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
Portuguese here: Canada and EU need to show the American people that they need to rise against this disgrace that's happening at the moment\nFascism never again!
Portuguese here: Canada and EU need to show the American people that they need to rise against this disgrace that's happening at the moment\nFascism never again!
Appeals to ethical principles (anti-fascism) while urging citizens to resist what the commenter views as authoritarian governance.
@TheSnakeFM
Mar 4, 2025
All I can say to Trump is that history is never wrong. Adolf Hitler, Benito Mussolini, Saddam Hussein, Anastasio Somoza, Kadafy, Bashar al-Assad, and others tried the same playbook. It didn't go well for them. …
All I can say to Trump is that history is never wrong. Adolf Hitler, Benito Mussolini, Saddam Hussein, Anastasio Somoza, Kadafy, Bashar al-Assad, and others tried the same playbook. It didn't go well for them. Did it, Trump? The isolation our country from the rest of the world and the hostile environment you are creating will lead to history repeating itself. But, you will never know. because you are an ignorant uneducated idiot. you deserve whatever history has in store for you. Good luck with that.
Uses historical analogy to argue that isolationist policies are morally wrong and dangerous, with strong condemnation of leadership.
@weederman1953
Mar 4, 2025
Most of the American people are sick with this fascist dictator and his policies. ?
Most of the American people are sick with this fascist dictator and his policies. ?
Expresses moral opposition to policies characterized as fascist and implies solidarity with those affected.
@richardbarrios8132
Mar 4, 2025
The bar is so low in America,they voted for the lying felon.
The bar is so low in America,they voted for the lying felon.
Criticizes American voters for electing Trump despite his criminal record, appealing to standards of integrity and judgment.
@kathleencommerford9664
Mar 4, 2025
I don't think the US has any friends anymore all because of one person and his thuggy support group. I can't imagine putting anybody more anti American in the presidency. Also Donald is and idiot.
I don't think the US has any friends anymore all because of one person and his thuggy support group. I can't imagine putting anybody more anti American in the presidency. Also Donald is and idiot.
Appeals to values of American identity and international friendship while expressing concern about Trump's anti-American character.
@ctuna2011
Mar 4, 2025
I no longer believe there is anything Trump could do to deter his supporters. He’s openly aligning with dictators and bullying our allies, dismantling checks and balances and consolidating power, even talked about a third …
I no longer believe there is anything Trump could do to deter his supporters. He’s openly aligning with dictators and bullying our allies, dismantling checks and balances and consolidating power, even talked about a third term?! Everyone in the government going along with him clearly has dollar signs in their eyes and a “if you can’t beat him, join him” mentality. Sorry Canadians. If you’re worried, I promise we are too. At least I am.
Critiques Trump's authoritarianism and corruption while expressing solidarity with concerned Canadians through empathetic reassurance.
@danhoskins9734
Mar 4, 2025
Trump sucks and he is making America HATED, HATED, AND HATED!!! FROM MAINE I STAND WITH YOU CANADA????? Trump is buddies with Russia and China and cares zippo for the people ohh except for the …
Trump sucks and he is making America HATED, HATED, AND HATED!!! FROM MAINE I STAND WITH YOU CANADA????? Trump is buddies with Russia and China and cares zippo for the people ohh except for the rich who buys his golden bibles and her golden toys, yuppers I now know what true HATE IS ABOUT ???
Expresses moral condemnation of Trump's actions and values, while showing solidarity with Canada against perceived injustice.
@debranickerson1937
Mar 4, 2025
I am never a fan of our Prime Minister but today, he got my full respect and admiration. We all know it is not about Fentanyl or illegal immigrants crossing from Canada as little as …
I am never a fan of our Prime Minister but today, he got my full respect and admiration. We all know it is not about Fentanyl or illegal immigrants crossing from Canada as little as they were. Donald Trump is just using these as excuse. He is cozying up with US' one of two prime adversaries - Russia and China - and whacking friends and allies, alienating the United States. Donald Trump probably is considering authoritarian rule over democracy. I can't wait for the day that his dumb action will whack him back. Sorry Americans, you are still our friends, but not your government.
Expresses personal respect while making ethical arguments about Trump's foreign policy priorities and authoritarian tendencies, with some policy critique.
