congratulations this is what you voted for!
Condemns Trump's character and motives as selfish and hateful while expressing economic anxiety about tariffs and national decline.
@LindaHeyward-f9y Mar 4, 2025
Please ? understand that trumps policies don’t speak for US citizens. We are praying for change! Let God help us all . Let Peace be our Truth Now. He has lost his way , please …
Please ? understand that trumps policies don’t speak for US citizens. We are praying for change! Let God help us all . Let Peace be our Truth Now. He has lost his way , please ignore his poor choices.
Appeals to moral and spiritual principles (peace, prayer, God) while distancing US citizens from Trump's policies and expressing hope for change.
@cosmicflowstudio Mar 4, 2025
the most patriotic thing you can do as an american is support europe at this point
the most patriotic thing you can do as an american is support europe at this point
Appeals to patriotic duty and moral obligation to support Europe over US interests.
@p.snowman7492 Mar 4, 2025
I know PM Justin Trudeau has had his critics but he is far more of a statesman than Trump or Vance could ever wish to be! Their actions are tantamount to treason and the great …
I know PM Justin Trudeau has had his critics but he is far more of a statesman than Trump or Vance could ever wish to be! Their actions are tantamount to treason and the great American citizens are being thrown under the bus.
Compares Trudeau favorably to Trump/Vance on moral grounds (statesmanship, treason accusations), emphasizing ethical superiority.
@tomedwards5132 Mar 4, 2025
Goodbye USA from Canada and Europe, Hello Putin's mate, you and and your VP are a disgrace.
Goodbye USA from Canada and Europe, Hello Putin's mate, you and and your VP are a disgrace.
Condemns leadership as disgraceful and associates them with authoritarian figures, appealing to ethical judgment.
@colinevans2000 Mar 4, 2025
So sick of everyone who mindlessly support Trump! The GOP are puppets & cowards, only interested in self preservation! Nice to hear a competent leader speak...great job Trudeau, do NOT back down to Trump!
So sick of everyone who mindlessly support Trump! The GOP are puppets & cowards, only interested in self preservation! Nice to hear a competent leader speak...great job Trudeau, do NOT back down to Trump!
Appeals to ethical principles (competence, integrity) while expressing support for Trudeau and opposition to Trump's perceived moral failings.
@Bryan-sk214 Mar 4, 2025
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Classifier Confidence

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Discourse Over Time

Top 6 discourse types by month — how framing evolves over time

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Which discourse types most frequently appear together on the same comment

Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)