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
Letting mayor Adams off of his crimes is disgusting! He should be jailed along side of all the criminals he let stay in new york
Letting mayor Adams off of his crimes is disgusting! He should be jailed along side of all the criminals he let stay in new york
Criticizes a political figure's actions as morally wrong ('disgusting') and calls for justice.
@marylister6942
Mar 4, 2025
Trump will be history in a short time but the havoc he has wrought will be felt for decades. Most of all, Republicans who supported him will feel the isolation they desire and the cold …
Trump will be history in a short time but the havoc he has wrought will be felt for decades. Most of all, Republicans who supported him will feel the isolation they desire and the cold wind of the world's contempt years after he has rotted in the ground.
Condemns Trump's actions on ethical grounds while predicting long-term negative consequences for his supporters.
@geronimo4511
Mar 4, 2025
Well done Canada ??. It is time to stand up to bullies and unite with true allies that respect you and treat you with dignity. We seem to be dealing with a deranged madman who …
Well done Canada ??. It is time to stand up to bullies and unite with true allies that respect you and treat you with dignity. We seem to be dealing with a deranged madman who should be seeking proper medical treatment in a special medical facility, not ranting and raving in the Oval Office. Call it treason, corruption, greed, weakness, mental instability, cognitive decline, bullying, aggression, spitefulness, vengeance - the only person who should be considering resigning is the out-of-his-depth overpromising & under deliverer convicted sexual felon in the Oval Office who is p!ssing into the tent not out of it, with regards to your old allies.
Appeals to dignity, respect, and ethical principles while praising Canada's stance and condemning another leader's behavior as immoral and unfit.
@KarlPhillips-s7l
Mar 4, 2025
Powerful speech by Trudeau! He did not mince words and addressed head-on calling out Trump! He called him Donald, not President Trump, no sugar-coating! This is a hallmark of a true and STRONG leader!
Powerful speech by Trudeau! He did not mince words and addressed head-on calling out Trump! He called him Donald, not President Trump, no sugar-coating! This is a hallmark of a true and STRONG leader!
Praises Trudeau's leadership qualities (strength, directness, honesty) as moral virtues in defending the country.
@jennylim1558
Mar 4, 2025
These same people never held Joe Biden accountable for funding a literal g'cide of Palestinians
These same people never held Joe Biden accountable for funding a literal g'cide of Palestinians
Raises ethical concerns about accountability for alleged atrocities, comparing Biden's record to the current discussion.
@josephk8202
Mar 4, 2025
Beautifully said Canada. I see the handmaid’s tale coming to life. If so, my family and I will migrate! ?????
Beautifully said Canada. I see the handmaid’s tale coming to life. If so, my family and I will migrate! ?????
Expresses ethical concern about dystopian governance and signals willingness to migrate as a moral response to perceived injustice.
@Dad0fTheYear
Mar 4, 2025
Donald Trump isn't a smart guy. He is a treacherous traitor and needs to be impeached and then removed
Donald Trump isn't a smart guy. He is a treacherous traitor and needs to be impeached and then removed
Attacks Trump's character and calls for impeachment/removal, combining moral judgment with political action.
@michaelhinchey
Mar 4, 2025
This is how we deal with dictators like trump and putin. This is what we have to do to stop this bullies.
This is how we deal with dictators like trump and putin. This is what we have to do to stop this bullies.
Frames firm negotiation as the ethical response to authoritarian leaders, combining moral justification with implicit advocacy for confrontational strategy.
@b.v.2456
Mar 4, 2025
If you look up the definition of fool in the dictionary there, you will find the photo of DJT. But to play to the Russians as he is makes him their useful fool. There will …
If you look up the definition of fool in the dictionary there, you will find the photo of DJT. But to play to the Russians as he is makes him their useful fool. There will absolutely be a war sooner or later because of this amazing treasonous stupidity. Not with Canada, but all of the nations are now interconnected and this will reverberate and people will die who would never need to.
Makes ethical accusations of treachery and foolishness while expressing fear of war consequences, blending moral judgment with threat perception.
