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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 51 of 276
Indians are in fact not nice people, as a Canadian I can confirm this and I'm not sure why everyone disagrees. They only hire each other, they are extremely rude and refuse to interact with …
Indians are in fact not nice people, as a Canadian I can confirm this and I'm not sure why everyone disagrees. They only hire each other, they are extremely rude and refuse to interact with anyone who isn't them, and they bring their class system they have in India here as well. They are some of the worst people I have ever had the displeasure of dealing with.
Sweeping negative generalization about an ethnic group based on claimed personal experience, asserting cultural/behavioral differences and in-group identity.
cen0b1te5 Jan 27, 2026
Hot take: saying that you don’t want Indians (who some are rude) in your country ISNT RACIST
Hot take: saying that you don’t want Indians (who some are rude) in your country ISNT RACIST
Asserts that criticizing a specific ethnic group is not racist, framing group-based exclusion as acceptable identity-based preference.
roarandredeem Jan 27, 2026
Canada's No 1 racist is Justin Trudeau!
Canada's No 1 racist is Justin Trudeau!
Accusation framing a political leader as embodying racism, blending identity and moral claims.
TheBearDenPhotography Feb 27, 2026
White/pale people fatigue is REAL
White/pale people fatigue is REAL
Expresses demographic anxiety and racial/ethnic resentment framed as 'fatigue' with white/pale people displacement.
AllAboutTheJourneyy Jan 28, 2026
I stand with Trump and Putin
I stand with Trump and Putin
Declares political allegiance and positioning within a geopolitical us-vs-them framework.
@monsterkillsports3499 Mar 4, 2025
Absolute parasites
Absolute parasites
Dehumanizing language framing immigrants as parasites, combining hostile identity framing with threat rhetoric.
DC2926-l9p Feb 4, 2026
White cum faced fuckers shouldnt be barking yall destroyed the native red indians to live here now dont bark when other races come and live here . Had it been muslims you would have spread …
White cum faced fuckers shouldnt be barking yall destroyed the native red indians to live here now dont bark when other races come and live here . Had it been muslims you would have spread ur legs for them 😂😂
Invokes historical injustice against Indigenous peoples to challenge white Canadians' right to oppose immigration, using sarcasm and racial framing.
Dani_Rojas_3 Feb 4, 2026
The United States is tired of being taken advantage of and we have a real president now so you just going to have to deal with it matter of fact the whole world's going to …
The United States is tired of being taken advantage of and we have a real president now so you just going to have to deal with it matter of fact the whole world's going to have to deal with it
Asserts American national identity and superiority ('real president'), positioning the US against other nations in a hierarchical framing.
@moonchild2020 Mar 4, 2025
5:49 Ignorant white racist man
5:49 Ignorant white racist man
Makes a character judgment based on perceived race and ideology, asserting moral disapproval through identity-based framing.
Subway_B Jan 27, 2026
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal …
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal life like we used to in Canada.
Makes sweeping negative claims about Indian culture and religion while framing exclusion as logical rather than racist.
arkhamxavier3066 Feb 3, 2026
Canadian here, my local malls food court used to include subway, Mary browns, Tim’s hortons etc… today, it’s all foreign food places and you can barely read any of the names of each spot. Liberalism …
Canadian here, my local malls food court used to include subway, Mary browns, Tim’s hortons etc… today, it’s all foreign food places and you can barely read any of the names of each spot. Liberalism ruined Canada.
Personal observation framed as cultural displacement with nationalist critique, asserting Canadian identity concerns about foreign presence.
MXe-g9k Jan 27, 2026
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
Comment frames ethnic groups as bearing negative stereotypes and compares how quickly one group replaced another in public perception.
oscarduh8696 Feb 3, 2026
repugs are NOT Americans. \n \nREPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS!
repugs are NOT Americans. \n \nREPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS! REPUGS ARE NOT AMERICANS!
Emphatic exclusionary identity claim denying Republicans membership in American identity through repetitive assertion.
@ns281 Mar 4, 2025
I am proud to be a Canadian and stand forever with my beloved country.
I am proud to be a Canadian and stand forever with my beloved country.
Expresses national pride and belonging to Canada, asserting Canadian identity.
@SilkRoadAN Mar 4, 2025
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican …
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican or even Chinese.
Asserts Canadian national identity as threatened by immigrant presence and demographic change, framed as us-vs-them.
arcane3877 Jan 27, 2026
Le Canada est notre ami, vive le Canada, la Russie n’est pas notre amie. putain Poutine
Le Canada est notre ami, vive le Canada, la Russie n’est pas notre amie. putain Poutine
Asserts national allegiance to Canada and positions Russia/Putin as adversary, framing geopolitical identity.
@davidewersphotography Mar 4, 2025
I'm an American and I stand with America. Anybody who lives in America and doesn't stand for America can GTFO.
I'm an American and I stand with America. Anybody who lives in America and doesn't stand for America can GTFO.
Strong us-vs-them framing asserting American national loyalty and exclusionary stance toward dissenters.
@ReverendAlfSharpton Mar 4, 2025
When this video goes down you peoples question ceo of youtube (who is indian) but now video is again on YouTube now will you praise that ceo?? Question to you all white peoples
When this video goes down you peoples question ceo of youtube (who is indian) but now video is again on YouTube now will you praise that ceo?? Question to you all white peoples
Uses racial categorization ('white peoples') and frames a scenario around ethnic/national identity while questioning fairness.
RishabhAgnihotri-e6m Feb 3, 2026
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
Comment makes comparative claims about ethnic/religious groups and implies differential treatment based on identity categories, with undertones of threat/concern.
forthealphas Feb 3, 2026
Who the fuck is cleaning the whole Canada like their own home….aren’t Eritreans !!
Who the fuck is cleaning the whole Canada like their own home….aren’t Eritreans !!
Makes an ethnic/national identity claim about Eritreans and cleanliness, framing immigrants as outsiders not caring for Canada.
AlexanderKidane-g7h Jan 30, 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)