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
Trump tells Zelenskyy make peace with a person on your porch trying to take your house, but says nothing to the aggressor
Trump tells Zelenskyy make peace with a person on your porch trying to take your house, but says nothing to the aggressor
Critiques Trump's moral inconsistency by comparing his treatment of Ukraine (the aggressor) versus Zelenskyy (the defender), appealing to fairness and justice principles.
@klove5765
Mar 4, 2025
تبا لكم أيها العنصرين اتركوا الهنود علي حالهم
تبا لكم أيها العنصرين اتركوا الهنود علي حالهم
Comment condemns discrimination against Indians, appealing to fairness while asserting group identity.
maroccanlove2075
Feb 26, 2026
The guy is a dictator. He doesn’t even care about his own people!
The guy is a dictator. He doesn’t even care about his own people!
Condemns leadership as dictatorial and uncaring, framing it as a moral failure toward citizens.
@sammydavis408
Mar 4, 2025
It's absolutely nauseating that Donald started a trade war with Canada. What a great neighbor and friend Canada has been to the U.S. for so many, many years.
It's absolutely nauseating that Donald started a trade war with Canada. What a great neighbor and friend Canada has been to the U.S. for so many, many years.
Appeals to fairness and friendship between nations, criticizing Trump's trade war as a betrayal of Canada's loyalty and neighborly conduct.
@OakLawnRoyalty
Mar 4, 2025
Everyone gets hurt, fascists don‘t care. tRump = piece of s—t.
Everyone gets hurt, fascists don‘t care. tRump = piece of s—t.
Appeals to ethical principles (fascists don't care about harm) while making a political value judgment about a U.S. figure.
@Resist-l6g
Mar 4, 2025
Trump is a crazy immoral liar who wants to be a dictator and he’s trying to ruin the country so that he can be. I hope the people who voted for him are happy. It …
Trump is a crazy immoral liar who wants to be a dictator and he’s trying to ruin the country so that he can be. I hope the people who voted for him are happy. It was clear, and he even described what he would do. I am very sorry it is hurting our friends and allies, as well as the U.S. people, especially Canada, Germany, and France..
Condemns Trump as immoral and a threat to democracy while expressing concern about harm to allies, combining ethical judgment with threat perception.
@marykarensolomon7103
Mar 4, 2025
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a …
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a region. Economic growth is good, and if you dont like that, move to a rural city that has no opportunities.
A lot seen her is racism, and them saying its not racism dosn't mean anything.
Defends immigrants against racial blame by appealing to fairness and economic logic, while calling out racism as the underlying problem.
r22gamer54
Mar 3, 2026
Trump is trying to destroy America.
Trump is trying to destroy America.
Makes a moral judgment that Trump's actions are destructive, appealing to values of national welfare and responsible leadership.
Moral Argument
0.85
@terristenacious2279
Mar 4, 2025
Thank you!!!!!! I thought i was just a racist but this genuinely is out of hand
Thank you!!!!!! I thought i was just a racist but this genuinely is out of hand
Commenter expresses relief at validation of concerns, framing immigration criticism as a moral/ethical issue rather than personal prejudice.
beanmang3791
Jan 27, 2026
It isn't Anti-Americanism, it is Anti-Trump. The cancer in the world right now is Convict Trump. America, do your part and remove your Dictator.
It isn't Anti-Americanism, it is Anti-Trump. The cancer in the world right now is Convict Trump. America, do your part and remove your Dictator.
Frames Trump as a moral threat ('cancer') and calls for removal based on ethical grounds, while distinguishing anti-Trump sentiment from anti-Americanism.
@BCIronThunder
Mar 4, 2025
Well said. I love the USA, I have relatives who live there and in all the years of a beautiful relationship with the people of America I have never seen this situation. Mr. Trump you …
Well said. I love the USA, I have relatives who live there and in all the years of a beautiful relationship with the people of America I have never seen this situation. Mr. Trump you seem to want to conquer and divide relationships at any cost, even with people who care about you. You sabotage yourself and those who are loyal to you. I'm not sure if you understand the implications of your decisions. But I will say respectfully, there are no winners in a trade war, nor is it you that has the final say on the worlds outcome. This is God's world not yours and not ours. I'm really disappointed to see American people and Canadians hurting because of whatever the point of all of this means. But Canada is strong and we will stand up for our country. The American people are strong and they were strong before you became the President. Working together, we can take care of each other for our families and our country.
