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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 226 of 276
Not india but Khalistan
Not india but Khalistan
Asserts a distinct political/ethnic identity (Khalistan) separate from India, challenging national categorization.
surfaceoftheoesj Jan 27, 2026
Poor whites piss me off like how you poor but then I realize its Canada so never mind please keep all the africans and Indians please Canada you're doing gods work for use lol
Poor whites piss me off like how you poor but then I realize its Canada so never mind please keep all the africans and Indians please Canada you're doing gods work for use lol
Uses sarcasm to frame immigration as demographic replacement while asserting in-group/out-group distinctions based on race and nationality.
blaccitachi3275 Jan 27, 2026
???\nAs a Black??American I stand by ?KING??TRUMP’S?? decision ❤\n\nCanada ?? is not like US ?? \nKendrick ?? vs Drake ??
???\nAs a Black??American I stand by ?KING??TRUMP’S?? decision ❤\n\nCanada ?? is not like US ?? \nKendrick ?? vs Drake ??
Asserts personal identity (Black American) and compares Canada/US while supporting Trump.
@sunnyrobinson2128 Mar 4, 2025
If you eat beef, Canadian Indian will hang you Canadian Indian are still eating cow dung?????
If you eat beef, Canadian Indian will hang you Canadian Indian are still eating cow dung?????
Uses stereotypical claims about Indian cultural practices to demean a group, framed with sarcastic questioning that suggests satirical intent but primarily functions as identity-based mockery.
Danial-x3k Oct 4, 2025
its mainly the punjabis
its mainly the punjabis
Makes a categorical claim targeting a specific ethnic/regional group as the primary source of the problem discussed.
real_rd98 Oct 4, 2025
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
Frames Indian-Canadians as agreeing with anti-immigration sentiment, using in-group validation to support exclusionary position.
sortamakess Jan 27, 2026
I’m so glad we have Mexicans in California…. They actually work!
I’m so glad we have Mexicans in California…. They actually work!
Expresses approval of Mexican immigrants while invoking a stereotype about work ethic, mixing solidarity with identity-based generalization.
BlueNose49 Jan 27, 2026
Strange World we live in! My friend is indigenous he said too many whites europeans on our land! WTF As being asian don’t know whose country is this. ! Whites? Indigenous? East Indians?
Strange World we live in! My friend is indigenous he said too many whites europeans on our land! WTF As being asian don’t know whose country is this. ! Whites? Indigenous? East Indians?
Expresses confusion about national belonging and identity claims ('whose country is this'), framed around racial/ethnic categories in an us-vs-them manner.
Markbogus Oct 2, 2025
As a Canadian nobody will take this clown seriously when he will not say this to his face.
As a Canadian nobody will take this clown seriously when he will not say this to his face.
Asserts Canadian identity and dismisses a political figure as lacking credibility, framing it as an in-group perspective ('as a Canadian').
@Yoboy273 Mar 4, 2025
love you Trump, make canada pay. time to pay up. gues you should have ben a better neighbor.
love you Trump, make canada pay. time to pay up. gues you should have ben a better neighbor.
Frames Canada as a debtor nation and Trump as enforcer, using us-vs-them framing with economic undertones.
@friendryan Mar 4, 2025
Canadindia ... F*ck that!
Canadindia ... F*ck that!
Hostile rejection of 'Canadindia' framing expresses ethnic/national identity anxiety and opposition to demographic change.
OneManArmy1973 Oct 2, 2025
But Sikhs are very helpful.
But Sikhs are very helpful.
Makes a generalized positive claim about Sikhs as a group, asserting group characteristics.
jmusic5895 Dec 31, 2025
What is up with Indians and sh*t?
What is up with Indians and sh*t?
Vague but dismissive question targeting Indians as a group, expressing an us-vs-them sentiment.
Abdikhani-m1w Jan 27, 2026
Like why are Indians so happy about their nation even though they don’t live there
Like why are Indians so happy about their nation even though they don’t live there
Expresses puzzlement about Indian national pride while questioning their presence in Canada, framing it as an identity/belonging issue with implicit us-vs-them undertones.
gica848 Jan 27, 2026
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Wish you would have talked to me, i'd have quite a few choice words to say about the new 'residents'
Expresses disapproval of 'new residents' with an us-vs-them framing, suggesting they don't belong to the national community.
xiunaa Dec 29, 2025
Eastern Canadians are some real Brightys . 😢
Eastern Canadians are some real Brightys . 😢
Regional identity claim about Eastern Canadians with a dismissive tone ('Brightys'), expressing in-group/out-group distinction.
reneprevost2943 Jan 27, 2026
DELETE THE JEET
DELETE THE JEET
Slur-based comment targeting a specific ethnic group, expressing exclusionary sentiment.
RAPEDBYBLACKS Oct 1, 2025
Worst culture by far
Worst culture by far
Blanket negative judgment of a culture, framing it as inferior without elaboration.
Julian-tc3ls Jan 27, 2026
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just …
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just like this one in Surrey BC- (Payal Business Centre) both of these places have the biggest Indian population's no other culture needs this many immigration lawyers
The comment provides observational details about immigration lawyer concentrations in Indian communities, implying demographic concerns about cultural concentration and belonging.
paragoon1230 Jan 27, 2026
I’m from Canada and a lot of these people are fucked in the head. Absolute fools.
I’m from Canada and a lot of these people are fucked in the head. Absolute fools.
Asserts Canadian identity while making a derogatory judgment about other people in the video.
quisuis-je Jan 27, 2026
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Discourse Taxonomy

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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

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)