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
Brilliant speech
Brilliant speech
Brief positive evaluation of a speech using an ethical/quality judgment ('Brilliant'), though minimal elaboration limits confidence.
Moral Argument
0.70
@JillEason
Mar 4, 2025
what you have done in Afghanistan, Iran, Libya, Palestine is what ? Actually, you are the biggest liar in world.
what you have done in Afghanistan, Iran, Libya, Palestine is what ? Actually, you are the biggest liar in world.
Accusation of hypocrisy and moral wrongdoing regarding foreign policy interventions, comparing speaker's actions to others.
@prashantagiri5091
Mar 4, 2025
one big mistake from his speech. namely: trump is not smart. he is stupid. a narcissist who lies about everything. i realize he was being diplomatic but no one would call trump smart. trump is …
one big mistake from his speech. namely: trump is not smart. he is stupid. a narcissist who lies about everything. i realize he was being diplomatic but no one would call trump smart. trump is a moron. what else can describe a clown who goes bankrupt with a casino??
Makes character attacks on Trump (narcissist, liar, moron) as moral judgments rather than verifiable claims, with one specific claim about casino bankruptcy.
@PaulSmith-wz5kj
Mar 4, 2025
“As the Philistine moved closer to attack him, David ran quickly toward the battle line to meet him. Reaching into his bag and taking out a stone, he slung it and struck the Philistine on …
“As the Philistine moved closer to attack him, David ran quickly toward the battle line to meet him. Reaching into his bag and taking out a stone, he slung it and struck the Philistine on the forehead. The stone sank into his forehead, and he fell facedown on the ground.” - 1 Samuel 17 \nThe story of David and Goliath, is that even when facing seemingly insurmountable odds, faith in God and courage can lead to victory, regardless of one's size or experience; it highlights the importance of not underestimating oneself and trusting in a higher power when confronted with seemingly impossible challenges. ???
Uses a biblical parable to make a moral argument about faith, courage, and overcoming adversity against overwhelming odds.
Moral Argument
0.70
@JanetDI
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
... 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
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
One mistake in this speech, Trump is not smart, he is a idiot clown
One mistake in this speech, Trump is not smart, he is a idiot clown
Criticizes Trump's intelligence through insulting language, functioning as a moral judgment on his competence.
@Leo-p1m3z
Mar 4, 2025
Got nothing to do with fentanyl it’s psychopath fascist trumps colonialism and imperialism and standing for Russia ??
Got nothing to do with fentanyl it’s psychopath fascist trumps colonialism and imperialism and standing for Russia ??
Frames Trump's policies as morally wrong (fascism, imperialism) while asserting geopolitical positions, though the connection to fentanyl/immigration is unclear.
@alexmuscle1
Mar 4, 2025
Trump would never admit he's wrong or defeat .. he's only interested in being a dictator like his best friend Putting. Long live the rest of the world minus China as well.
Trump would never admit he's wrong or defeat .. he's only interested in being a dictator like his best friend Putting. Long live the rest of the world minus China as well.
Appeals to democratic values and warns of authoritarian threat, comparing Trump to Putin and framing his ambitions as contrary to American principles.
@ewengillies9826
Mar 4, 2025
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
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
YOU DON'T SPEAK FOR US! TRAITOR!
YOU DON'T SPEAK FOR US! TRAITOR!
Criticizes a political figure for lying and appeals to rational thinking as a moral standard, with implicit call to reject the figure's actions.
@burnshorts6175
Mar 4, 2025
Don’t take it personally Canada. Just be strong. We’re all better together when each of our countries are independently strong.
Don’t take it personally Canada. Just be strong. We’re all better together when each of our countries are independently strong.
Appeals to principles of strength and unity, suggesting countries are better when independently strong and working together.
@viewerone
Mar 4, 2025
So disguting
So disguting
Brief expression of moral disapproval ('disgusting') without elaboration, indicating ethical judgment.
Moral Argument
0.70
AiAi-cj5xx
Jan 2, 2026
A person who can communicate clearly has a clear mind.
A person who can communicate clearly has a clear mind.
Makes a general ethical/philosophical claim about communication and mental clarity as a virtue.
Moral Argument
0.70
@jlcdrivewayramps7343
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
This whole administration is mentally disturbed ?
This whole administration is mentally disturbed ?
Characterizes the administration as mentally disturbed, blending moral judgment with concern about fitness for office.
@DrazenkaHayes
Mar 4, 2025
I agree with everything he said except for Donald being a smart man. He's a selfie asshat!
I agree with everything he said except for Donald being a smart man. He's a selfie asshat!
Agrees with ethical/principled stance while insulting Trump's character, mixing policy agreement with personal criticism.
Moral Argument
0.70
@scholarsacademy4946
Mar 4, 2025
The man with the neon jacket..!!! He is like w Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my …
The man with the neon jacket..!!!
He is like w
Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my country's well-being like a SLAVE!? 😒
The Colonial mindset still continues..There will always be people like him..💀
I am not defending Indians but without the immigration you won't survive sir! You in your Christmas pyjamas won't get any presents if they don't work for your dirty work stu*id!!
Critiques colonial mindset and exploitation of vulnerable immigrants while acknowledging immigration's necessity, blending ethical concerns with demographic anxiety.
fed_byaj3494
Jan 27, 2026
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)