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
Canada, don't punish us because we're already being punished by the abusive figurehead of our country
Canada, don't punish us because we're already being punished by the abusive figurehead of our country
Appeals to fairness and justice, arguing Canada shouldn't punish citizens for their government's actions, with implicit support for Canadian independence.
@nickijones707
Mar 4, 2025
Thought we'd keep growing stronger together. Shame to see this.
Thought we'd keep growing stronger together. Shame to see this.
Appeals to values of unity and collective strength while expressing disappointment at perceived division or decline.
@JohnnyJohnsonEsq
Mar 4, 2025
This is what the ignorance of America MAGA voters wanted and now their ignorance and stupidity will bite them like never before. They learn nothing from Trump last failures and gave him another shot at …
This is what the ignorance of America MAGA voters wanted and now their ignorance and stupidity will bite them like never before. They learn nothing from Trump last failures and gave him another shot at fooling them again. This is on them for recession this Buffoon is about to put them through
Criticizes Trump voters' judgment and warns of economic consequences, blending moral condemnation with economic concern.
@titusnixon
Mar 4, 2025
Whether you agree with him or not, this is what a real leader sounds like. Trump is a bully
Whether you agree with him or not, this is what a real leader sounds like. Trump is a bully
Makes a value judgment about leadership qualities and character ('real leader' vs 'bully'), appealing to standards of conduct.
@joychalkley6289
Mar 4, 2025
In times like this, it an opportunity for leaders around the world to show competence and leadership. American people must be smarter than their leader, they seem hypnotized. Hope when they wake up, wont be …
In times like this, it an opportunity for leaders around the world to show competence and leadership. American people must be smarter than their leader, they seem hypnotized. Hope when they wake up, wont be too late to repair the damage.
Appeals to competence and leadership as ethical imperatives while comparing nations' responses.
@silviuvarzaru9664
Mar 4, 2025
what can you do, he trump all reason, all logic, all cooperation between countries, he trump global peace, he trump safety, he trump what the world has been working on since ww2, he trump humanity, …
what can you do, he trump all reason, all logic, all cooperation between countries, he trump global peace, he trump safety, he trump what the world has been working on since ww2, he trump humanity, he trump everyone who disagree with him, and he trump the interests of america!
Critiques Trump for undermining global cooperation, peace, and human interests through repeated moral appeals about what he has damaged.
@benjaminandersen1097
Mar 4, 2025
That's how a true leader conveys his point to his people
That's how a true leader conveys his point to his people
Brief endorsement of leadership qualities framed as a moral or character-based assessment of what constitutes 'true' leadership.
Moral Argument
0.78
@adamc2867
Mar 4, 2025
we know you guys dont want this nor does us true Americans want it. trump wants this to pretend like hes a tough guy to make him feel like a man for a split second …
we know you guys dont want this nor does us true Americans want it. trump wants this to pretend like hes a tough guy to make him feel like a man for a split second cause deep down he knows hes a disgusting person.
Critiques Trump's character and motivations on ethical grounds while claiming to speak for 'true Americans.'
@mewinthedark8513
Mar 4, 2025
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
This is highly dangerous to have a pathological liar in the White house, who badly wants to be somebody and respected but don't have it in him.
Critiques a political leader's character and trustworthiness as a moral failing, with undertones of danger/threat.
@duke2912
Mar 4, 2025
Trumps likes to speak over people because he always wants the final say he not interested what people have to say he wants people to shut up and obey his orders
Trumps likes to speak over people because he always wants the final say he not interested what people have to say he wants people to shut up and obey his orders
Commenter critiques Trump's character and leadership style, framing his behavior as disrespectful and authoritarian rather than engaging substantively.
@BarryJohn-r1q
Mar 4, 2025
From DC and the DMV - Forget Trump. All the things he’s done are unnecessary. As a country, we deserve this criticism.
From DC and the DMV - Forget Trump. All the things he’s done are unnecessary. As a country, we deserve this criticism.
