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
As an Navy vet what kills me is the U.S., Russia and Ukraine issued an historic Trilateral Statement that promised security assurances to Ukraine once the START I Treaty entered into force and Ukraine became …
As an Navy vet what kills me is the U.S., Russia and Ukraine issued an historic Trilateral Statement that promised security assurances to Ukraine once the START I Treaty entered into force and Ukraine became a non-nuclear weapons state and a party to the Nuclear Non-proliferation Treaty. We as a country have allowed 700 THOUSAND people to perish because we didn't keep our word...it sickens me to no end.
Navy veteran shares lived experience to make an ethical argument about broken security commitments and loss of life.
@shawnadams1460
Mar 4, 2025
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe …
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe i would have agreed with you but not with countries like the US , Canada and Australia never. I can guarantee that if white illegal immigrants take over your entire country you wouldn't be having a problem but a brown legal immigrant will be a problem for you illiterates forever!!!!!
Appeals to historical injustice and fairness principles while critiquing selective opposition to immigration based on race.
W_Rishi25
Jan 27, 2026
No, no, don't deport them. Be kind and give them due process
No, no, don't deport them. Be kind and give them due process
Appeals to ethical principles of due process and kindness as counterargument to deportation advocacy.
maxdcorgi
Feb 18, 2026
Trump is a mean, sick person. God help the USA. Barbara
Trump is a mean, sick person. God help the USA. Barbara
A moral condemnation of a political figure's character and behavior, with an appeal to divine intervention.
Moral Argument
0.85
@BarbaraMiglino
Mar 4, 2025
Trump is dumber than a block of wood.... that piece of shit has no business being the President of anything...
Trump is dumber than a block of wood.... that piece of shit has no business being the President of anything...
Expresses moral condemnation of Trump's fitness for office using strong language about his unsuitability as a leader.
Moral Argument
0.85
@VALxTarnishedGamer
Mar 4, 2025
Way to go Canada Trump deserves that and I’m willing to see Trump look like the true idiot he is! Voters made the mistake of putting the Orange Turd in office. My taxes should go …
Way to go Canada Trump deserves that and I’m willing to see Trump look like the true idiot he is! Voters made the mistake of putting the Orange Turd in office. My taxes should go to Ukraine a country who didn’t ask for more hardship and for millionaires to pay just $720 in 2023 taxes I don’t want to support a fool.
Comment appeals to fairness and justice (taxes supporting Ukraine vs. millionaires, Trump as 'idiot') while critiquing policy priorities and wealth inequality.
@rickmeisch643
Mar 4, 2025
I am American and this is how you respond. Not like we saw with Trump and Vance with Zelensky. The US know we have a lunatic in office and hoping congress stands up and stop …
I am American and this is how you respond. Not like we saw with Trump and Vance with Zelensky. The US know we have a lunatic in office and hoping congress stands up and stop him all his illegal activity.
American commenter expressing ethical approval of Canada's response and criticism of Trump's conduct as immoral and illegal.
@feleciajackson4441
Mar 4, 2025
Very sad to watch a president use the incorrect means of communication to address our president. \nChoosing to pretend that you do not know the use of diplomacy is irresponsible and violent. Meet us with …
Very sad to watch a president use the incorrect means of communication to address our president. \nChoosing to pretend that you do not know the use of diplomacy is irresponsible and violent. Meet us with dignity, face to face and privately like you did with the willing in Europe. Shame on you, again !
Commenter appeals to principles of dignity and responsible diplomacy while criticizing the president's communication approach as irresponsible and violent.
@lauraveale5470
Mar 4, 2025
It never was about the border. He wats to destroy democracy. He loves and sides with Dictators ?
It never was about the border. He wats to destroy democracy. He loves and sides with Dictators ?
Comment frames opposition to a political figure as a moral issue (destroying democracy, siding with dictators) rather than specific policy critique.
@JamesLkjgfhh
Mar 4, 2025
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof …
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof that you entered with your Inuit Visa, oh wait they were killed by you and yet you complain when legal immigrants come. They contribute to the culture of Vancouver, Toronto but you just love to point out Brampton when 0.01% have even seen the place, let alone lived there.
Defense of immigrant contributions and critique of nativist complaints, grounded in fairness and historical justice arguments.
accountebasiceimportante_6613
Feb 17, 2026
13:00 The fact the trafficker has zero shame and asked to meet outside a holy place the sikh temple is despicable. Sikhs are a peaceful respectful people, but these newer generations are arrogant and are …
13:00 The fact the trafficker has zero shame and asked to meet outside a holy place the sikh temple is despicable. Sikhs are a peaceful respectful people, but these newer generations are arrogant and are eroding selfishly the hard work done by assimilated Sikhs generations before. The trafficker needs to goto jail.
Condemns criminal behavior as despicable and unethical while making generational claims about Sikh identity and assimilation.
RemyMartinVSOP
Jan 27, 2026
I think Trump , Vance, Musk, and their supporters are morons. Justin Trudeau correctly reaction to Trump’s stupidity.
I think Trump , Vance, Musk, and their supporters are morons. Justin Trudeau correctly reaction to Trump’s stupidity.
Expresses moral condemnation of Trump and supporters as 'morons' while praising Trudeau's response.
Moral Argument
0.85
@paulmiller3509
Mar 4, 2025
Trump is evil, stupid, racist, idiot, and all the bad words that exist.
Trump is evil, stupid, racist, idiot, and all the bad words that exist.
Expresses strong moral condemnation of Trump using value-laden epithets (evil, racist, stupid) without specific policy critique.
Moral Argument
0.85
@allansworld769
Mar 4, 2025
Canadian here. ??\nTrump forgot 9/11. When American airspace were all closed. We, Canada hosted thousands of crew and passengers with open arms. ❤ We are America’s friend, neighbour and closest ally. This hurts so deep. …
Canadian here. ??\nTrump forgot 9/11. When American airspace were all closed. We, Canada hosted thousands of crew and passengers with open arms. ❤ We are America’s friend, neighbour and closest ally. This hurts so deep. Please someone make this madness stop. How can one source of evil do so much harm and danger to all of humanity. At home in the US and abroad. His evil policies is affecting lives globally in every way - wars, disease, economic meltdown. World is f..king upside down! To all those who still live and support Trump. Wake the f..k up from your Trump Koolaid Coma before we all meet The End.
Commenter shares personal Canadian identity and appeals to ethical principles (friendship, hospitality, humanity) while condemning Trump's policies as morally wrong.
@KA-eu9sy
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
diversity is canadas strength
diversity is canadas strength
Asserts a normative claim about diversity as a national strength, appealing to values of inclusion.
MGTOW-x1z
Feb 18, 2026
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
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
I am so ashamed and infuriated by what is going on in America!! They are going to kill a large majority of our population, way more than fentanyl or criminals! There has to be something …
I am so ashamed and infuriated by what is going on in America!! They are going to kill a large majority of our population, way more than fentanyl or criminals! There has to be something we can do to get them out of our government!! \nAs an American, I would like to apologize for what our government is doing to the world! I voted AGAINST the ?? but I am sorry all the same!
Appeals to ethics and justice ('ashamed and infuriated'), expresses moral concern about government harm, and calls for action to remove officials.
@gritchic
Mar 4, 2025
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
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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)