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 and Vance are embarrassingly anti-America traitors
Trump and Vance are embarrassingly anti-America traitors
Makes a moral judgment characterizing Trump and Vance as traitors to American values.
@AndrewsDad4323
Mar 4, 2025
We Americans are tired of you ripening us off.
We Americans are tired of you ripening us off.
Appeals to collective American grievance about being 'ripped off,' framing it as an ethical violation of fair treatment.
@Tom-jf4vg
Mar 4, 2025
Ouch. OH Canada!! How is it possible to piss of nice people, like the Canadians.
Ouch. OH Canada!! How is it possible to piss of nice people, like the Canadians.
Moral appeal highlighting Canadian niceness as a virtue being violated, with implicit comparison between nations.
@mlqdinh
Mar 4, 2025
You are being nice to trump he is not smart, money and power hungry that’s him
You are being nice to trump he is not smart, money and power hungry that’s him
Character attack on Trump using moral language (greedy, power-hungry) rather than policy-specific critique.
Moral Argument
0.80
@maryfitzpatrick2938
Mar 4, 2025
No, Trump is NOT smart. He is a complete moron. He literally said he “thinks” the other countries pay the tariffs. And unfortunately half of our citizens are also morons for electing that scum.
No, Trump is NOT smart. He is a complete moron. He literally said he “thinks” the other countries pay the tariffs. And unfortunately half of our citizens are also morons for electing that scum.
Strong ethical condemnation of Trump and voters, framed as moral judgment rather than policy analysis.
@bartonfink11
Mar 4, 2025
Trump traitor!
Trump traitor!
Brief moral condemnation of Trump as a traitor, appealing to patriotic/ethical judgment without elaboration.
@RafaelTorres247
Mar 4, 2025
Look- fentanyl is a problem but it’s not the biggest problem in the world. This fixation on drugs and illegal immigrates is wrong. We should be focused on peace and saving our planet. Top down. …
Look- fentanyl is a problem but it’s not the biggest problem in the world. This fixation on drugs and illegal immigrates is wrong. We should be focused on peace and saving our planet. Top down. Trickle down humanitarianism . Money is the problem. Money and greed.
Appeals to humanitarian values and ethics, arguing that focus should be on peace and planetary welfare rather than immigration enforcement.
@pamelamiller3480
Mar 4, 2025
Get that convicted felon out of the office! The American people are in trouble. Yes, Canada will hurt. Big difference is, their leaders are going to support them. WHY did people do this to our …
Get that convicted felon out of the office! The American people are in trouble. Yes, Canada will hurt. Big difference is, their leaders are going to support them. WHY did people do this to our country. Racism and Sexism is costly
Appeals to justice and fairness by invoking racism and sexism as costly problems while implicitly calling for political change.
@trodgers20091
Mar 4, 2025
Another president pointing out how the US leader lies\n\nOh my God, save us
Another president pointing out how the US leader lies\n\nOh my God, save us
Appeals to ethical judgment by criticizing a leader for dishonesty and calling for divine intervention.
Moral Argument
0.80
@Desertecho1989
Mar 4, 2025
There's an adult in the room here, but a narsitic child in the Whitehouse.
There's an adult in the room here, but a narsitic child in the Whitehouse.
Contrasts mature leadership with narcissistic behavior, making an ethical judgment about presidential character.
@deeser
Mar 4, 2025
‘O, it is excellent to have a giant's strength; but it is tyrannous to use it like a giant.’ Shakespeare Measure For Measure
‘O, it is excellent to have a giant's strength; but it is tyrannous to use it like a giant.’ Shakespeare Measure For Measure
Shakespeare quote used to invoke ethical principle about misuse of power, implying moral critique.
Moral Argument
0.80
@Morzo-777
Mar 4, 2025
Jesus f'n Christ CNN!\n This is NOT Anti-americanism.\n This is anti Trump and his MAGA hooligans
Jesus f'n Christ CNN!\n This is NOT Anti-americanism.\n This is anti Trump and his MAGA hooligans
Commenter distinguishes between legitimate criticism of Trump/MAGA and anti-Americanism, making a moral argument about the difference between political critique and national prejudice.
@kokopelli314
Mar 4, 2025
Trump is PROOF that we are still living in the Middle Ages and democracy is just a pipe dream dreamed by people who have experienced war firsthand. When these people grow old and die, there …
Trump is PROOF that we are still living in the Middle Ages and democracy is just a pipe dream dreamed by people who have experienced war firsthand. When these people grow old and die, there will be no one to truly fight for this dream.
Appeals to democratic ideals and warns of generational loss of values, framing Trump as evidence of democratic failure.
@saad-t7k
Mar 4, 2025
It would be the US that is the bully that started the trade war\n\n\nI’m embarrassed
It would be the US that is the bully that started the trade war\n\n\nI’m embarrassed
Expresses moral judgment that the US is the aggressor in trade conflict, with personal embarrassment indicating ethical concern about national conduct.
@Desertecho1989
Mar 4, 2025
Trump loves dictatorships and has had their strategy explained to him personally by the three most successful ones (Putin, North Korea and China): \n1. Take over a party and make it compliant \n2. Get the …
Trump loves dictatorships and has had their strategy explained to him personally by the three most successful ones (Putin, North Korea and China): \n1. Take over a party and make it compliant \n2. Get the media representatives with the highest reach on your side \n3. Start fights with your neighbors \n4. Drive your population into poverty \n5 Throw toilet paper into the crowds begging for help \n6. Receive their praises and you'll never have to be afraid of being re-elected again.
Critiques Trump's authoritarian methods and moral failings through a detailed comparison to dictatorial strategies.
@gudrunlacht7454
Mar 4, 2025
Donald Trump is an utter moron who is really doing this to show off his “power”.\n\nTrump is a “very smart guy”? Why dignify this ridiculous power trip?
Donald Trump is an utter moron who is really doing this to show off his “power”.\n\nTrump is a “very smart guy”? Why dignify this ridiculous power trip?
Criticizes Trump's actions as morally wrong (abuse of power) while questioning his intelligence and legitimacy.
@JKerr-iy2jr
Mar 4, 2025
Trump doesn’t care about his , only cares about his Billionaires,God will surely punish him.
Trump doesn’t care about his , only cares about his Billionaires,God will surely punish him.
Appeals to moral judgment and divine justice regarding Trump's alleged prioritization of billionaires over broader interests.
@reginaKarim-v4t
Mar 4, 2025
Convicted felon trump is a traitor to our country and the rest of our democracies. He's mentally deranged.
Convicted felon trump is a traitor to our country and the rest of our democracies. He's mentally deranged.
Commenter makes moral accusations about Trump's character and fitness, framing him as a threat to democracy.
@rogermassey7036
Mar 4, 2025
The world is too small in 2025 for a nation to stand alone. We all need each other.
The world is too small in 2025 for a nation to stand alone. We all need each other.
Appeals to principles of global interdependence and mutual need as a moral foundation for international cooperation.
@rossi5839
Mar 4, 2025
Trump that’s what a statesman sounds like, not an ignorant ,childish bully! You’re a disgrace!
Trump that’s what a statesman sounds like, not an ignorant ,childish bully! You’re a disgrace!
Commenter contrasts Trudeau as a statesman with Trump as a bully, appealing to ethical standards of leadership conduct.
@LesleyBramley-g5f
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)