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 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
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
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
A real leader
A real leader
Brief praise for leadership qualities, appealing to virtue and character.
Moral Argument
0.70
@91-y4g
Mar 4, 2025
This really breaks my heart! ?
This really breaks my heart! ?
Emotional expression of sadness/disappointment about the situation, appealing to ethical concern.
Moral Argument
0.70
@germaineengland3607
Mar 4, 2025
Trump is Disgusting
Trump is Disgusting
Brief moral condemnation of Trump using evaluative language without substantive argument.
Moral Argument
0.70
@tinateixeira7118
Mar 4, 2025
Enduring short-term pain is better than prolonged suffering. For the sake of a better future, Americans need to hold strong.
Enduring short-term pain is better than prolonged suffering. For the sake of a better future, Americans need to hold strong.
Appeals to ethical principles about sacrifice and perseverance for future benefit, urging Americans to endure hardship.
@hansenslife2022
Mar 4, 2025
Hes right trump is licking putins crack so hard, make it make sense.
Hes right trump is licking putins crack so hard, make it make sense.
Uses crude sarcasm to critique a political leader's foreign policy alignment, combining humor with an implicit moral judgment about inappropriate allegiance.
@smokeyyoung9670
Mar 4, 2025
Trump is a coward. He is scared shit of Putin.
Trump is a coward. He is scared shit of Putin.
Makes a character judgment about Trump's fear and moral weakness regarding Putin.
Moral Argument
0.70
@popoymotmot
Mar 4, 2025
Hey you POS his name to YOU is \nMR PRESIDENT \nAnd you are the LIAR and it will be proven a FACT!\nYour country WILL suffer far more greatly than the US ever will!\nHe gave you …
Hey you POS his name to YOU is \nMR PRESIDENT \nAnd you are the LIAR and it will be proven a FACT!\nYour country WILL suffer far more greatly than the US ever will!\nHe gave you a chance to Stop the drugs and illegal crossings.
Accusation of dishonesty and appeal to moral judgment, with implicit call for accountability regarding border and drug policy.
@jacktherver
Mar 4, 2025
Trump doesn't understand a speech like this!! He is basic!
Trump doesn't understand a speech like this!! He is basic!
Character critique suggesting Trump lacks intellectual capacity to understand sophisticated political speech.
Moral Argument
0.70
@fredsoncsilva
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
No wonder we don't have God's blessing all these fake Gods and idols everywhere!
No wonder we don't have God's blessing all these fake Gods and idols everywhere!
Appeals to religious/moral authority (God's blessing) to critique religious practices of immigrants, framing them as illegitimate.
cyndi2060
Jan 29, 2026
Donald can live on his fancy gold toilet and he shits out the every day taxpayers that are trying support their families
Donald can live on his fancy gold toilet and he shits out the every day taxpayers that are trying support their families
Critiques Trump's wealth and perceived indifference to working-class Americans on ethical grounds.
Moral Argument
0.70
@gretaherron9471
Mar 4, 2025
It's crazy how you people can put up with all this jargon every day politicians lawyers TV news like a bunch of ants fighting over bread I'm so proud of myself for getting rid of …
It's crazy how you people can put up with all this jargon every day politicians lawyers TV news like a bunch of ants fighting over bread I'm so proud of myself for getting rid of my TV in 1992 and not being part of the matrix I laughed my Sicilian balls off as a pray my rosary for all you people that just don't get it Turn your TVs off for one month hide your smart phone free yourselves like a bunch of ants running around instead of a shoebox after a piece of bread money hungry I can go on forever and ever etc. etc. love one another like Jesus loves us it's not about money Ben Franklin is not the Lord Jesus Christ of Nazareth is . Remember the poor we're suffering not like a fake Rich you should've voted Michael Jackson as president you people are all crazy it's all greed every country every president all greed every politician greed money money money money money money money money money greed
Rambling critique of media, politics, and materialism with personal narrative elements, primarily advancing ethical arguments about greed and spiritual values.
@zenfitnutrition8908
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
I dont follow canadian politics. (Us politics either)... I hate trump. His administration maga. Hes a racist and a bigot and ignorant and dumb as a stick. \n\nNot sure why Justin Trudeau is so disliked. …
I dont follow canadian politics. (Us politics either)... I hate trump. His administration maga. Hes a racist and a bigot and ignorant and dumb as a stick. \n\nNot sure why Justin Trudeau is so disliked. \n\nHe serms reasonable to me. Id stand behind Trudeau before i stood with trump. \n\nFDJT
Makes ethical judgments about Trump's character and expresses support for Trudeau based on reasonableness and moral grounds.
@Only-me-baby-fe2ji
Mar 4, 2025
Trump needs to be in chains.
Trump needs to be in chains.
Makes a strong moral condemnation of Trump through a call for punitive action.
@alexanderpetrow8668
Mar 4, 2025
Now, thats a leader ?
Now, thats a leader ?
The comment questions whether the prime minister qualifies as a leader, making an implicit moral or competency judgment about leadership qualities.
Moral Argument
0.70
@luiscarvalho396
Mar 4, 2025
No matter which side ar u on u ar the one paying the taxes not these reptilians
No matter which side ar u on u ar the one paying the taxes not these reptilians
Appeals to fairness about tax burden distribution, using dehumanizing language ('reptilians') to critique elites.
@abhishekjakhotra3162
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)