Appeals to national values and fairness ('we deserve this criticism'), framing criticism as ethically justified.
@reginaldgalloway
Mar 4, 2025
This is how a leader should be, clear in speech and calm, and addressing the problems instead of being a turncoat and selling your own country out, but then were already annoyed at Starmer
This is how a leader should be, clear in speech and calm, and addressing the problems instead of being a turncoat and selling your own country out, but then were already annoyed at Starmer
Appeals to ethical leadership qualities (clarity, calmness, integrity) while comparing favorably to other leaders.
@kidsgrove-spider8405
Mar 4, 2025
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you …
Refugee does nor exist , when you have unrest in your country you stay to fight for better life I am not going to fight for you or give you my money to make you wealthy and my kids poor just get out
Argues refugees should stay and fight for their own countries based on fairness and personal responsibility principles, with nationalist undertones.
joemalone3249
Dec 25, 2025
Whether you agree with his politics or not, aTHIS IS HOW A TRUE LEADER deals with something that affects their country. He’s not screaming, crying, and throwing a tantrum while laying on the floor. Good …
Whether you agree with his politics or not, aTHIS IS HOW A TRUE LEADER deals with something that affects their country. He’s not screaming, crying, and throwing a tantrum while laying on the floor. Good for Canada! I say don’t cut off the power but put a 100% surcharge on it. Give the extra cash to your people to help with any negative financial issues they may face.
Praises Trudeau's leadership conduct as morally superior while proposing economic policy alternatives.
@annbrennan1269
Mar 4, 2025
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Expresses shame and assigns blame to a political group ('RED HATS') for national humiliation, appealing to collective dignity.
@adoptsalot
Mar 4, 2025
TRUMP IS A MONSTER!
TRUMP IS A MONSTER!
Brief moral condemnation of Trump using strong ethical language ('MONSTER') without elaboration.
Moral Argument
0.78
@Jetty1152
Mar 4, 2025
The US as declared war against all civilised world, to say Donald is smart is euphemism, he is the replica of Hitler, and is introducing the Fourth Reich
The US as declared war against all civilised world, to say Donald is smart is euphemism, he is the replica of Hitler, and is introducing the Fourth Reich
Uses extreme moral language comparing the US president to Hitler and framing US actions as a threat to civilization.
@AndileLuvuno-f5c
Mar 5, 2025
Reading as much as I could of the comments below, it is with great respect that we as human can still care for one another even when we are from different countries, continents, backgrounds an …
Reading as much as I could of the comments below, it is with great respect that we as human can still care for one another even when we are from different countries, continents, backgrounds an so one. Evil will always try to do it's thing and we must come together to abolish it. Being from different countries in this situation is not much we can do. Maybe stop importing from America, at least till this administration is gone in 4 years. The way it's going , America will lose a lot of it's allies and unless tyranny and dictatorship follows, we will vote the so called politicians out of office and claim our rights to a better way of life. Because now, America suffers and other countries will follow. And it is just the beginning. Learn how to become stronger and don't vote for convicted felon that is doing Russia's bid. Not sure how the followers can say with a straight face that what Trump is doing is for the betterment of our country . God bless us all.
Extended moral appeal for international human solidarity against tyranny, with embedded calls to action (boycott, voting) and warnings about Trump administration.
@adrianmuresan1
Mar 4, 2025
American should wake up and realize that Trump is only for Trump and his rich friends.\nTrump wants to go down in history as one of the greatest presidents. Trump is only worried about Trump, and …
American should wake up and realize that Trump is only for Trump and his rich friends.\nTrump wants to go down in history as one of the greatest presidents. Trump is only worried about Trump, and Trump only ? ? ? ? ? ?
Appeals to ethical judgment that Trump prioritizes self-interest and wealthy allies over the public good, framing him as morally corrupt.
@gloriazaalman1915
Mar 4, 2025
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
Makes ethical judgment about geopolitical alignment, condemning those who criticize Ukraine support as morally wrong.
@changelivesheroes
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)