Appeals to shared values, mutual respect, and ethical principles while expressing disappointment in Trump's approach to relationships.
@margaretmcfall9746
Mar 4, 2025
Every Canadian cannot complain y9u ar all immigrants from Europe u dam hypocrites
Every Canadian cannot complain y9u ar all immigrants from Europe u dam hypocrites
Challenges Canadian moral authority on immigration by pointing out that Canadians themselves are European immigrants, framing the debate as hypocritical.
shamsumiah7756
Feb 25, 2026
I feel bad for the immigrants I work with that didn't scam the system, they are getting the Canadian experience getting boned and taxed for doing the right thing.
I feel bad for the immigrants I work with that didn't scam the system, they are getting the Canadian experience getting boned and taxed for doing the right thing.
Expresses sympathy for honest immigrants while criticizing those who 'scam the system,' appealing to fairness and ethical conduct.
goldrivers598
Nov 21, 2025
As a Canadian born to immigrants, the emphasis of 'temporary foreign worker' is on 'temporary'. Its highly immoral for immigrants to be scapegoated for the greed of corporations wanting cheap slave labour, and for colleges …
As a Canadian born to immigrants, the emphasis of 'temporary foreign worker' is on 'temporary'. Its highly immoral for immigrants to be scapegoated for the greed of corporations wanting cheap slave labour, and for colleges to reap the benefit of a broken student visa loophole to immigration, to the detriment of all Canadians. This loophole has remained open for long enough, at the behest of lobbyists and politicians to use for talking-points at election time, but everyone is glad someone is finally doing something about it. Our job markets and real-estate prices needed this to recover to sane-levels.
It takes a non-politician in power for things to get done for practical reasons, not to score political points.
Combines ethical critique of scapegoating immigrants with policy analysis of corporate exploitation and economic concerns about housing and job markets.
CritCommanda
Feb 11, 2026
Donald Trump isn't dumb, necessarily. He's just cruel. He has a black heart. Only Donald Trump matters to Donald Trump.
Donald Trump isn't dumb, necessarily. He's just cruel. He has a black heart. Only Donald Trump matters to Donald Trump.
Makes a moral judgment about Trump's character, emphasizing cruelty and selfishness as ethical failings.
Moral Argument
0.85
@ThreeSalmonCircus
Mar 4, 2025
White imperialists were fine to go to other countries, subjugate them, bleed them dry for hundreds of years, conduct genocide, but of course, they can't tolerate people coming into the countries they are in now.
White imperialists were fine to go to other countries, subjugate them, bleed them dry for hundreds of years, conduct genocide, but of course, they can't tolerate people coming into the countries they are in now.
Critiques historical Western imperialism as morally inconsistent with current anti-immigration sentiment, framing it as a hypocrisy argument rooted in fairness and justice.
youtubewatcher-u3r
Feb 11, 2026
they’re legally here canadian government allows it why do you care ? can’t hide the fact ur a racist
they’re legally here canadian government allows it why do you care ? can’t hide the fact ur a racist
Defends legal immigration on moral grounds while accusing the commenter of racism, combining ethical argument with identity-based framing.
DRKUMM
Jan 27, 2026
Shouldn't this country be of the people, by the people, and for the people. This guy is for billionaires, not the common folks. That doesn't sound that he's for the people. Elon Musk, come on! …
Shouldn't this country be of the people, by the people, and for the people. This guy is for billionaires, not the common folks. That doesn't sound that he's for the people. Elon Musk, come on! He's the riches man in the world.
Appeals to democratic principles and fairness, arguing that leadership should serve common people rather than billionaires.
@angmarti64
Mar 4, 2025
Donald is what he should be addressed as, because he is not a President , he is a scumbag\n\nTrudeau, is a real leader!.
Donald is what he should be addressed as, because he is not a President , he is a scumbag\n\nTrudeau, is a real leader!.
Commenter makes a moral judgment about Trump's character ('scumbag') and contrasts it with praise for Trudeau as a 'real leader,' framing this as an ethical distinction.
@JulianKrayIII
Mar 4, 2025
War criminals playing drama
War criminals playing drama
Makes ethical accusation ('war criminals') against political figures, appealing to justice principles.
Moral Argument
0.85
@arunfpv
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)