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
The ignorant remarks towards sub-saharan Africans is wild. Says a lot about the guy's IQ
The ignorant remarks towards sub-saharan Africans is wild. Says a lot about the guy's IQ
Criticizes the video creator's remarks as ignorant and questions their credibility, appealing to fairness and respect.
gudbadtheatre
Jan 27, 2026
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
There's nothing wrong about going abroad in search of greener pastures (most do that, no?) but I don't get the idea of bringing the culture that screws up the home country to the new place …
There's nothing wrong about going abroad in search of greener pastures (most do that, no?) but I don't get the idea of bringing the culture that screws up the home country to the new place --> and turn it into the place they're escaping from.
Let's face it: politics is one of the problems, but you can't blame that fully for lack of civic sense?
Commenter raises ethical concerns about cultural integration and civic responsibility, questioning whether immigrants should replicate problematic practices from their origin countries.
DarkZeroHero
Jan 27, 2026
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
Trump's actions are not those of an ally. He's a terrorist that wants to annex Canada like Putin did with Ukraine.
Trump's actions are not those of an ally. He's a terrorist that wants to annex Canada like Putin did with Ukraine.
Uses moral language ('terrorist,' 'ally') to condemn a political figure's actions while expressing security concerns about annexation.
@c.h.5389
Mar 4, 2025
The side effect of pushing people and countries away is that they learn to live without you.
The side effect of pushing people and countries away is that they learn to live without you.
Offers a cautionary moral principle about consequences of alienating allies, framed as wisdom about international relationships.
@WanderlusttheWorld
Mar 4, 2025
False narratives on so many levels on this posting. Racist. You don't "jump the border". I guess white immigrants are OK for caucasian racists? Don't pay taxes? Nonsense.
False narratives on so many levels on this posting. Racist. You don't "jump the border". I guess white immigrants are OK for caucasian racists? Don't pay taxes? Nonsense.
Critiques the video's framing as racist and argues for equal treatment of all immigrants regardless of ethnicity.
terrygelinas4593
Oct 6, 2025
Bravo. Well said. I am ashamed of our government and the Americans who inflicted dt and his regime on all Americans by voting him in once again. Shameful Dangerous and we and our allies will …
Bravo. Well said. I am ashamed of our government and the Americans who inflicted dt and his regime on all Americans by voting him in once again. Shameful Dangerous and we and our allies will all suffer for it.
Expresses shame about US government and Trump's election, framing it as morally wrong and dangerous to allies.
@marci5439
Mar 4, 2025
Thats a wrong way to put in “country is shit hole”. Once you all came from shit hole too and killed millions of natives, at least Indians are not doing that with you. History repeats…
Thats a wrong way to put in “country is shit hole”. Once you all came from shit hole too and killed millions of natives, at least Indians are not doing that with you.
History repeats…
Appeals to historical fairness and hypocrisy, comparing Canada's colonial past to current immigration criticism.
Xavier-f8t7c
Oct 4, 2025
i cant believe the orange idiot actually went through with it. WHAT A NATIONAL EMBARRASSMENT YA'LL VOTED FOR. I am disgusted by and for you. America is now a nation in rapid decline. FAFO you …
i cant believe the orange idiot actually went through with it. WHAT A NATIONAL EMBARRASSMENT YA'LL VOTED FOR. I am disgusted by and for you. America is now a nation in rapid decline. FAFO you fools
Appeals to national shame and moral judgment about political choices, framing decline as ethical failure.
@beststagepresence
Mar 4, 2025
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
Appeals to historical injustice and hypocrisy, arguing that Western criticism of Indian immigration is morally inconsistent given colonial history.
MrDecom002
Jan 29, 2026
The guy was a bike morally bankrupt and racist guy and openly anti Eritrean. What does he knows about Eritrea? Nothing.
The guy was a bike morally bankrupt and racist guy and openly anti Eritrean. What does he knows about Eritrea? Nothing.
Criticizes an individual for racism and moral bankruptcy, questioning their credibility on Eritrean matters.
yirgaalembirhane6851
Feb 28, 2026
That makes Donald Trump the dumbest person to ever occupy the Oval office in history. What a shame!!!! I am proud of Justin Trudeau.
That makes Donald Trump the dumbest person to ever occupy the Oval office in history. What a shame!!!! I am proud of Justin Trudeau.
Moral judgment of Trump's intelligence paired with pride in Canadian leadership's ethical stance.
@Hurdles_in_Life
Mar 4, 2025
All free world leaders know that that Trump is an Orange Dimwit and Putins puppet. Hopefully, the MAGA cult wakes up and sees what they voted for and the harm that blob of stupidity is …
All free world leaders know that that Trump is an Orange Dimwit and Putins puppet. Hopefully, the MAGA cult wakes up and sees what they voted for and the harm that blob of stupidity is doing.
Appeals to ethical judgment ('harm') while urging the 'MAGA cult' to recognize wrongdoing, combining moral critique with persuasion.
@schlatz2786
Mar 4, 2025
If I was the government of India I would be embarrassed.. I'm on my best behavior in another country.. it's all about respect
If I was the government of India I would be embarrassed.. I'm on my best behavior in another country.. it's all about respect
Appeals to respect and proper behavior as ethical principles, comparing immigrant conduct to expected standards.
solos7685
Oct 4, 2025
This is the dumbest and cruelest president ever in USA. Off with his head if he wants to act like King! Metaphorically
This is the dumbest and cruelest president ever in USA. Off with his head if he wants to act like King! Metaphorically
Condemns the president's actions as cruel and unjust (moral judgment), with a metaphorical call for removal presented somewhat sarcastically.
@veganspace
Mar 4, 2025
Too bad the real Canadians, First Nation people were killed, raped, push out of their land.
Too bad the real Canadians, First Nation people were killed, raped, push out of their land.
Invokes historical injustices against Indigenous peoples as a moral counterpoint to current immigration debates.
AndrewRichard-z8p
Oct 3, 2025
If you have to pay for friends they are not your friend common sense
If you have to pay for friends they are not your friend common sense
Applies a moral principle about authentic friendship to critique transactional relationships, using common-sense ethics.
Moral Argument
0.80
@myfamilyisthebest2931
Mar 4, 2025
As an immigrant, I support deporting immigration scammers
As an immigrant, I support deporting immigration scammers
Immigrant asserting ethical position that fraudsters should face consequences, framed as justice principle.
Whatifitoldyu
Oct 1, 2025
Trudeau is a true statesman. He is eloquent and respectable. He tells the truth and I believe him.
Trudeau is a true statesman. He is eloquent and respectable. He tells the truth and I believe him.
Commenter praises Trudeau using moral and character-based language (eloquent, respectable, truthful) to express support.
@kalindaburtenshaw4392
Mar 4, 2025
Compare Videos
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)