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
racist pos reaping off benefits from imperialism ur not american either "Oliveria"
racist pos reaping off benefits from imperialism ur not american either "Oliveria"
Accuses commenter of racism and hypocrisy regarding imperialism and national belonging, appealing to fairness principles.
ch1p404
Jan 29, 2026
Bravo Premiere, Bravo!!! Finally a politician with COMMON SENSE!!
Bravo Premiere, Bravo!!! Finally a politician with COMMON SENSE!!
Expresses approval of a politician's stance using positive moral language ('common sense'), implying endorsement of their policy position.
@shokmail3875
Feb 23, 2026
trump is idiot
trump is idiot
Brief value judgment criticizing Trump's intelligence and fitness for leadership, expressing disapproval on character grounds.
Moral Argument
0.75
@peterli5032
Mar 4, 2025
TRUMP\nTHE\nLIER THIEF MURDER\nRAPE. \nTHE\nPEOPLES\nAND THEY VOTED FOR. ORANGE ? LUCIFER\nTHE DUMB MAN\n?????????❤❤❤?❤?
TRUMP\nTHE\nLIER THIEF MURDER\nRAPE. \nTHE\nPEOPLES\nAND THEY VOTED FOR. ORANGE ? LUCIFER\nTHE DUMB MAN\n?????????❤❤❤?❤?
Uses strong moral language (liar, thief, murderer) to condemn a political figure, though expressed incoherently.
@terrypayne6380
Mar 4, 2025
لا إله إلا الله تحية طيبة للصوماليين و الإريتريين 🇪🇷🇸🇴 من حلب الشام 💚💚 هاهاها قال معدل ذكاء منخفض، وعلى اي أساس يُحسب هذا المعدل وعلى أساس أنكم أنتم لستم مهاجرين إلى كندا، ااا عفوا …
لا إله إلا الله
تحية طيبة للصوماليين و الإريتريين 🇪🇷🇸🇴
من حلب الشام 💚💚
هاهاها قال معدل ذكاء منخفض، وعلى اي أساس يُحسب هذا المعدل
وعلى أساس أنكم أنتم لستم مهاجرين إلى كندا، ااا عفوا محتلين، حليتم محل السكان الاصليين بعد قتلهم
سحقًا يصنفون الناس على مزاجهم و كأنهم أهلٌ لذلك ذاك ذكي وذاك غبي ذاك اسود و ذاك أبيض ذاك نظيف و ذاك قذر
وهم آخر من يتكلم
السلام على المسلمين
Arabic-language comment critiquing intelligence-based classification as unjust, appealing to fairness and questioning the moral basis of categorizing people by race or origin.
uuu9999-j8d
Feb 23, 2026
Why tf would the municipal government allow those ugly statues of false gods?
Why tf would the municipal government allow those ugly statues of false gods?
Questions government decision-making on religious/cultural grounds, framing it as ethically problematic.
mellymel6624
Jan 29, 2026
Trump is a show man does not fit to be a President!!!
Trump is a show man does not fit to be a President!!!
Dismisses Trump's fitness for office based on character judgment, combining moral evaluation with identity-based critique.
@ZeenatAbdullah-pg1lo
Mar 4, 2025
Trump is a liar ,Liar .. .
Trump is a liar ,Liar .. .
Simple moral condemnation of Trump as a liar, appealing to truthfulness as an ethical principle.
Moral Argument
0.75
@lindafernandez3905
Mar 4, 2025
djt/vp Will B REMEMBERED in History! Mostly! 4 This Entire! Shameful! Debacle.!!! Tacoma,WA
djt/vp Will B REMEMBERED in History! Mostly! 4 This Entire! Shameful! Debacle.!!! Tacoma,WA
Condemns immigration policy as 'shameful' and predicts historical judgment, blending ethical critique with identity-based framing of national reputation.
@DelsieMohler
Mar 4, 2025
We should be asking how did white people get to north america and where are the natives instead of focusing on legally migrating hardworkers who are ceos in all big tech companies
We should be asking how did white people get to north america and where are the natives instead of focusing on legally migrating hardworkers who are ceos in all big tech companies
Appeals to historical justice and fairness by redirecting focus from immigration to historical colonization and indigenous issues.
uchiha_madara111
Jan 29, 2026
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
Appeals to truth and religious/ethical principles while distancing from broader American identity to support Canadian leader's statements.
@jarnettamcabee9632
Mar 4, 2025
Immediately check that racist guy’s hard drive. That being said. It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Immediately check that racist guy’s hard drive. That being said.
It is disheartening to see some bad immigrants ruining it for the majority immigrants who are genuinely working hard to have a better life.
Expresses concern about fairness and reputation, acknowledging that most immigrants work hard while some bad actors harm the group's standing.
caesarsalad493
Jan 27, 2026
That's a great speach by Prime-Minister of Canada.\n\nTrump made a mistake to start trade war against friends. Russia is a foe of the US, but Trump loves Putin. Why Donald stays his feelings on the …
That's a great speach by Prime-Minister of Canada.\n\nTrump made a mistake to start trade war against friends. Russia is a foe of the US, but Trump loves Putin. Why Donald stays his feelings on the top instead America, Freedom and Democracy???
Praises the PM's speech and appeals to values of freedom and democracy while criticizing Trump's priorities and character.
@denisgushchin2023
Mar 4, 2025
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that …
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that didn’t vote for Trump.
Appeals to fairness in media representation, distinguishing between political leaders and general populations.
@nononsense2731
Mar 4, 2025
Yes EVERYONE IN CANADA IS COSYING UP TO THE LYING MURDEROUS GENOCIDAL MANIC REGIME INSTALLED BY THE COMMONWEALTH OF BRITISH IMPERIAL DUCHEBAGS USA, CANADA, AUSTRALIA, NEW ZEALAND ETCETERA IN PALESTINE. SO FCU* YOU & YOUR …
Yes EVERYONE IN CANADA IS COSYING UP TO THE LYING MURDEROUS GENOCIDAL MANIC REGIME INSTALLED BY THE COMMONWEALTH OF BRITISH IMPERIAL DUCHEBAGS USA, CANADA, AUSTRALIA, NEW ZEALAND ETCETERA IN PALESTINE. SO FCU* YOU & YOUR HONESTY & POLITENESS ?
Accusation of complicity in genocide and imperialism, framing Canada's government as morally corrupt and aligned with harmful regimes.
@ZhZ653
Mar 4, 2025
Take care of yourselves first aesssole….
Take care of yourselves first aesssole….
Appeals to prioritizing domestic welfare and self-interest as an ethical principle, suggesting Canada should focus on its own citizens first.
Moral Argument
0.75
@sreekumar3503
Mar 4, 2025
What's more disturbing than the actions of trump (Putin's puppy) is the vast number of Americans who support him. Ronald Reagan will be turning over in his grave thinking that the Republicans have gone Commie
What's more disturbing than the actions of trump (Putin's puppy) is the vast number of Americans who support him. Ronald Reagan will be turning over in his grave thinking that the Republicans have gone Commie
Critiques Trump's character and expresses concern about his supporters, framed as a moral/ideological concern about political direction.
@gaw9419
Mar 4, 2025
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
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the …
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave.
But the guy on the bike is quite racists nobody east poop but people who don't wash their @$$ after business don't have to give hygienic advice 😂
Argues immigrants should assimilate and respect host culture, while defending Indians as respectful; includes humor dismissing racist stereotypes.
saurabhtyagi6963
Feb 4, 2026
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
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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