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 Maga are like any crazy regime, absolutely full of magical thinking and not based in reality. So 2+2 = 6 and if you don’t agree, you hate America. Average Americans are expected to …
Trump and Maga are like any crazy regime, absolutely full of magical thinking and not based in reality. So 2+2 = 6 and if you don’t agree, you hate America. Average Americans are expected to believe that a bunch of billionaires and companies that have been robbing them blind for 40 years will now have their backs because they are actually in government instead of just pulling the strings from the sides. Or because they trigger the right people on the Internet. . I also hate how every leader in the world has to pay some kind of false reverence to Trump even though they all know he’s nuts out of some kind of decorum. Just want somebody with balls to get up and say fuck him and fuck his lunacy. And shove your decorum up your arse because Trump doesn’t have any. It’s about time you realise what you’re dealing with and pull the gloves off. Playing nice and nice and reasonable is only playing into his hands.
Critiques Trump and MAGA as a dangerous regime based on ethical concerns about deception, corruption, and the erosion of democratic norms.
@conors4430
Mar 4, 2025
When are people gonna start telling the truth? Donald isn't smart, his government is clearly a russian asset, he's got the mental acuity of a four year old. America, wtf are you doing, stop watching …
When are people gonna start telling the truth? Donald isn't smart, his government is clearly a russian asset, he's got the mental acuity of a four year old. America, wtf are you doing, stop watching the news, get to Washington....
Criticizes political leadership on moral/competence grounds and urges Americans to take action ('get to Washington'), combining ethical appeal with mobilization.
@donohirst
Mar 4, 2025
Trumps mentally ill he is unstable and very dangerous get him out of power he is arrogant obviously a lier and his ego needs sorted out get rid of this monster.
Trumps mentally ill he is unstable and very dangerous get him out of power he is arrogant obviously a lier and his ego needs sorted out get rid of this monster.
Makes ethical judgments about Trump's character (mentally ill, dangerous, arrogant) and implicitly calls for his removal from power.
@ccwweeman3385
Mar 4, 2025
It may be dangerous to be America's enemy, but to be America's friend is fatal.\nHenry Kissinger
It may be dangerous to be America's enemy, but to be America's friend is fatal.\nHenry Kissinger
Quotes Kissinger to make a philosophical argument about the dangers of geopolitical alliances and international relations ethics.
Moral Argument
0.75
@Permisi234
Mar 4, 2025
I love our neighbors but why do you not want to treat us fairly?
I love our neighbors but why do you not want to treat us fairly?
Appeals to fairness and equitable treatment between neighbors, framed as a moral concern about how one nation treats another.
@tracysoule3266
Mar 4, 2025
Why is Trump doing this to our closest ally? It’s sad
Why is Trump doing this to our closest ally? It’s sad
Expresses ethical concern about harm to an ally, framed as a moral judgment about Trump's actions.
@raenaj4749
Mar 4, 2025
I don’t like Justin but good on him .
I don’t like Justin but good on him .
Expresses qualified approval of a political figure's action despite personal dislike, suggesting an ethical judgment that the action is right regardless of the actor.
Moral Argument
0.75
@sureyyaekinci4630
Mar 5, 2025
Can you insure the safety of us democratic voters please?\nDon't worry about the trump voters that realized they made a bad mistake, they deserve everything they got
Can you insure the safety of us democratic voters please?\nDon't worry about the trump voters that realized they made a bad mistake, they deserve everything they got
Appeals to protect democratic voters while making a moral judgment that Trump voters 'deserve' negative consequences, blending justice claims with identity division.
@laurabuona856
Mar 4, 2025
Trump already chosen a side, and it's not America.
Trump already chosen a side, and it's not America.
Ethical critique asserting Trump has betrayed American interests by choosing a different allegiance.
