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
Now this is a wise man who doesn't care about IQ results.. Trump you could learn a lot from this decent man.. it's okay to say your wrong Trump that's what make you wise! ✌️
Now this is a wise man who doesn't care about IQ results.. Trump you could learn a lot from this decent man.. it's okay to say your wrong Trump that's what make you wise! ✌️
Praises the speaker's wisdom and moral character (admitting mistakes) while implicitly criticizing Trump's lack of humility, framed as an ethical comparison.
@MatthewSutton
Mar 4, 2025
trump is a megalomaniac and he only cares about his own personal power and increasing it, at the cost of everyone and everything else. he is acting like a russian agent.
trump is a megalomaniac and he only cares about his own personal power and increasing it, at the cost of everyone and everything else. he is acting like a russian agent.
Makes a moral judgment about Trump's character and motivations, characterizing him as self-serving and potentially compromised.
@jez1522
Mar 4, 2025
At least they are not homeless/druggies
At least they are not homeless/druggies
Defends immigrants by comparing them favorably to a negative stereotype, making an implicit fairness argument.
JhaveriAakash
Jan 27, 2026
People of goodwill around the world support the strong president and great peacemaker Donald J. Trump ??! This person has a great will to establish peace and goodness! A person and president who deserves the …
People of goodwill around the world support the strong president and great peacemaker Donald J. Trump ??! This person has a great will to establish peace and goodness! A person and president who deserves the greatest award in the history of humanity! Right now, it is only the first steps, but very soon everyone will realize this! \nGod's blessing!
Makes moral appeals about Trump's character and intentions for peace, framed as support for his leadership and values.
@Αχιος
Mar 4, 2025
Excellent speech, Donald don't care for you. He's tunnel visioned for the task at hand. He's gone over to the darkside and not pretending
Excellent speech, Donald don't care for you. He's tunnel visioned for the task at hand. He's gone over to the darkside and not pretending
Makes moral judgment that Trump has 'gone over to the darkside,' characterizing his leadership as ethically compromised despite task focus.
@FrederickCaesar-fd4ru
Mar 4, 2025
you fucking racist bastards ... u ofcourse deserve trump and trudeu
you fucking racist bastards ... u ofcourse deserve trump and trudeu
Accusation of racism directed at commenters, framed as a moral judgment about their character and political alignment.
Moral Argument
0.75
sreeragou
Jan 27, 2026
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Condemns Trump/MAGA as morally wrong while framing Canada as victim of external harm, blending moral judgment with identity-based us-vs-them framing.
@PacifierMediaNetwork
Mar 4, 2025
Trump isn't a smart guy
Trump isn't a smart guy
Brief personal judgment about Trump's intelligence, functioning as a value statement rather than factual claim.
Moral Argument
0.75
@aliciaserrano6691
Mar 4, 2025
Majority of us Americans do not support rapist trump
Majority of us Americans do not support rapist trump
Asserts moral opposition to Trump on behalf of Americans, framing him as morally unfit.
@davidd1692
Mar 4, 2025
I'm still willing to wait it out. Change takes time especially significant change.
I'm still willing to wait it out. Change takes time especially significant change.
Appeals to patience and the principle that meaningful change requires time, framing it as a reasonable ethical stance.
Moral Argument
0.75
@craigvestal1778
Mar 4, 2025
don't kill for peace just talk for peace thats wat trump those
don't kill for peace just talk for peace thats wat trump those
Appeals to ethical principle that dialogue is preferable to violence, though the comment is somewhat incoherent.
Moral Argument
0.75
@donnyvandijk4682
Mar 4, 2025
Damn, thank you for exposing this. It's been happening for years
Damn, thank you for exposing this. It's been happening for years
Expresses approval of exposing wrongdoing, framing the video as revealing an ongoing injustice.
Wholesome_One
Jan 27, 2026
It's astonishing how just one man can turn the whole world upside down. I don’t understand why people always have the tendency—despite being fully aware of the consequences of their choices—to still make the wrong …
It's astonishing how just one man can turn the whole world upside down. I don’t understand why people always have the tendency—despite being fully aware of the consequences of their choices—to still make the wrong ones. Perhaps it gives them a thrill… but they fail to realize that, in the end, they are the ones who have to face the consequences.
Philosophical reflection on human decision-making and consequences, expressing concern about leadership choices affecting global stability.
@Zamis0
Mar 4, 2025
Trump is a traitor and deserves the fate of traitors.
Trump is a traitor and deserves the fate of traitors.
Makes a moral judgment calling Trump a traitor and invoking justice/consequences based on ethical principles.
Moral Argument
0.75
@PaulSkuta
Mar 4, 2025
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
We are not a trump nation. F ice and Canadian ice. No one is illegal. Rip good and pretti
The comment appeals to ethical principles of human dignity and rejects deportation rhetoric with a moral stance against labeling people as 'illegal.'
NN-gy7xl
Feb 18, 2026
Trump is the anti Christ.
Trump is the anti Christ.
Uses religious/moral language to condemn Trump as fundamentally evil, appealing to ethical judgment.
Moral Argument
0.75
@Justiceisservedhahaha
Mar 4, 2025
What a shame it should come to this, Trump and his puppets will get there comeuppance
What a shame it should come to this, Trump and his puppets will get there comeuppance
Appeals to justice/karma that Trump and associates will face consequences for their actions.
@christopherparcell6574
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
So denying any educational rights means they are less intelligent hmmmm
So denying any educational rights means they are less intelligent hmmmm
The comment challenges the fairness/justice of denying educational rights by questioning the logical implication that this reflects intelligence.
Moral Argument
0.75
chococola4931
Jan 27, 2026
To the racist man who said he hates all africans. Not all african are dumb. 8:18
To the racist man who said he hates all africans. Not all african are dumb. 8:18
Defends against racist generalizations by appealing to fairness and individual variation.
Moral Argument
0.75
Itzyaanyame
Feb 28, 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)