@JoanMeyer-wc7sp
Mar 4, 2025
Im so ashamed right now of the USA. The country i was born and live in. everyone who voted for this should have done your due diligence. You can help us get out of this …
Im so ashamed right now of the USA. The country i was born and live in. everyone who voted for this should have done your due diligence. You can help us get out of this or you can help Putin and Trump turn us into a country that is devoid of all the freedoms we have known throughout our entire lives
Appeals to ethical principles about freedom and responsibility, urging others to prevent democratic backsliding through moral persuasion.
@Mrk-wcs
Mar 4, 2025
Hey listen… maga is an enemy of the American Republic.
Hey listen… maga is an enemy of the American Republic.
The comment frames MAGA as a threat to American democratic institutions, appealing to patriotic and constitutional principles.
@dkeithtag
Mar 4, 2025
Well, that is what some ignorant Americans voted for! Now, all the people that live in USA have to face the consequences!
Well, that is what some ignorant Americans voted for! Now, all the people that live in USA have to face the consequences!
The comment critiques American voters for electing Trump and warns of negative consequences for all Americans, appealing to collective responsibility.
@capernight1132
Mar 4, 2025
I miss and desire this clarity, and transparency in government leadership positions. Succint, clear, honest, and direct.
I miss and desire this clarity, and transparency in government leadership positions. Succint, clear, honest, and direct.
Appeals to values of clarity, transparency, honesty, and directness in government leadership as desirable ethical qualities.
Moral Argument
0.80
@mrdubtee1873
Mar 4, 2025
Canadians don't bow to a known Rapist and a well-known felon. Trump is a scammer, scamming all you Americans. Defrauding his own people in front of you all.
Canadians don't bow to a known Rapist and a well-known felon. Trump is a scammer, scamming all you Americans. Defrauding his own people in front of you all.
Appeals to ethical principles (Canadians don't support criminals/rapists) while making unverified claims about Trump's character.
@EarlKa-nowpasikow-gg8ws
Mar 4, 2025
This guy is a “leader” and believes the US should have chosen their president based off race and sex
This guy is a “leader” and believes the US should have chosen their president based off race and sex
Critique of PM's alleged position on identity-based presidential selection, framed as a moral/leadership failing.
@gamesswell2024
Mar 4, 2025
It's not a right to remain in Canada unless you are a citizen of Canada you do not.have the right to remain here and it can be taken away
It's not a right to remain in Canada unless you are a citizen of Canada you do not.have the right to remain here and it can be taken away
Makes a rights-based argument about citizenship and belonging, asserting that non-citizens lack the right to remain in Canada.
bankai1234561
Feb 11, 2026
No coercion, no lies, no muscling, mobbing, bullying needed to communicate, what an exemplary of his country!
No coercion, no lies, no muscling, mobbing, bullying needed to communicate, what an exemplary of his country!
Praises ethical communication and leadership qualities as exemplary of national character and values.
@michellelebeau1800
Mar 4, 2025
Trump is doing what is doing because he knows he will not contest again for life.He is selfish.
Trump is doing what is doing because he knows he will not contest again for life.He is selfish.
Criticizes Trump's actions as selfish and motivated by personal interest rather than public good, appealing to ethical principles.
Moral Argument
0.80
@Dboy20245
Mar 4, 2025
European looted Asia and it is pay back time in a civilized way.
European looted Asia and it is pay back time in a civilized way.
Appeals to historical justice and fairness ('payback time'), framing immigration as moral rebalancing between colonizer and colonized nations.
rahilda47
Mar 1, 2026
Vladimir putin a lying, murderous dictator. This so far from reality but sadly people remain ignorant for some reason. Being dumb and ignorant and proud of it
Vladimir putin a lying, murderous dictator. This so far from reality but sadly people remain ignorant for some reason. Being dumb and ignorant and proud of it
Moral condemnation of Putin as dictator, with criticism of public ignorance on the issue.
@udfzfbh
Mar 4, 2025
YOU PEOPLE LITERALLY WIPE OUT NATIVE AMERICANS 🤣 AND NOW CLAMING IT . ITS STOLEN LAND.
YOU PEOPLE LITERALLY WIPE OUT NATIVE AMERICANS 🤣 AND NOW CLAMING IT . ITS STOLEN LAND.
Accuses Canada of genocide and land theft, using historical wrongs to delegitimize Canadian immigration restrictions.
OmSrivastava-q5i
Feb 12, 2026
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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)