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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 8 of 276
Proud Canadian here!!!
Proud Canadian here!!!
Simple assertion of Canadian national pride and identity.
@katherinemarie1471 Mar 4, 2025
Not like it has to be said but basically, diversity in white countries = worse
Not like it has to be said but basically, diversity in white countries = worse
Explicit us-vs-them framing asserting that diversity in white countries is negative, rooted in racial identity politics.
FreddyMcDeady Feb 7, 2026
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
Makes sweeping claims about White Christian identity under threat from cultural/demographic change, framing immigration as psychological warfare.
juststuff01 Oct 1, 2025
I'll take indians over black
I'll take indians over black
Comparative ranking of ethnic/national groups expressing preference based on identity categories.
Red-Ranger444 Feb 3, 2026
Brampton is a window into the dystopian future that awaits the rest of Canada. Canada is losing its heritage and its original settler population which makes Canada what it is. People aren't interchangeable units who …
Brampton is a window into the dystopian future that awaits the rest of Canada. Canada is losing its heritage and its original settler population which makes Canada what it is. People aren't interchangeable units who can be shifted around without anything changing; Brampton being full of gurdwaras and hindu temples should make that pretty obvious.
Expresses demographic anxiety about loss of Canadian heritage and 'original settler population,' framing immigration as cultural replacement threat.
declanstewart5690 Oct 1, 2025
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
Patriotic assertion of Canadian identity and pride in national values, with emotional affirmation of belonging.
@lillybattle1570 Mar 4, 2025
Canada was built by white people and must stay WHITE !!
Canada was built by white people and must stay WHITE !!
Explicit white nationalist claim asserting racial ownership of Canada and demographic preservation anxiety.
MisterRisky Oct 2, 2025
Vive la Canada!
Vive la Canada!
Patriotic assertion of Canadian identity and national pride.
@shmandyfer1 Mar 4, 2025
Fuckin mayo monkey
Fuckin mayo monkey
Comment uses a racial slur to demean a group, asserting ethnic/racial identity boundaries through dehumanizing language.
SS-eu2ef Feb 3, 2026
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
Dehumanizing ethnic stereotyping with hostile language targeting a specific group's appearance and character.
Pavel.l445-j7h Feb 7, 2026
Indians should mever have been allowed to enter Canada, ever.
Indians should mever have been allowed to enter Canada, ever.
Expresses exclusionary us-vs-them framing targeting a specific ethnic group with a blanket rejection statement.
DianDong-i4o Oct 2, 2025
They should stay in their shiithole
They should stay in their shiithole
Dehumanizing statement using ethnic slur to demand exclusion of a national group.
Pavel.l445-j7h Feb 7, 2026
Tyler is a piece of shiit but he was able to CONFIRM HOW SHIITTYY THESE FVCKING INDIANS ARE!!!
Tyler is a piece of shiit but he was able to CONFIRM HOW SHIITTYY THESE FVCKING INDIANS ARE!!!
Hostile ethnic stereotyping claiming confirmation of negative generalizations about a specific immigrant group.
Pavel.l445-j7h Feb 7, 2026
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Explicit racial hierarchy assertion with white identity framing, deportation demands, and conspiracy-like threat narrative about demographic replacement.
doomguy-m8s Feb 4, 2026
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
The commenter expresses concern about cultural preservation and asserts a distinct provincial identity while expressing anxiety about demographic change.
skellybone10vanderveen8 Feb 4, 2026
Not immigrants you mean Indians
Not immigrants you mean Indians
Reframes 'immigrants' as specifically 'Indians,' asserting ethnic/national identity distinction and implying targeted criticism.
Ohmygod317 Aug 25, 2025
Trudeau is a beta male cuck. He is a simp.\nTrump is an Alpha that can go full sigma.
Trudeau is a beta male cuck. He is a simp.\nTrump is an Alpha that can go full sigma.
Uses gendered insults and alpha/sigma male framing to assert opposing identities and values between Trudeau and Trump.
@rashidasamuels7034 Mar 4, 2025
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Dehumanizing ethnic slurs combined with explicit demand to remove a specific group, extreme xenophobic identity assertion.
magnanimousq Jan 27, 2026
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
Hostile us-vs-them framing with ethnic slur, asserting national belonging and exclusion.
deepdive5riku Jan 27, 2026
They're not Indian, They're Khalistani
They're not Indian, They're Khalistani
Makes a categorical claim denying Indian identity and asserting a separate Khalistani identity.
Aastha_9058 Feb 6, 2026
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Discourse Taxonomy

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Category Distribution

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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)