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
Do not say United States! It is only the most dumbest person in American history and his maga retards that want this tariff war. Please only turn off their electric in the Red states not …
Do not say United States! It is only the most dumbest person in American history and his maga retards that want this tariff war. Please only turn off their electric in the Red states not the Blue states. F The Orange Stain and his Magatards. Who else loved, “ Donald”. The disrespect that implies is fantastic!
Strongly condemns political leadership on moral grounds while calling for discriminatory action and making in-group/out-group distinctions.
@onslaughtretired6340
Mar 4, 2025
This is a great man and president much respect for this man and Canadian, country this makes me feel very bad this president trump is making enemies everywhere it makes me sick it was a …
This is a great man and president much respect for this man and Canadian, country this makes me feel very bad this president trump is making enemies everywhere it makes me sick it was a mistake voting for him good thing I didn’t
Expresses moral disapproval of Trump's divisive leadership while sharing personal regret about voting for him, blending ethical critique with lived experience.
@CRAZY-DENALI-956
Mar 4, 2025
To my fellow Americans, if you voted for Donald Trump i hope you do not get a single second of financial peace until he is out of office
To my fellow Americans, if you voted for Donald Trump i hope you do not get a single second of financial peace until he is out of office
Appeals to justice and fairness by wishing negative consequences on those who voted for Trump, framed as moral judgment.
@JD-ii5wr
Mar 4, 2025
Very good speech by Trudeau except for one comment. He said Donald is a smart man. I'm sure he was just being polite. Donald Trump is not a smart man. He is an idiot. Plus …
Very good speech by Trudeau except for one comment. He said Donald is a smart man. I'm sure he was just being polite. Donald Trump is not a smart man. He is an idiot. Plus he's crazy and sadistic and evil, and he suffers from dementia. The cult of Trump is a death cult.
Extended moral condemnation of Trump using terms like 'evil,' 'sadistic,' and 'death cult,' framed as character judgment rather than policy analysis.
@AustinCartwright-t1p
Mar 4, 2025
Fifty percent of Americans don’t want tRump. We hate what’s happening. We hate him and his fascist ideals. I wish the world would know it. It’s not all Americans. It’s the uneducated, racist, and/or sexist …
Fifty percent of Americans don’t want tRump. We hate what’s happening. We hate him and his fascist ideals. I wish the world would know it. It’s not all Americans. It’s the uneducated, racist, and/or sexist half.
Makes moral judgments about Trump and his supporters while attempting to distance 'good Americans' from fascism and bigotry.
@SandiTerps
Mar 4, 2025
Canadian PM Justin is the best honest PM as a human being
Canadian PM Justin is the best honest PM as a human being
Praises Canadian PM's character and integrity as moral exemplar.
@chenmaria8390
Mar 4, 2025
MR. TRUDEAU, QST, THIS GOVERNMENT IS NOT! AMERICA'S! IT'S TRUMP'S, VANCE'S & MUSK 'S! & 2ND, THAT PUTIN SCUM SUCKING BASTARD IN THE WHITE HOUSE IS NOT! AMERICAN!! HE'S A SCUM SUCKING TREASONOUS TRAITOR TO …
MR. TRUDEAU, QST, THIS GOVERNMENT IS NOT! AMERICA'S! IT'S TRUMP'S, VANCE'S & MUSK 'S! & 2ND, THAT PUTIN SCUM SUCKING BASTARD IN THE WHITE HOUSE IS NOT! AMERICAN!! HE'S A SCUM SUCKING TREASONOUS TRAITOR TO THE LOWEST PVT. & SEAMEN IN OUR MILITARY & A BACK STABBING S.O B. TO NOT ONLY AMERICAN TAX PAYERS; BUT TO EVERY LONG TERM ALLIE WHO SHARED MUTUAL RESPECT, HONOR & TREASURED SECURITY TO ALL OUR PEOPLES OVER THE DECADES!
