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 wants us dumb and stupid-\nAll those people who voted for the jerk- when will you wake up-be assured every word out of his mouth is a lie…
Trump wants us dumb and stupid-\nAll those people who voted for the jerk- when will you wake up-be assured every word out of his mouth is a lie…
Appeals to moral judgment about Trump supporters, urging them to 'wake up' to perceived dishonesty.
@DAladeda
Mar 4, 2025
Very clear though out speech. I'm ashamed of what the U.S. is doing right now. We need to pray for all our countries right now.
Very clear though out speech. I'm ashamed of what the U.S. is doing right now. We need to pray for all our countries right now.
Appeals to ethical concern and prayer for nations, expressing moral disapproval of U.S. actions and solidarity with affected peoples.
@mercedesruiz3182
Mar 4, 2025
America is in good hands. In God we trust. He is doing a great job through Trump. Darkness does not like the light therefore it lies, manipulates, controls, and twists the best interest Trump has …
America is in good hands. In God we trust. He is doing a great job through Trump. Darkness does not like the light therefore it lies, manipulates, controls, and twists the best interest Trump has for America and her people first. Gods will be done for the USA though President Trump. According to God's will and plans.
Appeals to religious and moral principles to justify support for Trump's policies and leadership.
@deborahgzeller
Mar 4, 2025
Thanks for calling out our psycho President
Thanks for calling out our psycho President
Expresses moral disapproval of a political leader using charged language ('psycho'), framed as a judgment of character and fitness for office.
@chipbrown3879
Mar 4, 2025
The American people who voted for Trump ought to be totally ashamed - he is only interested with his good friend Putin and wants to strip Ukraine of his precious minerals. Stay strong Canada and …
The American people who voted for Trump ought to be totally ashamed - he is only interested with his good friend Putin and wants to strip Ukraine of his precious minerals. Stay strong Canada and play him at his own game.
Appeals to shame and ethical judgment regarding voter responsibility, while comparing geopolitical interests and encouraging strategic national positioning.
@brendashields6801
Mar 4, 2025
Trump is moving the USA to the sidelines, siding with the dictator Putin and will be quite wrong with this policy. Too bad. I liked the world order. But if you let the Russians act …
Trump is moving the USA to the sidelines, siding with the dictator Putin and will be quite wrong with this policy. Too bad. I liked the world order. But if you let the Russians act like this and blackmail a European country, you have to be punished for it.
Appeals to justice and international order, arguing that allowing Russian aggression is morally wrong and requires punishment.
@TassiloChigurh
Mar 4, 2025
Trade wars only lead to misery for everyone (so does siding with Russia) - well spoken Prime Minister Trudeau?
Trade wars only lead to misery for everyone (so does siding with Russia) - well spoken Prime Minister Trudeau?
Appeals to ethical principles about the harm of trade wars and alliances, with comparative framing between Trump and Trudeau.
@ericwigart2861
Mar 4, 2025
It’s horrible that all of us In the US have to face the consequences of Trump’s insanity, and be labeled as traitors on the world stage. That this was allowed to happen shows America is …
It’s horrible that all of us In the US have to face the consequences of Trump’s insanity, and be labeled as traitors on the world stage. That this was allowed to happen shows America is a deeply ill nation right now. That so many of us can see this president as an absolute monster, while others as a savior, shows how broken we have become. This is something we alone are going to have to figure out.
Appeals to ethics and national character, arguing America is morally broken and divided over leadership values.
@Joshcoshbagosh
Mar 4, 2025
Hhmmmmm imagine how stopping Aid to Palestinians woman and children feel but you keep silent life is funny
Hhmmmmm imagine how stopping Aid to Palestinians woman and children feel but you keep silent life is funny
Appeals to fairness and hypocrisy by contrasting treatment of Palestinians with silence on other issues.
Moral Argument
0.75
@sugathestruggleisreal4603
Mar 4, 2025
If You elect bully ,world will start going against you sooner or later
If You elect bully ,world will start going against you sooner or later
Warns that electing a 'bully' will result in international isolation, framing it as a moral/ethical consequence.
