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
I believe in equality and countries should be charged the same amount they are being charged. I also believe that one country should not financially support another country with its money or military without compensation.
I believe in equality and countries should be charged the same amount they are being charged. I also believe that one country should not financially support another country with its money or military without compensation.
Expresses ethical principles about equality and fair treatment between nations, framed as a moral position on international relations.
@2bdeterminedintime
Mar 4, 2025
Please dont spread hate.
Please dont spread hate.
Appeals to ethical principles by requesting others avoid spreading hate speech.
Moral Argument
0.85
params8582
Dec 24, 2025
TRUMP TRAITOR AND DOLL OF TERRORIST PUTIN.
TRUMP TRAITOR AND DOLL OF TERRORIST PUTIN.
Makes strong moral accusations of betrayal and corruption against a political figure.
@tsolmonjigjid3172
Mar 4, 2025
Guy on the bike is a straight up racist and he aint hiding it# what a world we leave in
Guy on the bike is a straight up racist and he aint hiding it# what a world we leave in
Commenter makes an ethical judgment about racism, criticizing the video subject's behavior as morally wrong.
terry_3602
Feb 13, 2026
Trump and his lackey's are a stain on the country and whatever legacy it might have. Imagine siding with a murderer and dictator like Putin let alone starting a trade war
Trump and his lackey's are a stain on the country and whatever legacy it might have. Imagine siding with a murderer and dictator like Putin let alone starting a trade war
Condemns political leadership on ethical grounds (association with authoritarianism, trade war harm) while comparing to international actors.
@randomrangoon5476
Mar 4, 2025
Bravo, Canada! Americans brought this on themselves (and sadly, the rest of the world). I hold every person who voted for Trump PERSONALLY responsible for every vile deed committed by their cult leader.
Bravo, Canada! Americans brought this on themselves (and sadly, the rest of the world). I hold every person who voted for Trump PERSONALLY responsible for every vile deed committed by their cult leader.
Expresses moral judgment about Trump voters' responsibility for harmful actions, framed as ethical accountability rather than identity-based positioning.
@heebiegeebie1003
Mar 4, 2025
TRUMP IS NOT AMERICA. TRUMP IS A TRAITOR TO DEMOCRACY.
TRUMP IS NOT AMERICA. TRUMP IS A TRAITOR TO DEMOCRACY.
Appeals to democratic principles and patriotism in condemning Trump as a traitor.
Moral Argument
0.85
@sueschlesinger8152
Mar 4, 2025
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get …
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get to enjoy a diversity of culture instead of it being white washed down to hamburgers and soggy, bland fries. Seriously, I don't understand any of the xenophobia in the comments- or the video here! Some of y'all sound like the MAGA that we have such a problem with here in the USA.
Defends immigration on ethical grounds (fairness, cultural value) while criticizing xenophobia as morally wrong.
Joelmonterrey
Dec 19, 2025
Trump is an ENEMY to the well being of the United States and the world. He is NOTHING but a Putin puppet, and he's going to destroy America's economy. WHY are we allowing it?
Trump is an ENEMY to the well being of the United States and the world. He is NOTHING but a Putin puppet, and he's going to destroy America's economy. WHY are we allowing it?
Frames Trump as enemy and threat to wellbeing, with moral condemnation and call for accountability.
@catenystrom6506
Mar 4, 2025
Let me understand this. Trump is pressuring Europe to help their neighbors like Ukraine but here in the US Trump is throwing Canada away. How does this make sense? Trump speaks out of both sides …
Let me understand this. Trump is pressuring Europe to help their neighbors like Ukraine but here in the US Trump is throwing Canada away. How does this make sense? Trump speaks out of both sides of his mouth. I too stand with Canada
Commenter uses logical inconsistency argument to critique Trump's hypocrisy on alliance support, appealing to fairness principles while expressing solidarity with Canada.
@dalebolen6803
Mar 4, 2025
Trump may not be a traitor but he’s certainly behaving like one.
Trump may not be a traitor but he’s certainly behaving like one.
Makes a moral judgment that Trump's behavior is treasonous or betrayal-like, appealing to ethical standards of leadership conduct.
Moral Argument
0.85
@JoeChip
Mar 4, 2025
Trump is a great leader.
Trump is a great leader.
Simple assertion of Trump's leadership quality as a moral/character judgment.
Moral Argument
0.85
@fionaedwardes8801
Mar 4, 2025
This is what a real leader looks like. This is an intelligent, serious person.
This is what a real leader looks like. This is an intelligent, serious person.
Praises leadership qualities and intelligence as moral/character virtues without specific policy discussion.
Moral Argument
0.85
@rehoby
Mar 4, 2025
Trump is a weak man, Putin his superior. Shame on you.
Trump is a weak man, Putin his superior. Shame on you.
Moral condemnation of Trump's weakness relative to Putin, expressing shame.
@starlieluna3272
Mar 4, 2025
This is what responsible adults sound like. In other words, something Trump's followers can't understand, and don't respect.
This is what responsible adults sound like. In other words, something Trump's followers can't understand, and don't respect.
Appeals to ethical standards of responsible leadership while contrasting with Trump supporters.
@maskedmarvyl4774
Mar 4, 2025
Trump is a greedy, avaricious, bully who thinks he DESERVES a huge place in history. So he looks to the past and wants to be viewed as Washington or Lincoln by channeling Polk and Jackson. …
Trump is a greedy, avaricious, bully who thinks he DESERVES a huge place in history. So he looks to the past and wants to be viewed as Washington or Lincoln by channeling Polk and Jackson. He is a narcistic psychopath with delusions of grandeur. He obliquely knows he's pushing 80 and time is ticking down ... he is desperate for acclaim.
Makes ethical judgments about Trump's character (greedy, narcissistic, psychopath) and motivations based on moral principles.
Moral Argument
0.85
@radwulfeboraci7504
Mar 4, 2025
I don’t blame Trump. The American people were given power through voting to decide who takes over leadership of this country. The voters who chose Trump, are ultimately, responsible for whatever mess we are in.
I don’t blame Trump. The American people were given power through voting to decide who takes over leadership of this country. The voters who chose Trump, are ultimately, responsible for whatever mess we are in.
Assigns responsibility and accountability to voters based on democratic principles and consequences of electoral choices.
Moral Argument
0.85
@galbalut9901
Mar 4, 2025
The scum who elected and support Trump are a stain on humanity.
The scum who elected and support Trump are a stain on humanity.
Condemns Trump supporters as morally reprehensible, framing them as a threat to humanity.
@the2ndamendment
Mar 4, 2025
Not America Trump
Not America Trump
Brief moral condemnation of Trump and his policies/supporters.
Moral Argument
0.85
@2777green
Mar 4, 2025
I appreciate other countries fighting back. It’s going to take serious action to stop Trump. I want all countries to help to stop Trump. I couldn’t with my vote for VP Harris. Perhaps now his …
I appreciate other countries fighting back. It’s going to take serious action to stop Trump. I want all countries to help to stop Trump. I couldn’t with my vote for VP Harris. Perhaps now his supporters will understand what they have done by voting for Trump. It didn’t have to be this way.
Appeals to ethical principles (stopping Trump, protecting democracy) while urging international action, framed as a moral imperative.
@Theenolaartist-ve5hn
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)