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
the first time this man has been straight with canadians
the first time this man has been straight with canadians
Praises a leader for being honest/truthful with citizens, implying moral virtue in transparency.
Moral Argument
0.70
@xXlegitx46Xx
Mar 4, 2025
I think everyone wants Trump out of politics
I think everyone wants Trump out of politics
Expresses a value judgment about Trump's fitness for office based on implicit ethical grounds, though stated minimally.
Moral Argument
0.70
@carlospina-qz3pq
Mar 4, 2025
Just one note it was going to be a GOLDEN AGE FOR ONE PERSON AND HIS RICHEST BILLIONAIRE FRIENDS AS THEY SCREWED THE REST OF THE AMERICAS AND OUR FRIENDS TO THE NORTH SND SOUTH …
Just one note it was going to be a GOLDEN AGE FOR ONE PERSON AND HIS RICHEST BILLIONAIRE FRIENDS AS THEY SCREWED THE REST OF THE AMERICAS AND OUR FRIENDS TO THE NORTH SND SOUTH .
Critiques Trump's policies as benefiting the wealthy while harming others, combining moral judgment with economic concern.
@kathyhathaway8823
Mar 4, 2025
Such a pathetic guy
Such a pathetic guy
Makes a moral judgment about character ('pathetic') without substantive policy or factual claims.
Moral Argument
0.70
@watching7384
Mar 4, 2025
... from germany also... we have to unit with all free demokratie around the World to resist the diktator billioners... Put away the Opium they display for... no more socialmedia, etc...
... from germany also... we have to unit with all free demokratie around the World to resist the diktator billioners... Put away the Opium they display for... no more socialmedia, etc...
Appeals to democratic values and international solidarity against authoritarianism, with comparative framing of Germany's perspective on global resistance.
@messerjocke9263
Mar 4, 2025
Je ne pense pas que c'est une bonne chose.
Je ne pense pas que c'est une bonne chose.
French statement expressing a moral judgment ('I don't think this is a good thing') about immigration without elaboration.
Moral Argument
0.70
agnetakubik6654
Feb 23, 2026
1. So bad evil immigration law.
1. So bad evil immigration law.
Characterizes immigration law as morally wrong using evaluative language ('bad evil').
Moral Argument
0.70
BruceAndrews-h8d
Jan 6, 2026
every one is so racist in canada
every one is so racist in canada
Makes a broad claim about racism in Canada, appealing to fairness and social justice concerns.
simranpreet461
Feb 22, 2026
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Makes a moral judgment about Trump and his supporters, suggesting they are beyond help or reason.
Moral Argument
0.70
@ZamirHasko
Mar 4, 2025
Sikh men should not be living dishonestly it's one of the Guru's Hukamnama!
Sikh men should not be living dishonestly it's one of the Guru's Hukamnama!
Appeals to religious/cultural principles (Guru's teachings) to critique behavior, framing it as a moral/ethical issue within Sikh identity.
SaintSoldiersofCentralFlorida
Jan 28, 2026
Trump loves going to war with our friends and kissing up to our dictator enemies… Because in truth, the orange lunatic wants to be a dictator. It’s his goal in life.
Trump loves going to war with our friends and kissing up to our dictator enemies… Because in truth, the orange lunatic wants to be a dictator. It’s his goal in life.
Makes a moral critique of Trump's character and alleged authoritarian ambitions, framing him as a threat to democratic values.
@JiminPalmSprings
Mar 4, 2025
Trump is so reckless.
Trump is so reckless.
Makes a value judgment about Trump's behavior as reckless, appealing to standards of responsible conduct.
Moral Argument
0.70
@cuticlecuddlester
Mar 4, 2025
That fella acting like r**e isnt also apart of the Indian community
That fella acting like r**e isnt also apart of the Indian community
Comment challenges a perceived double standard by pointing out that crime exists across communities, making an argument about fairness and representation.
madi7740
Jan 28, 2026
Trumps okay with his bestie completing genocide and want peace in Ukraine for there assets .\nSomething is off in that logic.
Trumps okay with his bestie completing genocide and want peace in Ukraine for there assets .\nSomething is off in that logic.
Makes a moral critique of Trump's alleged hypocrisy regarding genocide and peace, framed as a logical inconsistency.
@FayeKalantzis-n8o4b
Mar 4, 2025
It makes me sick that I am agreeing with this pr1ck.
It makes me sick that I am agreeing with this pr1ck.
Expresses emotional discomfort at finding themselves in agreement with someone they dislike, invoking a moral/ethical tension.
Moral Argument
0.70
@gregfathers5548
Mar 4, 2025
This President is medically (mentally speaking) UNFIT for Office !!
This President is medically (mentally speaking) UNFIT for Office !!
Makes a value judgment about fitness for office based on perceived mental/medical unfitness, appealing to standards of competence and responsibility.
Moral Argument
0.70
@Engagenumberone
Mar 4, 2025
Drumpff is antithetical to progress. He is a cancer on our world. I just wish the Democrats would actually start fighting this BS with all means at their disposal. For all the MAGA out there …
Drumpff is antithetical to progress. He is a cancer on our world. I just wish the Democrats would actually start fighting this BS with all means at their disposal. For all the MAGA out there I hope you enjoy what you wrought. It’s not liberal tears, it’s nationwide suffering. WE PAY FOR TARIFFS!!!!! Look up how well Smoot-Halley affected the country. Ttump (sic) has been self-dealing since I heard of him in the 70’s. He played on your fears & you bought his lie. To quote P.T. Barnum, “A sucker is borne every minute.” One of the primary things I impart to my kids is to not trust a salesman!!!!
Extended critique framing Trump as harmful to society with appeals to ethics and warnings about economic consequences.
@jonathanwade5744
Mar 4, 2025
Move your sh$$ xountry to russia and ors the world a duc$$g favor
Move your sh$$ xountry to russia and ors the world a duc$$g favor
Hostile dismissal framed as a moral judgment, telling someone to leave and benefit the world.
Moral Argument
0.70
@4nobject
Mar 4, 2025
If you get detained in a detention center, too bad so sad. You know the risk but yet many are on the news outraged. As if they didn’t know it was always the possibility
If you get detained in a detention center, too bad so sad. You know the risk but yet many are on the news outraged. As if they didn’t know it was always the possibility
Argues that detained travelers bear responsibility for their own detention, invoking a moral principle of personal accountability.
Moral Argument
0.70
krism1815
Dec 8, 2025
THE DOWNFALL OF US is PRIDE
THE DOWNFALL OF US is PRIDE
Makes a moral/ethical claim that pride is the cause of national decline, appealing to values-based reasoning.
Moral Argument
0.70
@eutttt4771
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)