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
I can't believe the people of the USA really elected him. Come on, you know Trump plays very dirty--I refuse to believe that the majority of voters are this brain dead. If our nation is …
I can't believe the people of the USA really elected him. Come on, you know Trump plays very dirty--I refuse to believe that the majority of voters are this brain dead. If our nation is this stupid then we deserve everything that is coming to us. PS: Trudeau, it's way too nice to tell Trump he's a smart guy--he's evil, not at all intelligent. Can we please stop conflating scheming, bullying and manipulation with intelligence---any dumb ass can scheme, bully and manipulate (the prisons are full with this kind of human being), but you actually have to be intelligent to collaborate, listen and manage.
Makes ethical arguments about Trump's character (evil, manipulative) and appeals to values of collaboration and intelligence over scheming.
@nicolettabarolini
Mar 4, 2025
Trump will soon find out that real power doesn’t equate to having big guns.
Trump will soon find out that real power doesn’t equate to having big guns.
Commenter makes a philosophical argument about the nature of power, suggesting military strength doesn't equate to true authority.
Moral Argument
0.78
@aiikaiik
Mar 4, 2025
Mr. Trudeau is right on and not afraid of the tyrant Donald idiot Trump, but guess who will have to pay for stupid move by the republican idiot that 75 mil. people voted, yes we …
Mr. Trudeau is right on and not afraid of the tyrant Donald idiot Trump, but guess who will have to pay for stupid move by the republican idiot that 75 mil. people voted, yes we will pay the price.
Defends Trudeau's stance as morally right while expressing concern about economic consequences for Canadians.
@tombost6582
Mar 4, 2025
TRUMP IS A MONSTER!
TRUMP IS A MONSTER!
Brief moral condemnation of Trump using strong ethical language ('MONSTER') without elaboration.
Moral Argument
0.78
@Jetty1152
Mar 4, 2025
Please do not blame America as a whole for this... Sadly its just a group of uneducated people that have no freaking idea what they are doing that are doing this . ...Still in shock …
Please do not blame America as a whole for this... Sadly its just a group of uneducated people that have no freaking idea what they are doing that are doing this . ...Still in shock they even came to power. Now we all see the results of decades of Russian propaganda. Good job Russia... The only thing yall ever did right is propaganda :(
Defends America's reputation by distinguishing between the nation and its leaders, appealing to fairness and blaming external propaganda influence.
@187HeroMrSlick
Mar 4, 2025
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
Makes ethical judgment about geopolitical alignment, condemning those who criticize Ukraine support as morally wrong.
@changelivesheroes
Mar 4, 2025
Trump has always been a conman and malignant narcissist. But now add dementia into the mix so his decisions are based on partial info because he’s forgotten the rest of it. His judgement is worse …
Trump has always been a conman and malignant narcissist. But now add dementia into the mix so his decisions are based on partial info because he’s forgotten the rest of it. His judgement is worse with dementia. His copilot, Musk, is on Ketamine all the time so his judgement, as we’ve already seen, is not to be trusted either.
Attacks Trump's character and judgment using moral language ('conman,' 'malignant narcissist') to delegitimize his leadership.
@heidigordon1868
Mar 4, 2025
The Donald's least concern is his people, his poor people, because his millionaire friends Bezos, Musk, and company are going to get richer, a lot richer, with all these moves. Like Napoleon Bonaparte and Hitler, …
The Donald's least concern is his people, his poor people, because his millionaire friends Bezos, Musk, and company are going to get richer, a lot richer, with all these moves. Like Napoleon Bonaparte and Hitler, Trump sees himself as the great conqueror of the world, the chosen one, the incarnation of Jesus on Earth, and his followers believe he is. The poor devils, as ignorant as Trump himself.
Critique of Trump's character and motives framed through ethical concerns about inequality and authoritarian tendencies.
@alggazteca
Mar 4, 2025
My fellow Americans need to wake up with pain. This is great move. This Trump administration is all about revenge and taking profits themselves. They are the true anti-ppl and anti-govt. - from American
My fellow Americans need to wake up with pain. This is great move. This Trump administration is all about revenge and taking profits themselves. They are the true anti-ppl and anti-govt. - from American
Commenter frames the administration as unethical and anti-people, appealing to fellow Americans to recognize moral failings and take notice.
