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, a criminal convicted of sexual abuse, embezzlement, wants to show the world what a good president America has
Trump, a criminal convicted of sexual abuse, embezzlement, wants to show the world what a good president America has
Uses sarcasm to critique Trump's character and fitness for office based on alleged criminal conduct and moral failings.
@mirelastirbu2336
Mar 4, 2025
Donald .. you’re an ***hole !!! When will Americans wake up ? Trump’s quest for “America First” .. will become “America Only”. I would hate to be working on Donald’s security team ✨
Donald .. you’re an ***hole !!! When will Americans wake up ? Trump’s quest for “America First” .. will become “America Only”. I would hate to be working on Donald’s security team ✨
Criticizes Trump's 'America First' policy as ethically problematic and warns of isolationist consequences.
@Ingridvieira310
Mar 4, 2025
As a Brit I'm majorly hacked off at JD Vance for lying today by pretending the UK didn't lose any of our 600+ soldiers who've died in wars of the past few decades. It's getting …
As a Brit I'm majorly hacked off at JD Vance for lying today by pretending the UK didn't lose any of our 600+ soldiers who've died in wars of the past few decades. It's getting personal now.
British commenter expresses moral outrage at perceived disrespect to fallen soldiers, invoking fairness and honor.
@mikefoster6018
Mar 4, 2025
PM Trudeau: I am sorry to put you in this position. You have a clear understanding however, that it is only donald trump bringing on these hideous actions, not American citizens. Let’s hope our Congress …
PM Trudeau: I am sorry to put you in this position. You have a clear understanding however, that it is only donald trump bringing on these hideous actions, not American citizens. Let’s hope our Congress can muster up the courage, like yours, to get donald gone from the Oval.
Appeals to ethics by distinguishing Trump from American citizens while urging Congress to remove him from office.
@ruththomson4601
Mar 4, 2025
Americans love it when someone loses bigger than them. It creates the illusion of success. When billionaires win, they will gaslight the poor that everyone is winning. Trump DOESN'T CARE ABOUT AVERAGE AMERICANS.
Americans love it when someone loses bigger than them. It creates the illusion of success. When billionaires win, they will gaslight the poor that everyone is winning. Trump DOESN'T CARE ABOUT AVERAGE AMERICANS.
Appeals to fairness and justice by criticizing wealth inequality and accusing leaders of gaslighting the poor about economic success.
@newttella1043
Mar 4, 2025
Wow! I have great respect for all the countries coming together as a whole. It's a shame we have such a lousy worthless President. By the way did you MAGA nut jobs hear what a …
Wow! I have great respect for all the countries coming together as a whole. It's a shame we have such a lousy worthless President. By the way did you MAGA nut jobs hear what a real leader sounds like, it's Trudeau not your lunatic President you voted for. Trump would rather destroy his own country instead of bring it together. That's dictatorship not a great leader. We need to get rid of him before this gets worse or it's too late and he refuses to leave.
Appeals to values of unity and leadership while condemning Trump as a dictator; includes implicit call to remove him from office.
@sukiwatson
Mar 4, 2025
Something about white people crying about colonial effects has ZERO sympathy from me! you deserve it Canada
Something about white people crying about colonial effects has ZERO sympathy from me! you deserve it Canada
Appeals to historical justice and argues that white Canadians deserve consequences for colonial actions.
Trip_f
Jan 28, 2026
Canada is speaking truth. Trump is an idiot aligning with Russia.
Canada is speaking truth. Trump is an idiot aligning with Russia.
Praises Canada for 'speaking truth' and condemns Trump with moral language ('idiot'), framing as ethical judgment.
@ertasbestosleadmold4846
Mar 4, 2025
This is very very sad , what's happening here the Canadian and American always get along very well,the enemies love this very bad example.
This is very very sad , what's happening here the Canadian and American always get along very well,the enemies love this very bad example.
Expresses sadness about deteriorating Canada-US relations and appeals to shared values and historical friendship.
@patrickbonterre3267
Mar 4, 2025
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.
Key Impacts of Colonization
Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools.
Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did.
Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation.
Discriminatory Legislation:
The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language.
Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement.
Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced.
Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.