@muhammadsheheryar218
Mar 4, 2025
America must now feel that voting for Trump will not make America great again, only lonely. They will soon bitterly regret this selfish path. The free world can also defend itself in this senseless trade …
America must now feel that voting for Trump will not make America great again, only lonely. They will soon bitterly regret this selfish path. The free world can also defend itself in this senseless trade war. It's a shame for the decent Americans who will also be affected by this.
Appeals to fairness and consequences of selfish policy choices while expressing concern about negative impacts on decent Americans.
@s-it
Mar 4, 2025
Putin’s puppet traitor us stupid. He is a criminal And so are Republicans and his voters .\n\nThis is all about his stupid tax cut for the rich
Putin’s puppet traitor us stupid. He is a criminal And so are Republicans and his voters .\n\nThis is all about his stupid tax cut for the rich
Commenter makes moral accusations of criminality and betrayal while critiquing tax policy, framing the issue in ethical terms.
@kevintruong2396
Mar 4, 2025
It makes me ashamed that respectable allies have to lie and say Trump is a smart man...
It makes me ashamed that respectable allies have to lie and say Trump is a smart man...
Expresses shame about allies compromising their integrity, framing this as a moral/ethical issue about honesty and respectability.
@funnyeveryday-vn3nq
Mar 4, 2025
Trump is dumb. \nHis tariffs are dumb.\nTrump is a horrible person.\nTrump will fail because he is a failure.
Trump is dumb. \nHis tariffs are dumb.\nTrump is a horrible person.\nTrump will fail because he is a failure.
Repeated assertions that Trump is 'dumb,' 'horrible,' and a 'failure' constitute moral/character judgments rather than policy analysis.
Moral Argument
0.75
@stephaniewoods6797
Mar 4, 2025
The next president is going to have to clean up the mess Trump has caused and his little side kick Vance
The next president is going to have to clean up the mess Trump has caused and his little side kick Vance
Characterizes Trump as having caused a 'mess' and criticizes his leadership on ethical/competence grounds.
Moral Argument
0.75
@aprilgilmour7321
Mar 4, 2025
As an American born Ukrainian, we stand with Canada, who continues. Donald Trump, Elon Musk, and JD Vance are very EVIL and VILE human beings. THESE 3 CRIMINALS ARE Taking the USA INTO MANY DIFFICULT …
As an American born Ukrainian, we stand with Canada, who continues. Donald Trump, Elon Musk, and JD Vance are very EVIL and VILE human beings. THESE 3 CRIMINALS ARE Taking the USA INTO MANY DIFFICULT SITUATIONS. Getting back in to being buddy buddy again with THE WORLDS BIGGEST CRIMINAL AND DICTATOR PUTIN, IS GOING TO BE A BIG ISSUE for Americans. Many have innocent children and civilians have been MURDERED in Ukraine by Putin. Even as we tried several times to talk peace though Putin has proven that he wants NOTHING TO DO WITH A CEASEFIRE AND PEACE!!! TRUMP SHOULD BE IN PRISON LIKE THE CRIMINAL THAT HE IS!!!!
Personal identity disclosure (Ukrainian-American) combined with strong moral condemnation of Trump/Musk/Vance as criminals and implicit call for Trump's imprisonment.
@VICTORIOUS-Ukraine
Mar 4, 2025
It's not Ant-American! It's Anti-Dump! I don't blame him. Stop blaming Canada!
It's not Ant-American! It's Anti-Dump! I don't blame him. Stop blaming Canada!
Defends Canada against accusations of anti-Americanism by reframing opposition as anti-Trump, a moral distinction.
@bookworm1946
Mar 4, 2025
betrayal never comes from your enemies
betrayal never comes from your enemies
Philosophical statement about betrayal and trust, implying moral judgment about political leadership and loyalty.
Moral Argument
0.75
@AlexanderKreuzhuber-f9b
Mar 4, 2025
All we want is fairness and president Trump is for America.
All we want is fairness and president Trump is for America.
Appeals to fairness as a principle while asserting national interest prioritization.
@makahanp
Mar 4, 2025
Trump destroys things..\nPeriod.
Trump destroys things..\nPeriod.
Makes a sweeping moral judgment that Trump 'destroys things,' framing him as fundamentally destructive.
Moral Argument
0.75
@tamhiker1
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)