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
Whites should be last ones to cry about invasion and replacement. That's how Indians, native americans, indigenous people and africans felt when whites did the same thing to them.
Whites should be last ones to cry about invasion and replacement. That's how Indians, native americans, indigenous people and africans felt when whites did the same thing to them.
Appeals to historical fairness and justice, arguing that concerns about demographic change are hypocritical given colonial history.
Gmmmw13
Feb 6, 2026
People of the USA. Time to wake the f**k up. How are your actions different from Russia?
People of the USA. Time to wake the f**k up. How are your actions different from Russia?
Calls for US citizens to recognize moral equivalence between their actions and Russia's, appealing to ethical awakening.
@EngineerDaddy
Mar 4, 2025
UM TRUMP IS NOT SMART!
UM TRUMP IS NOT SMART!
Simple value judgment criticizing Trump's intelligence as a moral/competence assessment.
Moral Argument
0.85
@kevincook2140
Mar 4, 2025
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Calls out hypocrisy and racist behavior on ethical grounds.
Moral Argument
0.85
pithra
Feb 4, 2026
Stop being racist
Stop being racist
Direct appeal to ethical principles against racism, framed as a moral imperative.
Moral Argument
0.85
malekkarim9276
Feb 26, 2026
Thank you Mr. Prime Minister for an incredibly important and well read speech! One thing though....Donald Trump is NOT SMART!! Donald Trump cares about Donald Trump! He cares about RETRIBUTION against people who dislike or …
Thank you Mr. Prime Minister for an incredibly important and well read speech! One thing though....Donald Trump is NOT SMART!! Donald Trump cares about Donald Trump! He cares about RETRIBUTION against people who dislike or laugh at him. He is a GIANT NARCISSIST and a PATHOLOGICAL LIAR!! He would rather be BUDDIES with DICTATOR Vladimir Putin than with any allies! Trump is TANKING the economy and CRASHING the Stock Market which also includes people's retirement funds. DONALD TRUMP IS 100% A CLEAR AND PRESENT DANGER!!! HE NEEDS TO BE IMPEACHED, REMOVED, AND IMPRISONED!!! HIS ENTIRE ADMINISTRATION SHOULD BE REMOVED FOR GOING ALONG WITH TRUMP!! THEY ARE ALL ACCOMPLICES!!!\n\nTIME TO WIPE THE SLATE CLEAN, SWEAR IN KAMALA HARRIS AS SHE WAS THE RUNNER UP, AND FIX WHAT DONALD TRUMP DESTROYED!!!
Makes strong moral character attacks on Trump (narcissist, liar, danger) and calls for impeachment, removal, and imprisonment as remedial action.
@CanadianRose
Mar 4, 2025
I have been upset with my beloved Country more than once in my lifetime but never so ashamed as I am now ????
I have been upset with my beloved Country more than once in my lifetime but never so ashamed as I am now ????
Expresses shame about the country's actions, appealing to ethical standards and national identity.
@Karen-n6y7t
Mar 4, 2025
White people colonizing north America after ethnic cleansing the native population and stealing their land but objecting to anybody else coming over. Pot calling the kettle black.
White people colonizing north America after ethnic cleansing the native population and stealing their land but objecting to anybody else coming over. Pot calling the kettle black.
Appeals to historical injustice and hypocrisy, arguing that European colonizers lack moral standing to restrict immigration.
Neo-lit-tick
Feb 4, 2026
The Acadians came first and built their communities, then came the British. They destroyed indigenous territories and took their lands. But, they established the first major cities. When the Irish potato famine occurred, those Irish …
The Acadians came first and built their communities, then came the British. They destroyed indigenous territories and took their lands. But, they established the first major cities. When the Irish potato famine occurred, those Irish immigrants were called "filthy, lazy, not true whites". When the Italians immigrated, they were called "filthy, lazy, gangsters, not true whites". Then the Chinese, Koreans, and Japanese came.....the cycle continues. The colour of the skin doesn't define the immigrant lifestyle, a country's history and culture is not based on race alone. We are ever evolving. The issue with the current immigration system is that we have too many immigrants to accommodate, not that any specific group is bad.