Current Situation and Revitalization Efforts
The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.
The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages.
Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation.
UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Critiques historical colonial policies through a moral lens, emphasizing injustice, trauma, and cultural suppression of Indigenous peoples.
U1sportyvibezz
Feb 11, 2026
It is rare in politics that one side is _objectively_ in the right and the other _objectively_ in the wrong, but here we are.
It is rare in politics that one side is _objectively_ in the right and the other _objectively_ in the wrong, but here we are.
Appeals to objective moral/ethical clarity, framing the dispute as a clear right-versus-wrong situation.
Moral Argument
0.80
@itskarl7575
Mar 4, 2025
I ❤️Hindu. I ❤️ Bharat Christian Chirches did bad to Native Canadians. They killed Native Children and converted their children. 😡
I ❤️Hindu. I ❤️ Bharat
Christian Chirches did bad to Native Canadians. They killed Native Children and converted their children. 😡
Appeals to historical injustices against Native Canadians by Christian institutions while asserting Hindu/Indian identity affirmation.
SiddD-yx3lw
Jan 28, 2026
Canada is being too gentle in its initial response. Why not go full throttle right from the get go. It’s shameful what “the most powerful country in the world”,”the land of the free” or whatever …
Canada is being too gentle in its initial response. Why not go full throttle right from the get go. It’s shameful what “the most powerful country in the world”,”the land of the free” or whatever arrogant nickname the USA wants to go by. It makes me so sad to feel so angry at the USA knowing that so many of its citizens are good, great people. How can a country which has contributed so so much to the world become so reviled? I’m agog.
Critiques USA's moral standing and expresses disappointment in its ethical decline, comparing its ideals to current actions.
@daithiod
Mar 4, 2025
They have prioritized greed over the well-being of their own people. They have chosen hatred over the true American values. It's as easy as that. Global tranquility was shattered when the insidious influence of avarice …
They have prioritized greed over the well-being of their own people. They have chosen hatred over the true American values. It's as easy as that. Global tranquility was shattered when the insidious influence of avarice and animosity corrupted the governing institutions.
Appeals to ethical principles (greed vs. well-being, hatred vs. American values) to critique governance.
@martinamarcucci9110
Mar 4, 2025
As an American we are so wrong
As an American we are so wrong
American commenter expresses moral disapproval of their country's actions, appealing to ethical principles.
@anthonyamaro1771
Mar 4, 2025
What’s this? Friends don’t overcharge their friends.. they should be fair. it’s a two way process. Grow up.
What’s this? Friends don’t overcharge their friends.. they should be fair. it’s a two way process. Grow up.
Appeals to fairness and reciprocity as ethical principles in trade relationships between friends.
Moral Argument
0.80
@goodulot
Mar 4, 2025
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are …
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are white , premiers are white prime ministers are white but somehow a brown or black person working in tim horton is the root of all problems.
Critiques scapegoating of immigrant communities while pointing out that political leadership is predominantly white, appealing to fairness and systemic analysis.
A-jay-i2s
Jan 28, 2026
When your people were going around the world colonizing, raping, murdering, looting and forcing your religion and language on others you said it was for "civilization"... Now people are returning the favor....
When your people were going around the world colonizing, raping, murdering, looting and forcing your religion and language on others you said it was for "civilization"... Now people are returning the favor....
Appeals to historical justice and karma, framing immigration as moral retaliation for colonialism and historical wrongs.
richardderossmensah5213
Jan 28, 2026
It's Karma to White Colonials.
It's Karma to White Colonials.
Frames immigration as karmic justice against 'White Colonials,' using moral reasoning tied to historical identity.
msaadfarrukh963
Jan 28, 2026
Respect to the first indan guy in a blue jacket because he is soeaking facts when you immagrate you assimilate to that countrys standards and culture BEFORE you even THINK abt trying to bring your …
Respect to the first indan guy in a blue jacket because he is soeaking facts when you immagrate you assimilate to that countrys standards and culture BEFORE you even THINK abt trying to bring your own otherwise you couldve just stayed where you were
Appeals to fairness and cultural assimilation as a moral principle immigrants should follow before maintaining their own culture.
kinggamerz2838
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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