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
It is treasonous
It is treasonous
Single-word moral condemnation of Trudeau's actions as treasonous, invoking ethical/legal principles.
Moral Argument
0.70
@IdoKnowIdk
Mar 4, 2025
He is already gone . And his words don't matter at all now. We all are facing all this just because of your pathetic behavior and decisions. Shame on you Tin
He is already gone . And his words don't matter at all now. We all are facing all this just because of your pathetic behavior and decisions. Shame on you Tin
Expresses moral condemnation of someone's behavior and decisions, addressing them directly with shame.
@mitchymitch2721
Mar 4, 2025
Trump has sick mentality
Trump has sick mentality
A brief moral condemnation of Trump's character/mentality without substantive policy critique or evidence.
Moral Argument
0.70
@nikywander
Mar 4, 2025
It’s a sad day when the Canadian PM has to fight for the American People
It’s a sad day when the Canadian PM has to fight for the American People
Expresses concern that a Canadian PM is prioritizing American interests over Canadian ones, framing this as ethically problematic.
@coderider9019
Mar 4, 2025
Gre?at speech Trudeau! No Don the con and felon and abuser who doesn't pay taxes and stiffs his contractor's is not smart! His job is to destroy the United States from within and give more …
Gre?at speech Trudeau! No Don the con and felon and abuser who doesn't pay taxes and stiffs his contractor's is not smart! His job is to destroy the United States from within and give more tax breaks to the wealthy...?
Praises Trudeau while making unverified claims about Trump's character and tax practices, grounded in moral criticism.
@janischristiansen6689
Mar 4, 2025
They should practice their culture,but also respect the indians
They should practice their culture,but also respect the indians
Argues for cultural preservation while emphasizing respect for existing residents, balancing immigrant rights with community integration.
Moral Argument
0.70
jmusic5895
Dec 31, 2025
I disagree with Trudeau on one thing he said, Donald is not a smart guy.
I disagree with Trudeau on one thing he said, Donald is not a smart guy.
Disagrees with Trudeau's characterization of Trump's intelligence, making a value judgment about Trump's cognitive capacity.
Moral Argument
0.70
@trinad8360
Mar 4, 2025
Trudeau spoke the truth — except when he said Donald Trump is a smart man.\nDonald Trump is one of the dumbest people on earth. He only benefitted from being elected by even dumber people.
Trudeau spoke the truth — except when he said Donald Trump is a smart man.\nDonald Trump is one of the dumbest people on earth. He only benefitted from being elected by even dumber people.
Critiques Trump's intelligence and his supporters' judgment, framing the argument around competence and moral evaluation of leadership.
@GazilionPT
Mar 4, 2025
They are wrong! trump NOT smart!!!! He is the stupidest idiot there is!!!???
They are wrong! trump NOT smart!!!! He is the stupidest idiot there is!!!???
Expresses moral judgment about Trump's character and fitness for office, though primarily emotional rather than substantive.
Moral Argument
0.70
@willschultz5452
Mar 4, 2025
Trump has low self-esteem and wants to troll people and our allies by linking himself with the disagreeable Putin to shock the world!
Trump has low self-esteem and wants to troll people and our allies by linking himself with the disagreeable Putin to shock the world!
Psychologically characterizes Trump's behavior as attention-seeking and reckless, with concern about damage to alliances and international relations.
@butvang
Mar 4, 2025
Traitor tRUMP doesn’t know what sticking to one’s word means!
Traitor tRUMP doesn’t know what sticking to one’s word means!
Accusation of betrayal ('Traitor') appeals to ethical principles of keeping one's word, with sarcastic tone.
@Dream.big.dreams
Mar 4, 2025
Justin you realize this is all Trump wanted? You to get off your butt and be an ally like we need when youre the trade country that is our ally. You stepped up finally, goodjob
Justin you realize this is all Trump wanted? You to get off your butt and be an ally like we need when youre the trade country that is our ally. You stepped up finally, goodjob
Appeals to duty and alliance responsibility ('be an ally like we need'), praising Trudeau for stepping up to meet obligations.
@Brian-Sky
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
Ya you’re reasonable. Do we not remember COVID? We don’t need to hear from you. Ever!
Ya you’re reasonable. Do we not remember COVID? We don’t need to hear from you. Ever!
Appeals to past events (COVID) as moral justification for dismissing others' input, with dismissive tone.
@ronnedj
Mar 4, 2025
The USA prefers to act & think like a clueless inbred clown at the circus & our leaders tend to reflect that & take advantage of that going back as far as the Reagan era. …
The USA prefers to act & think like a clueless inbred clown at the circus & our leaders tend to reflect that & take advantage of that going back as far as the Reagan era. The majority of Americans revel in their ignorance & malevolence while callings themselves Christians.
Critiques American leadership and society through moral/ethical lens, condemning ignorance and hypocrisy while invoking religious values.
@oligarchy-usa
Mar 4, 2025
Major corporations, farmers, truck drivers and supply chain ppl who voted trump and celebrated. Enjoy I hope you learn what republicans think about you.
Major corporations, farmers, truck drivers and supply chain ppl who voted trump and celebrated. Enjoy I hope you learn what republicans think about you.
Appeals to ironic justice/consequences for Trump voters, suggesting they will suffer from their own political choice.
@jhova6542
Mar 4, 2025
Justine Trudeau is great prime minister of Canada?? ?
Justine Trudeau is great prime minister of Canada?? ?
Brief statement praising Trudeau as a leader, implying positive moral/leadership qualities.
Moral Argument
0.70
@AkhandBharatChanakyaNiti
Mar 4, 2025
It doesn't make sense it's disgusting and shameful!
It doesn't make sense it's disgusting and shameful!
Expresses moral disapproval using terms like 'disgusting' and 'shameful' without specifying the target, appealing to ethical judgment.
Moral Argument
0.70
@angelaclowney8382
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 is now behind Putin. Everything else is nothing to him. Business is everything. He should understand that he was saved from death by God. Donald Trump is not above God.
Trump is now behind Putin. Everything else is nothing to him. Business is everything. He should understand that he was saved from death by God. Donald Trump is not above God.
Makes unverified claim about Trump-Putin relationship while invoking religious/moral authority to critique Trump's character and priorities.
@DrSharuMaria
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)