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 biggest shift in demographics happened when Europeans colonised and marginalised the natives!
The biggest shift in demographics happened when Europeans colonised and marginalised the natives!
Invokes historical colonization to contextualize demographic change as morally equivalent to past injustices.
psingh2709
Jan 28, 2026
If legally entered then its not invasion, invasion is what Americans did to wipe out native red Indians.
If legally entered then its not invasion, invasion is what Americans did to wipe out native red Indians.
Defends legal immigration as morally distinct from invasion by comparing it to historical colonization, invoking justice principles.
JaiSahu-f6m
Jan 28, 2026
I think its kinda odd how lit any other ethnicity is able to accommodate to canadian life and customs, canada is like 80% immigrants or children of immogrants yet people ONLY talk about too many …
I think its kinda odd how lit any other ethnicity is able to accommodate to canadian life and customs, canada is like 80% immigrants or children of immogrants yet people ONLY talk about too many indians. I have personally noticed there are a loooot of chinese, filipinos, colombians and mexicans, yet nobody is complaining abt them...
Comment argues for fairness and equal treatment by comparing Indian immigration criticism to other ethnic groups, appealing to principles of non-discrimination.
jahfkabfkag
Jan 28, 2026
bru why yo ass actin like your forefathers didnt come to this land and that too illegally?
bru why yo ass actin like your forefathers didnt come to this land and that too illegally?
Appeals to historical hypocrisy by pointing out that European settlers also arrived illegally, using moral reasoning to challenge anti-immigration sentiment.
soumodihp
Jan 28, 2026
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Criticizes the channel for platforming racist remarks against minorities, appealing to ethical standards about who deserves amplification.
HalalFitLife
Jan 28, 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
Well done Canada ??. It is time to stand up to bullies and unite with true allies that respect you and treat you with dignity. We seem to be dealing with a deranged madman who …
Well done Canada ??. It is time to stand up to bullies and unite with true allies that respect you and treat you with dignity. We seem to be dealing with a deranged madman who should be seeking proper medical treatment in a special medical facility, not ranting and raving in the Oval Office. Call it treason, corruption, greed, weakness, mental instability, cognitive decline, bullying, aggression, spitefulness, vengeance - the only person who should be considering resigning is the out-of-his-depth overpromising & under deliverer convicted sexual felon in the Oval Office who is p!ssing into the tent not out of it, with regards to your old allies.
Appeals to dignity, respect, and ethical principles while praising Canada's stance and condemning another leader's behavior as immoral and unfit.
@KarlPhillips-s7l
Mar 4, 2025
The lady in green, told the truth. "we worked hard, new immigrants don't work hard anymore" well it's because new generation knows how to navigate through the noise and get the things done. I hope …
The lady in green, told the truth. "we worked hard, new immigrants don't work hard anymore" well it's because new generation knows how to navigate through the noise and get the things done. I hope that everybody knows that, even. white in this country are immigrants lol.
Defends new immigrants' work ethic and asserts that all Canadians (including white people) are immigrants, appealing to fairness and shared identity.
ThomasHeisenberg-e5s
Feb 28, 2026
Imagine hating people just because of skin colour. 😂 Don't forget whites also invaded america be calm
Imagine hating people just because of skin colour. 😂 Don't forget whites also invaded america be calm
Appeals to fairness and ethics by criticizing racial discrimination while invoking historical comparisons to contextualize the argument.
barcaculersindia
Jan 28, 2026
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation. Indians …
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation.
Indians who immigrated there aren't gonna take your Tim Hortons or gonna make you chant "Hare Krishna". Bunch of racist edgelords.