Historical argument appealing to fairness and justice, showing cyclical discrimination against immigrant groups and arguing against racial essentialism.
clementinehaahsberg2820
Feb 26, 2026
And just a reminder for everybody. The United States guaranteed Ukrainian independence after it split with Russia. I guess America is no longer a reliable partner. In the land of the shithead the biggest asshole …
And just a reminder for everybody. The United States guaranteed Ukrainian independence after it split with Russia. I guess America is no longer a reliable partner. In the land of the shithead the biggest asshole is king. No morals, no scruples, no humanity, but all American. Trump hates people who have Courage, Honor, and Integrity. Things he will never have.
Condemns Trump's lack of morals, scruples, and humanity while invoking principles of courage, honor, and integrity as moral standards.
@PH2554
Mar 4, 2025
The scum who elected and support Trump are a stain on humanity.
The scum who elected and support Trump are a stain on humanity.
Condemns Trump supporters as morally reprehensible, framing them as a threat to humanity.
@the2ndamendment
Mar 4, 2025
Not America Trump
Not America Trump
Brief moral condemnation of Trump and his policies/supporters.
Moral Argument
0.85
@2777green
Mar 4, 2025
4:04 say the white whos ancestor use to eat eygtpian mummies thinking it will cure aging , and say the white whos ancestors are the cause most of the plague ... superiority complex is going …
4:04 say the white whos ancestor use to eat eygtpian mummies thinking it will cure aging , and say the white whos ancestors are the cause most of the plague ... superiority complex is going wild
Uses historical wrongs committed by Western ancestors to counter perceived superiority claims and challenge moral authority.
adigojo002
Feb 3, 2026
Ask actual natives, not just white people "native canadians". This makes me actually sick. Not the Indians, the racism. Canada is built on Immigrants. The comments are just as bad, educate yourselves.
Ask actual natives, not just white people "native canadians". This makes me actually sick. Not the Indians, the racism. Canada is built on Immigrants. The comments are just as bad, educate yourselves.
Commenter appeals to fairness and justice while critiquing racism and exclusionary framing of 'native Canadians,' emphasizing Canada's immigrant foundation.
stellabobick2606
Mar 2, 2026
no one is illegal on stolen land
no one is illegal on stolen land
Invokes historical injustice (stolen land) as a moral argument against immigration restrictions, framing the issue through indigenous rights.
Jungminghee
Feb 3, 2026
I appreciate other countries fighting back. It’s going to take serious action to stop Trump. I want all countries to help to stop Trump. I couldn’t with my vote for VP Harris. Perhaps now his …
I appreciate other countries fighting back. It’s going to take serious action to stop Trump. I want all countries to help to stop Trump. I couldn’t with my vote for VP Harris. Perhaps now his supporters will understand what they have done by voting for Trump. It didn’t have to be this way.
Appeals to ethical principles (stopping Trump, protecting democracy) while urging international action, framed as a moral imperative.
@Theenolaartist-ve5hn
Mar 4, 2025
Trump is an idiot
Trump is an idiot
Brief personal judgment characterizing Trump as unintelligent, a value assertion rather than factual claim.
Moral Argument
0.85
@BPC007
Mar 4, 2025
As a leader, you are never remembered for what you compromised on. You are only remembered for what you stood for. When it comes to passion, purpose, and causes, there are ideas we are willing …
As a leader, you are never remembered for what you compromised on. You are only remembered for what you stood for. When it comes to passion, purpose, and causes, there are ideas we are willing to live by, but as a leader, there are causes and beliefs we are willing to die for.
\n
You are a great leader Trudeau, not a liar but a man of integrity.\nDr Charles Holloway PhD
Philosophical appeal to leadership integrity and moral principles, praising Trudeau for standing by convictions rather than compromising.
@charlesholloway2918
Mar 4, 2025
As an American I am with Canada and Truedau told it as it is !!! trump is an idiot, a bully a moron and only in this for his personal gain !!!! selfish B@$t@rd at …
As an American I am with Canada and Truedau told it as it is !!! trump is an idiot, a bully a moron and only in this for his personal gain !!!! selfish B@$t@rd at the American and Canadian expense !!! !
Commenter appeals to fairness and characterizes Trump as selfish and harmful, framing this as a moral judgment about his character and motivations.
@wilburfinnigan2142
Mar 4, 2025
Thank you, Mr. Prime Minister. You made many mistakes during your mandates but now, you defend your country as a real Statesman.\nThank you.
Thank you, Mr. Prime Minister. You made many mistakes during your mandates but now, you defend your country as a real Statesman.\nThank you.
Acknowledges past mistakes but praises the Prime Minister for defending the country with statesmanship, appealing to principles of leadership and duty.
@Perceval-x3e
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)