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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 48 of 276
Indigenous American here. I support President Trump and THE UNITED STATES ??. I dont believe an iota of what comes out of Canada's Fidel Castro Jr.'s split tongue.
Indigenous American here. I support President Trump and THE UNITED STATES ??. I dont believe an iota of what comes out of Canada's Fidel Castro Jr.'s split tongue.
Commenter asserting Indigenous identity and political allegiance to Trump while rejecting Canadian leadership through derogatory framing.
@alexjb99 Mar 4, 2025
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us …
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us have
Commenter expresses displacement anxiety and us-vs-them framing, claiming native citizens are being marginalized in their own country.
86TheMedia Feb 7, 2026
We need white people back
We need white people back
Expresses ethnic/racial identity preference and implicit demographic anxiety about white representation.
WD40318 Feb 7, 2026
I stand with President Trump ????MAGA
I stand with President Trump ????MAGA
Expresses political allegiance and identity through support for Trump and MAGA slogan, framing in-group affiliation.
@joseramos4537 Mar 4, 2025
I'm Canadian. If this is what colonization feels like, it fucking sucks man.
I'm Canadian. If this is what colonization feels like, it fucking sucks man.
Canadian identity assertion combined with a moral complaint framing immigration as harmful colonization.
TaylorWilliamWright Feb 7, 2026
These indians are the worst individuals in Canada! Tyler retard, can you do a better job in showing how bad they are!just like you!! 😂😂😂
These indians are the worst individuals in Canada! Tyler retard, can you do a better job in showing how bad they are!just like you!! 😂😂😂
Hostile ethnic generalization mixed with sarcastic mockery of both the group and the content creator.
Pavel.l445-j7h Feb 7, 2026
Who’s ever on Ukraine or Canada or even Mexico side but lives in America!!\nLEAVE!!\nI bet you won’t go fight the Ukrainian war,\nI bet you won’t leave America to live in Canada or Mexico!\n So the …
Who’s ever on Ukraine or Canada or even Mexico side but lives in America!!\nLEAVE!!\nI bet you won’t go fight the Ukrainian war,\nI bet you won’t leave America to live in Canada or Mexico!\n So the people that live in America that is talking all this trash your opinion don’t mean shit if your actions are not backing up what you’re saying!! \nWe Americans want America first!!
Asserts American national priority and challenges the loyalty of those who support other nations, using us-vs-them framing.
@elijahyonko9261 Mar 4, 2025
White people also invade Canada and the USA they aren't a native population there. go back to Europe 🗡️🗡️
White people also invade Canada and the USA they aren't a native population there. go back to Europe 🗡️🗡️
Makes a counter-argument about European/white settlement as invasion, asserting competing claims to national belonging and native status.
SmgtGt Feb 7, 2026
Canadians are sick of them
Canadians are sick of them
Claims collective Canadian sentiment against immigrants using us-vs-them framing with vague negative characterization.
Diane-re7xz Feb 6, 2026
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
THEY ARE NOT INDIANS THEY ARE KHALISTANIS PLEASE STOP BLAMING HINDU'S PLEASE, KHALISTANIS ARE THR PROBLEM NOT HINDUS.
Distinguishes between ethnic/religious groups (Indians vs. Khalistanis, Hindus) to redirect blame away from one community.
WARDEMON141 Feb 7, 2026
and now the cumskins think they are superior
and now the cumskins think they are superior
Uses derogatory racial language to assert group superiority/inferiority dynamics and express resentment toward a perceived dominant group.
StraightOuttaPind Feb 6, 2026
My man here says lets ask some native Canadians then goes to ask some white people... 👍🏾
My man here says lets ask some native Canadians then goes to ask some white people... 👍🏾
Critiques the video's framing by pointing out racial inconsistency in who is considered 'native Canadian,' using sarcasm.
moh6233 Feb 4, 2026
Well spoken. We Canadians stand strong.
Well spoken. We Canadians stand strong.
Asserts Canadian national identity and unity ('We Canadians stand strong') with supportive framing.
@TheIronSlob Mar 4, 2025
Good to see whites getting fcuked by indians 😂😂😂😂😂😂
Good to see whites getting fcuked by indians 😂😂😂😂😂😂
Uses racial framing and celebratory tone about demographic change, employing humor to express ethnic/national identity concerns.
bablublast69 Feb 25, 2026
These whites are getting back what they deserve 😂😂
These whites are getting back what they deserve 😂😂
Uses racial framing with retributive sentiment toward white people, asserting historical justice through demographic reversal.
Manish-qe5lz Feb 7, 2026
I have np with whatever race that wants to come to Canada, but my problem with the Indians is that when. They get jobs they only hire their own once they get in, and when …
I have np with whatever race that wants to come to Canada, but my problem with the Indians is that when. They get jobs they only hire their own once they get in, and when there are other races at the job, they give all that work to the other race and talk in their language all day not a good feeling
Claims about in-group hiring practices and cultural separation by Indian immigrants, framed as a threat to workplace inclusion and national cohesion.
leeshluvs384 Feb 6, 2026
You cannot reason with a tiger when your head is in its mouth! Mange la merde, Trump! Sincerely, Proud and Pissed Canuck.
You cannot reason with a tiger when your head is in its mouth! Mange la merde, Trump! Sincerely, Proud and Pissed Canuck.
Asserts Canadian identity and pride while using sarcastic/humorous language to critique Trump.
@michaelmarceau6363 Mar 4, 2025
Image of punjabi in canada is worst now stop going there better remigrate to our own country
Image of punjabi in canada is worst now stop going there better remigrate to our own country
Asserts negative identity claims about Punjabis in Canada and frames immigration as a threat, recommending return migration.
hariomsingh4042 Feb 4, 2026
It wouldn't be so bad if they were good hearted people like most other immigrant groups. Turns out they are just looking for ways to undermine you somehow, like you are in a corporate office, …
It wouldn't be so bad if they were good hearted people like most other immigrant groups. Turns out they are just looking for ways to undermine you somehow, like you are in a corporate office, but it's the whole country instead of an office.
Frames immigrants as fundamentally different and threatening to national cohesion, using us-vs-them language about undermining the country.
wishwewere1256 Jan 27, 2026
As an American citizen, we don’t want this either. But YOU have chosen this path with how you chose to deal with The U.S. this is on you Trudeau for the way you treated us …
As an American citizen, we don’t want this either. But YOU have chosen this path with how you chose to deal with The U.S. this is on you Trudeau for the way you treated us all 4 years of Biden’s presidency. We are proud of our president taking a stand to jerks like you.
Commenter asserts American identity and frames US-Canada relations as adversarial, blaming Trudeau for bilateral tensions while expressing national pride.
@tylerboyer277 Mar 4, 2025
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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)