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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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Identity Assertion

5,512 comments
Page 93 of 276
funny how the white people are talking like they're First Nations people...."they're coming, taking our land, they should go back to their own countries" ?
funny how the white people are talking like they're First Nations people...."they're coming, taking our land, they should go back to their own countries" ?
Uses ironic comparison to highlight perceived hypocrisy in white Canadians claiming native status while opposing immigrant settlement.
SkepticalChris Sep 21, 2025
Im from Chicago, went to Toronto/ Mississagua area for vacation last year in May… lets just say i felt like i was in India lol
Im from Chicago, went to Toronto/ Mississagua area for vacation last year in May… lets just say i felt like i was in India lol
Uses personal travel experience to make an implicit us-vs-them observation about demographic composition and cultural difference.
dannycossyleon9233 Sep 21, 2025
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
Asserts that a specific ethnic/religious group has damaged the reputation of another group and caused racism, framing internal identity divisions.
ysa9 Sep 23, 2025
THE INDIANS HAVE NO MERCY FOR ANYTHING... THEY ARE RUDE AND CHEAP ...
THE INDIANS HAVE NO MERCY FOR ANYTHING... THEY ARE RUDE AND CHEAP ...
Sweeping negative generalization about Indians as a group using stereotypes, presented as factual claims about ethnic character.
occocaubai..8606 Jan 28, 2026
You indeed are r acist and have some deep rooted ha tred aga inst Indians. Yet you whi ne that you aren't r acist.
You indeed are r acist and have some deep rooted ha tred aga inst Indians. Yet you whi ne that you aren't r acist.
Accuses the creator of racism and hatred toward Indians, framing this as an identity/group-based conflict.
mangopudding5979 Jan 27, 2026
Indian can’t build any meaningful stuff other than BS up a career ladder, a parasitic way to take over big corp roles, and then deploy nepotism to make a very established company an Indian tribe
Indian can’t build any meaningful stuff other than BS up a career ladder, a parasitic way to take over big corp roles, and then deploy nepotism to make a very established company an Indian tribe
Makes sweeping stereotypical claims about Indian professionals' competence and ethics, framing them as parasitic and tribal, combining identity-based criticism with unverified assertions.
zhouyou28 Jan 27, 2026
Diab is Lebanese first, Canadian second. She is a good example of a fools cabinet, DEI hire. Get the liberals out, fast
Diab is Lebanese first, Canadian second. She is a good example of a fools cabinet, DEI hire. Get the liberals out, fast
Asserts that a political figure's ethnic identity supersedes Canadian identity and uses identity-based framing to criticize hiring practices.
ConsultechEnterprises Mar 3, 2026
POOJEETS CRIMINALS 🤣💩
POOJEETS CRIMINALS 🤣💩
Uses derogatory slur and makes sweeping false criminal allegations against Indian immigrants with emoji mockery.
mrxtendoW Jan 28, 2026
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their …
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their way in and game the system for everything they can get.
Contrasts 'original' versus 'new' immigrants using stereotypical characterizations (arrogant, scammers) to assert cultural/generational identity boundaries.
sauronthegreat5799 Sep 22, 2025
We all whites should go to india africa and all the musliam countries and make them better again becaue all those people are takeing tax payers money to not work or to set there familys …
We all whites should go to india africa and all the musliam countries and make them better again becaue all those people are takeing tax payers money to not work or to set there familys up for free
Asserts racial/ethnic identity ('whites') and proposes reverse colonization while making false claims about immigrant welfare dependency.
nr531 Jan 28, 2026
I'm a Republican conservative who hasn't recognized this party for the last ten years. True conservatives would have rallied alongside Democrats against Russia. True conservatives valued patriotism, not populism. True conservatives valued family, not the …
I'm a Republican conservative who hasn't recognized this party for the last ten years. True conservatives would have rallied alongside Democrats against Russia. True conservatives valued patriotism, not populism. True conservatives valued family, not the widely accepted sexual scandals behind Trump and Musk. True conservatives valued solidarity with our allies, not scorning them. \n\nTrue conservatives were reasonable, warm, and cared about our country. What they call conservatives today, I do not recognize at all. I must not be a conservative anymore.
Primarily asserts a shifting political identity and rejects current conservative movement, with secondary moral critique of values.
@oldsk00l Mar 4, 2025
In Malaysia we take Indians anyday than Muslim, which are the worst human being
In Malaysia we take Indians anyday than Muslim, which are the worst human being
Comparative ranking of ethnic/religious groups with dehumanizing language toward Muslims.
thomaswoods8276 Jan 27, 2026
I am a Native American and WE DONT STAND WITH TRUMPS REGIME!!!
I am a Native American and WE DONT STAND WITH TRUMPS REGIME!!!
Asserts Native American identity and explicitly distances that group from Trump's policies, using identity-based framing.
@ogemaweyaus4105 Mar 4, 2025
People just have a problem with white people for no reason. Especially when all are equal in the eyes of God.
People just have a problem with white people for no reason. Especially when all are equal in the eyes of God.
Makes claims about racial discrimination and equality, framing an us-vs-them dynamic while invoking religious moral authority.
Benjamin-j7u8q Feb 7, 2026
The problem is the don’t assimilate. They stick to their own and only speak their language! They should have all just stayed in Indian! 🤮
The problem is the don’t assimilate. They stick to their own and only speak their language! They should have all just stayed in Indian! 🤮
Frames immigrants as threatening cultural cohesion through language and community separation, with dismissive language suggesting us-vs-them boundary-drawing.
EddieMalone-uu8on Sep 24, 2025
We must yeet the jeet
We must yeet the jeet
Uses slang to call for removal of a specific ethnic group, combining dehumanizing language with attempted humor.
lewismyers2325 Jan 27, 2026
Wow . Pagan idols in a Christian country
Wow . Pagan idols in a Christian country
Asserts religious/cultural identity boundaries by framing religious symbols of immigrants as incompatible with national Christian identity.
ChristopherJordans Jan 28, 2026
id rather live with indians than muslims
id rather live with indians than muslims
Ranks ethnic/religious groups in a hierarchy of preference, asserting relative belonging and acceptability.
muma--1-Tv Jan 29, 2026
We don't need people who worship cow dung as sacred.
We don't need people who worship cow dung as sacred.
Derogatory statement about Hindu religious practices used to delegitimize a group's presence.
BasedMisatoSpeaks1488 Feb 28, 2026
No non Canadian should get more than tax paying Canadian citizens Feel different? Then you pay for their coverage
No non Canadian should get more than tax paying Canadian citizens Feel different? Then you pay for their coverage
Asserts that Canadian taxpayers should receive priority over non-Canadians, framing a clear us-vs-them distinction based on citizenship.
MarieAnderson-s3g Feb 25, 2026
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Category Distribution

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Classifier Confidence

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)