Passionate condemnation of political figures using moral language (traitor, scum, dishonor) framed as defense of national values and military integrity.
@richardpaglialunga2131
Mar 4, 2025
I see women with tears and I fully blame Kamala Harris for the comments she made inviting people which gave them hope to start their journey. Poorly thought out by KHarris.
I see women with tears and I fully blame Kamala Harris for the comments she made inviting people which gave them hope to start their journey. Poorly thought out by KHarris.
Blames Kamala Harris for false hope given to migrants, framing it as a moral/ethical failure while expressing concern about consequences.
@rhondaschafer9129
Mar 4, 2025
I did not sign up for this tariff wars, Trump did. Please......
I did not sign up for this tariff wars, Trump did. Please......
Appeals to fairness and personal agency, expressing that citizens should not bear consequences for Trump's policy decisions.
@terryroberson5336
Mar 4, 2025
To the American people, your government (especially TRUMP, ELON MUSK and GOP) has chosen to fck you
To the American people, your government (especially TRUMP, ELON MUSK and GOP) has chosen to fck you
The comment appeals to American citizens on ethical grounds, arguing their government has betrayed them through poor leadership decisions.
@eljover2012
Mar 4, 2025
propaganda is really good at making reasonable people seem like 'bad fits', and trick American's into idolizing known tyrants.
propaganda is really good at making reasonable people seem like 'bad fits', and trick American's into idolizing known tyrants.
Critiques propaganda and manipulation while warning against idolizing authoritarian leaders, blending ethical concerns with threat perception.
@kisselmx
Mar 4, 2025
At this point, the pure evil in the world is right now the United States.
At this point, the pure evil in the world is right now the United States.
Makes a moral judgment characterizing the US as 'pure evil,' appealing to ethical principles about global conduct.
@dakoota3332
Mar 4, 2025
Trump is ruining the world. Real Americans are ashamed.
Trump is ruining the world. Real Americans are ashamed.
Appeals to ethics and shame while asserting American identity and values against Trump's actions.
@dylanpilcheruniverse6515
Mar 4, 2025
Trump a smart guy? Uh, no.
Trump a smart guy? Uh, no.
Brief dismissal of Trump's intelligence, a value judgment rather than a factual claim.
Moral Argument
0.75
@walterwhite6074
Mar 4, 2025
TRUMP IS A LIAR AND A CRIMINAL. WHY DONT HE STOP THE GUNS FROM COMING INTO THE CARIBBEAN. HE HAS NO MORAL
TRUMP IS A LIAR AND A CRIMINAL. WHY DONT HE STOP THE GUNS FROM COMING INTO THE CARIBBEAN. HE HAS NO MORAL
Commenter appeals to moral principles (Trump's lack of morality) while critiquing his policy approach to gun violence.
@vivgooden2995
Mar 4, 2025
About time Trudeau step up for his country.
About time Trudeau step up for his country.
Appeals to duty and patriotic obligation ('step up for his country'), framing action as ethically necessary.
Moral Argument
0.75
@juannieto8807
Mar 4, 2025
What’s the difference between the Statler family who made billions and the cartel, and don’t forget the American doctors who got everyone addicted to opioids.
What’s the difference between the Statler family who made billions and the cartel, and don’t forget the American doctors who got everyone addicted to opioids.
Draws moral equivalence between wealthy families, cartels, and pharmaceutical companies to critique systemic wrongdoing and hypocrisy.
@Zzoarqg
Mar 4, 2025
American here ..... Trump is NOT smart. He is the most stupid human I can think of right now. It's disgusting what he is doing to our country. He adores Putin and trying to make …
American here ..... Trump is NOT smart. He is the most stupid human I can think of right now. It's disgusting what he is doing to our country. He adores Putin and trying to make this country into another Russia.
Criticizes Trump's intelligence and character while expressing concern about authoritarian governance and Russian alignment.
@morningdove8397
Mar 4, 2025
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
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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)