Appeals to historical injustice and fairness while challenging nativist identity claims, framing immigration concerns as morally hypocritical.
someone-in-paris-at-moment
Feb 24, 2026
4:56 what an smart this guy is. first a generalization that all hindus eat poop is racist and low iq (if he wants to bring up iq) and what about indian muslims/christians? they are more …
4:56 what an smart this guy is. first a generalization that all hindus eat poop is racist and low iq (if he wants to bring up iq) and what about indian muslims/christians? they are more hygenic and does this guy just reject thim cause of their color?
muslims and arabs literally are cleaner than most whites. we dont walk with crusty bits of poop in our butt we clean it with a bidet
Defends against racist generalizations by appealing to fairness and hygiene standards across religious/ethnic groups, grounded in ethical principles.
misterhister1465
Jan 28, 2026
Another video to spread hatred against Indians.
Another video to spread hatred against Indians.
Accuses the video of spreading hatred, appealing to ethical standards about responsible media representation.
isitharry
Jan 28, 2026
the dude on the bike was honest n straight up, but unnecessarily disrespectful bro😭
the dude on the bike was honest n straight up, but unnecessarily disrespectful bro😭
Commenter acknowledges honesty but critiques disrespectful behavior, making an ethical judgment about appropriate conduct.
TrustethInChristus
Jan 28, 2026
Trump will be history in a short time but the havoc he has wrought will be felt for decades. Most of all, Republicans who supported him will feel the isolation they desire and the cold …
Trump will be history in a short time but the havoc he has wrought will be felt for decades. Most of all, Republicans who supported him will feel the isolation they desire and the cold wind of the world's contempt years after he has rotted in the ground.
Condemns Trump's actions on ethical grounds while predicting long-term negative consequences for his supporters.
@geronimo4511
Mar 4, 2025
When the prime minister asserts that “pragmatism” directs Canada to enter into trade deals and security arrangements with other countries, regardless of their abysmal human rights records, antithetical political ideology, history of infiltration and subversion, …
When the prime minister asserts that “pragmatism” directs Canada to enter into trade deals and security arrangements with other countries, regardless of their abysmal human rights records, antithetical political ideology, history of infiltration and subversion, and predatory and punitive trade practices, accepting - if not welcoming - into Canada those whose values, beliefs and practices are hostile to our own and thus socially destabilizing is a natural adjunct. Immorality is the defining characteristic of Mark Carney and his government.
Frames immigration policy as morally indefensible by arguing that accepting immigrants with different values contradicts ethical principles and national stability.
RagingCanuck
Feb 27, 2026
They come to Canada legally where they get free healthcare and welfare yet , want to go to the USA as someone undocumented. They're selfish and ungrateful. ʻ
They come to Canada legally where they get free healthcare and welfare yet , want to go to the USA as someone undocumented.
They're selfish and ungrateful. ʻ
Frames immigrants as ungrateful and selfish for accessing Canadian benefits while seeking to leave, appealing to fairness and reciprocal obligation.
MichaelLawrence-u3x
Jan 28, 2026
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop …
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop this nonsense mf you will be eliminated racist whity 🤡🤡
Accuses the video of promoting racist stereotypes and calls for ethical treatment, while asserting India's diversity and condemning racism.
BrainyAthelete
Jan 28, 2026
I wish it was noted that the US didn’t launch, rather Trump and…. Did. Americans are not in line with this.
I wish it was noted that the US didn’t launch, rather Trump and…. Did. Americans are not in line with this.
Distinguishes between Trump's actions and American values, appealing to fairness and national identity to defend Americans from blame.
@lindahoytmartin
Mar 4, 2025
US is now part of the axis of evil with Russia. \nPutin, Musk and Trump are evil, traitors to the US, traitors to all democracies.
US is now part of the axis of evil with Russia.
\nPutin, Musk and Trump are evil, traitors to the US, traitors to all democracies.
Makes ethical accusations of evil and betrayal against political figures, framing them as threats to democracy and comparing nations.
@eltodesukane
Mar 4, 2025
0:51 - that INDIAN family froze to death seeking a better life in this place of shelter You’re content getting weaker
0:51 - that INDIAN family froze to death seeking a better life in this place of shelter
You’re content getting weaker
References a tragic real event to critique the video's ethical framing and content quality.
HH-fs1uu
Jan 28, 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)