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
Trump is a child, not everybody should have the right to vote
Trump is a child, not everybody should have the right to vote
Attacks Trump's character and questions voting rights eligibility based on moral/fitness grounds.
@caliban666
Mar 4, 2025
Trudeau is wright,Trump is suppose to be and jail.?
Trudeau is wright,Trump is suppose to be and jail.?
Supports Trudeau's position and argues that Trump should face legal consequences, framing it as a justice issue.
@richardgagne8785
Mar 4, 2025
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Critiques Trump's moral character (bullying, authoritarianism) while expressing concern about his geopolitical behavior.
@bmwbob51
Mar 4, 2025
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
Appeals to truth and religious/ethical principles while distancing from broader American identity to support Canadian leader's statements.
@jarnettamcabee9632
Mar 4, 2025
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
Expresses moral disapproval of Trump's foreign policy shift, framing it as a betrayal of alliance relationships.
@Butterflies-are-free
Mar 4, 2025
Trump is a d f. Congratualtions. Great vote usa. There is nothing your enemys have to do, just watch you destroying yourself
Trump is a d f. Congratualtions. Great vote usa. There is nothing your enemys have to do, just watch you destroying yourself
Criticizes Trump and US self-destruction on ethical grounds, comparing national trajectories.
@spikemarsters5376
Mar 4, 2025
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that …
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that didn’t vote for Trump.
Appeals to fairness in media representation, distinguishing between political leaders and general populations.
@nononsense2731
Mar 4, 2025
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Condemns Trump/MAGA as morally wrong while framing Canada as victim of external harm, blending moral judgment with identity-based us-vs-them framing.
@PacifierMediaNetwork
Mar 4, 2025
Shame on Trump and his puppets!!!
Shame on Trump and his puppets!!!
Expresses moral condemnation of Trump and associates for perceived wrongdoing or betrayal.
Moral Argument
0.75
@MichelleMcFetridge
Mar 4, 2025
Every action he takes makes me vomit media laps his bs up
Every action he takes makes me vomit media laps his bs up
Expresses strong disapproval of political leadership's actions and media coverage, framing it as ethically wrong.
@scarfemark
Mar 4, 2025
Canada must pay the price of supporting the Demons called ''democrats''.
Canada must pay the price of supporting the Demons called ''democrats''.
Uses dehumanizing language ('Demons') to frame Democrats as morally corrupt, appealing to a moral judgment about political alignment.
@vvaloachi7263
Mar 4, 2025
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
Personal expression of shame about US administration's corruption and greed, framed as ethical critique of GOP governance.
@ashflash8067
Mar 4, 2025
why they dont say the same to Netanyahu as murderer?
why they dont say the same to Netanyahu as murderer?
Raises a moral/ethical inconsistency argument by comparing treatment of different political figures, questioning fairness in discourse.
@uthmaannamuthama5532
Mar 4, 2025
Donald doesn't want friends. He wants yes men.?
Donald doesn't want friends. He wants yes men.?
Critiques Trump's character and leadership style through an ethical lens, suggesting he values obedience over genuine relationships.
Moral Argument
0.75
@one4truth236
Mar 4, 2025
Trump is kissing Putin's ass. He want's to be seen as a tough dictator like Putin. Time to run the Natzis out of the WhiteHouse
Trump is kissing Putin's ass. He want's to be seen as a tough dictator like Putin. Time to run the Natzis out of the WhiteHouse
Condemns Trump's alignment with Putin as a betrayal of democratic values and characterizes him as a fascist threat.
@khealey2011
Mar 4, 2025
I'm an indian even i don't want any foreigner to overpopulate or change the natives and foreigner ratio of my country then why would other countries like that its a valid dislike for indians out …
I'm an indian even i don't want any foreigner to overpopulate or change the natives and foreigner ratio of my country then why would other countries like that its a valid dislike for indians out there.
Appeals to fairness and reciprocity—arguing that if Indians don't want overpopulation in their country, other nations shouldn't either.
benhurekka8686
Feb 9, 2026
We apologize to Canada for our third rate education system that produces morons who don’t understand fear-based politics are rarely backed by facts. Use the right buzz words, crime/drugs/money and the sheep will line up …
We apologize to Canada for our third rate education system that produces morons who don’t understand fear-based politics are rarely backed by facts. Use the right buzz words, crime/drugs/money and the sheep will line up every time, guaranteed.
An American commenter apologizes for US education failures and critiques fear-based political manipulation as ethically problematic.
@chrislane5677
Mar 4, 2025
When you choose felony as a leader that’s what happens
When you choose felony as a leader that’s what happens
Moral critique of Trump's criminal record as disqualifying for leadership; frames character as central issue.
@jessysaini883
Mar 4, 2025
How is the U.S. not any better than Russia!? And how is your Orange warlord not any better than Putin!?! When tRump is pulling tactics straight out of Putins playbook!? He is cozying up and …
How is the U.S. not any better than Russia!? And how is your Orange warlord not any better than Putin!?! When tRump is pulling tactics straight out of Putins playbook!? He is cozying up and taking the side of dictators and threatening Canada and other countries the same way that Putin did to Ukraine, and then wonder why relations have gone down hill so fast!!??
Appeals to ethical concerns about authoritarianism and threats to democratic allies, comparing Trump's tactics to Putin's aggression.
@christinasmith4072
Mar 4, 2025
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation.
So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Appeals to justice and fairness while describing systemic racism, underemployment, and mental health crises affecting Indian immigrants in Canada.
Humanbeing01
Jan 27, 2026
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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)