Moral Argument
0.75
@JuanNgtse
Mar 4, 2025
Correction... 3:18 they only want a New Golden Age for billionaire oligarchs.\nIt's sad. My family arrived at both Plymouth and Acadia. I love both, both are my blood.\nDon't be fooled, you're about to see the …
Correction... 3:18 they only want a New Golden Age for billionaire oligarchs.\nIt's sad. My family arrived at both Plymouth and Acadia. I love both, both are my blood.\nDon't be fooled, you're about to see the mass movement of money and capital away from working people and into the pockets of the global elite.\nLet the money grab begin!
Appeals to fairness and justice while warning against wealth concentration, with personal identity assertion about dual heritage.
@cyan1616
Mar 4, 2025
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
Hurting Canada means hurting yourself..
Hurting Canada means hurting yourself..
Appeals to shared interest and mutual harm principle as a moral argument against actions that would hurt Canada.
Moral Argument
0.75
@JustinOHare-x7w
Mar 4, 2025
how he is condemning Putin but still supports Netanyahu ... make that make sense
how he is condemning Putin but still supports Netanyahu ... make that make sense
Points out perceived moral inconsistency in condemning one leader while supporting another.
Moral Argument
0.75
@MariamSaad-i7f
Mar 5, 2025
More leader need to speak this frankly to Trump and call out his bs and out and out lies. Everyone one with a brain can see Trump is an crazy narcissist who knows nothing about …
More leader need to speak this frankly to Trump and call out his bs and out and out lies. Everyone one with a brain can see Trump is an crazy narcissist who knows nothing about running a country for the people and it’s best interest, or understands what tariffs actually are and how they work. Trump only sees what Trump can gain personal and for his rich buddies.
Appeals to ethical leadership and calls for others to speak out against Trump's behavior, framed as a moral imperative.
@debt1306
Mar 5, 2025
The Trump administration is the enemy of the American people. That's all there is to it.
The Trump administration is the enemy of the American people. That's all there is to it.
Makes a moral judgment that the Trump administration is fundamentally opposed to the people's interests, framed as an ethical claim.
@GerardAhern-sq1wh
Mar 4, 2025
It is so weird to be impressed by normal behaviour and conduct! The felon rapist occupying the White House sure has changed the world. Mind boggling how stupid the US citizens really are for electing …
It is so weird to be impressed by normal behaviour and conduct! The felon rapist occupying the White House sure has changed the world. Mind boggling how stupid the US citizens really are for electing him. USA should truly be renamed: Dumbfuckistan! (Worst of luck to you in the future siding with North Korea, Russia and Hungary.... you know -The shit hole countries).
Makes sweeping moral condemnations of US citizens and leadership, framing the US as morally inferior to allied nations.
@heppo6
Mar 5, 2025
If u feel sorry for CANADA, Remember they support genocide in Palestine
If u feel sorry for CANADA, Remember they support genocide in Palestine
Counters sympathy for Canada by raising a moral concern about Canadian foreign policy regarding Palestine.
@F0000-g2d
Mar 5, 2025
US making humanity in chaos. Trump mind is very selfish.
US making humanity in chaos. Trump mind is very selfish.
Criticizes Trump's character as selfish and harmful to humanity, framing it as a moral failing.
@meyou1304
Mar 5, 2025
I feel bad for the Americans , they put him there to be their President as they are hoping to have a better life . I’m sure some who voted for him now have the …
I feel bad for the Americans , they put him there to be their President as they are hoping to have a better life . I’m sure some who voted for him now have the regrets as they didn’t expect that to him . I love that Canadian President he has a good state of mind thinking what is best for his country . He wanted to end the war between Ukraine and Russia but he is starting his own war , ridiculous ?
Commenter expresses sympathy for Americans and moral approval of Canada's leadership, while comparing the two countries' approaches.
@BFFConstables
Mar 5, 2025
8:09 Trump is your opponent. America is held hostage by the MAGA Cult.
8:09 Trump is your opponent. America is held hostage by the MAGA Cult.
Frames Trump and MAGA movement as morally reprehensible, positioning America as 'held hostage.'
@Dumpelstiltskin
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)