@Eric-tz3nv
Mar 4, 2025
This is not a trade war rather than an outright 'blunt attack' by stupid leader which needs to counterback
This is not a trade war rather than an outright 'blunt attack' by stupid leader which needs to counterback
Frames US actions as an unjust 'blunt attack' by a poor leader and calls for Canada to respond/counterattack, appealing to fairness and strength.
@azmanmdsalleh2978
Mar 4, 2025
trump is our Nero, burning down our country.
trump is our Nero, burning down our country.
Uses historical metaphor (Nero) to make a moral judgment about Trump's destructive leadership.
@pitviper7924
Mar 4, 2025
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog …
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog and Indian are not allowed that is the racist is and when the people come from China and India, they charge tax And the other people coming from Europe they can come anytime why thats racist
Appeals to fairness and justice by drawing parallels to historical discrimination (no dogs/Indians signs) to argue current treatment is similarly racist.
SukhpalSingh-ez3ym
Jan 28, 2026
At what point does the International Olympic Committee and other international sports bodies step in and ban the USA from the upcoming Olympics? \nTrump has made his position clear that he feels Russia is not …
At what point does the International Olympic Committee and other international sports bodies step in and ban the USA from the upcoming Olympics? \nTrump has made his position clear that he feels Russia is not at fault for anything that has happened in Ukraine. The debacle that went on in the Oval office on February 28th was not only disgusting, but it proved to me that the president is not willing to be a peaceful friend to anyone on a personal or global level. Today's tariffs only cements that proof. The framework is in place to make a strong case to ban USA from the Olympics and current future international sports events. I realize this would impact many good people, but a country hell bent on hating those fighting so hard for their freedom has no place on any playing field right now.
Commenter makes ethical arguments about international responsibility and proposes Olympic sanctions as consequence for perceived moral failures and geopolitical hostility.
@JB1982-o8s
Mar 4, 2025
The whites should go back to Europe too and leave the first nations to live freely
The whites should go back to Europe too and leave the first nations to live freely
Counter-argument invoking fairness and historical justice for First Nations, using moral reasoning to critique European settlement.
vinysaini3536
Jan 27, 2026
What’s more dumb than Trump are the people who put the maniac back in power
What’s more dumb than Trump are the people who put the maniac back in power
Makes a moral judgment about Trump and his supporters, criticizing their decision-making as foolish.
@Blastme23
Mar 4, 2025
Murderer? How many people died for USA to be established, Canada, Australia, Hawaii, Iraq, Afghanistan etc. I can go on and on. Let's be honest with ourselves
Murderer? How many people died for USA to be established, Canada, Australia, Hawaii, Iraq, Afghanistan etc. I can go on and on. Let's be honest with ourselves
Challenges the moral framing of 'murderer' by comparing historical violence across nations, appealing to consistency in ethical judgment.
@jeffechoe
Mar 4, 2025
Mexico and Canada have to do what they have to do to protect their people and their countries. I wish I could say the same for our country!
Mexico and Canada have to do what they have to do to protect their people and their countries. I wish I could say the same for our country!
Appeals to the ethical duty of governments to protect their people, contrasting Canada/Mexico's actions with perceived failures elsewhere.
@rosieecheverria8808
Mar 4, 2025
Itd be different if at least half of them would come here and respect the country. But that is not the case.
Itd be different if at least half of them would come here and respect the country. But that is not the case.
Appeals to respect and cultural integration as moral principles, implying immigrants fail to meet these standards.
m.t9393
Sep 12, 2025
Well spoken , the USA is acting disgusting, sucking up to Putin . USA , can't be trusted.
Well spoken , the USA is acting disgusting, sucking up to Putin . USA , can't be trusted.
Criticizes USA's moral conduct (acting disgusting, appeasing Putin) and trustworthiness, grounded in ethical judgment rather than specific claims.
@lion73266
Mar 4, 2025
Trump and Musk are TRAITORS! Arrest them and deport them to Russia as they are so keen on supporting criminal Putin. Let them go live with him. See how they like that
Trump and Musk are TRAITORS! Arrest them and deport them to Russia as they are so keen on supporting criminal Putin. Let them go live with him. See how they like that
Uses moral language ('traitors') to condemn political figures and calls for their arrest and deportation as punishment.
@FaerieFenergles
Mar 4, 2025
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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)