@johnyeukhonwong830
Mar 4, 2025
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too …
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too much immigration but let’s not get it twisted - a lot of the complaints are projection.
Argues that complaints about immigrants are projections and unfair characterizations, appealing to fairness and accuracy while acknowledging legitimate immigration concerns.
khialaaloocompany590
Oct 2, 2025
Trump is a NARCISSISTIC egotistical bully, liar, racist, sexist, uneducated moron. He is a friend of Russia, interested only in boosting his own sense of importance and greed. Here in the UK he is universally …
Trump is a NARCISSISTIC egotistical bully, liar, racist, sexist, uneducated moron. He is a friend of Russia, interested only in boosting his own sense of importance and greed. Here in the UK he is universally DETESTED. I hope the whole world responds in the same way as Canada.
Makes character-based moral condemnation of Trump with comparative framing about international sentiment.
@philipperry1
Mar 4, 2025
This is how you speak! You do not threaten people and bully them and tease them like an ignorant child. Some people should take notes...nudge nudge wink wink...
This is how you speak! You do not threaten people and bully them and tease them like an ignorant child. Some people should take notes...nudge nudge wink wink...
Appeals to ethical principles about respectful communication and conduct, with an implicit call for others to emulate better behavior.
@kimbrown4309
Mar 4, 2025
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment.
📊 Employment Discrimination:
• A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled.
• South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued.
📊 Hiring Bias:
• A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés.
• Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians.
📊 Perceptions vs. Reality:
• While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods.
• Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy.
Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society.
The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Argues that systemic racism and discrimination against South Asian immigrants contradicts Canada's multicultural values, citing employment and hiring disparities as evidence of unfair treatment.
dhruvparikh1812
Sep 19, 2025
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
Makes character-based moral critique of Trump, emphasizing intellectual and emotional failings as evidence of unfitness.
Moral Argument
0.78
@lukefraser6172
Mar 4, 2025
Trump is a master at destroying everything he is involved in sucking it dry just so as long as the money is in his pocket.
Trump is a master at destroying everything he is involved in sucking it dry just so as long as the money is in his pocket.
Makes a moral judgment that Trump destroys things for personal profit, characterizing his behavior as unethical and self-serving.
@renecabrera7609
Mar 4, 2025
After the Amin saga in Uganda, Canada and Uk invited the Indians to their countries, because they were interested in what they could do to boost their economy, why are they complaining now? Those are …
After the Amin saga in Uganda, Canada and Uk invited the Indians to their countries, because they were interested in what they could do to boost their economy, why are they complaining now? Those are now Canadians
Appeals to historical fairness and reciprocity, arguing Canada benefited from Indian immigration and should not now complain.
joywands1970
Sep 21, 2025
Nonsensical video garbage. White people have been going to other countries colonizing, forcing people to convert and spreading their way of living for centuries. Hypocrisy at its finest and all over a fringe minority 1%
Nonsensical video garbage. White people have been going to other countries colonizing, forcing people to convert and spreading their way of living for centuries. Hypocrisy at its finest and all over a fringe minority 1%
Appeals to historical injustice and hypocrisy, using comparative framing (Western colonization vs. current immigration) to argue for moral consistency in immigration criticism.
Mercedes-x2s
Sep 12, 2025
Trump is pure vomit. There is nothing lower than what the pathetic Republican party has become
Trump is pure vomit. There is nothing lower than what the pathetic Republican party has become
Uses strong moral language ('pure vomit', 'pathetic') to condemn Trump and the Republican party as ethically bankrupt.
@sergiogonzalez736
Mar 4, 2025
Donald Duck acts accurately like a dictator but in disguise.
Donald Duck acts accurately like a dictator but in disguise.
Comment characterizes Trump as a dictator, making an ethical/moral judgment about authoritarian behavior.
Moral Argument
0.78
@Mr.ReanuKeeves
Mar 4, 2025
we hate this man so much go away trudy
we hate this man so much go away trudy
Expression of strong disapproval toward Trudeau framed as collective rejection ('we hate'), combining emotional opposition with a call for his removal.
Moral Argument
0.78
@frankbible5920
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)