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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 74 of 276
Nobody wants Indians in their country
Nobody wants Indians in their country
Sweeping generalization about national/ethnic rejection framed as a universal fact, expressing exclusionary identity boundaries.
userdata5023 Jan 27, 2026
In Canada every Tim Hortons is like that it's become known as Singh Hortons Also real native Canadians don't like the word "assimilate" after what was done to the indigenous
In Canada every Tim Hortons is like that it's become known as Singh Hortons Also real native Canadians don't like the word "assimilate" after what was done to the indigenous
Asserts ethnic/cultural identity concerns (naming Tim Hortons after Singh) and invokes historical injustice to indigenous peoples as a moral counterpoint to assimilation discourse.
Dizxc Jan 27, 2026
Indians want to turn Canada into the same place they left... while getting paid for the privilege.
Indians want to turn Canada into the same place they left... while getting paid for the privilege.
Makes a sweeping claim about immigrant intentions ('turn Canada into the same place') without evidence, framed as group behavior.
spoonsarefun Jan 27, 2026
They are Punjabis not indians
They are Punjabis not indians
Asserts a distinction between Punjabi and Indian identity, establishing categorical boundaries.
habnigga9349 Jan 27, 2026
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Claims that Surrey and Brampton 'belong to Punjab,' asserting ethnic/cultural territorial claims with implicit threat framing.
YRPAudit Jan 27, 2026
Send them back if they hate us and want to take are country they are not friends but enemies
Send them back if they hate us and want to take are country they are not friends but enemies
Frames immigrants as enemies seeking to take over the country, with conditional call for deportation based on loyalty.
AaronChapman-y3t Sep 4, 2025
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Addresses identity contradictions and xenophobic labeling, warning a Hispanic commenter they too are viewed as invaders by white racists.
siddharthsharma6171 Jan 27, 2026
muslims should be deported
muslims should be deported
Calls for deportation of a specific religious group, making an explicit identity-based assertion about who should be excluded.
manatwork5393 Sep 9, 2025
Canadian Sikhs wants punjab to sikh state but don't want to leave canada !! Also majority of them arnt indians they're Canadian Sikhs .
Canadian Sikhs wants punjab to sikh state but don't want to leave canada !! Also majority of them arnt indians they're Canadian Sikhs .
Makes claims about Sikh identity, national loyalty, and distinguishes between ethnic and national categories in an us-vs-them framing.
Arain221 Jan 27, 2026
IF YOU WANT SHARIA LAW GO BACK TO YOUR DAMA COUNTRY😅
IF YOU WANT SHARIA LAW GO BACK TO YOUR DAMA COUNTRY😅
Frames immigrants as incompatible with Canadian values (Sharia law) and uses exclusionary language ('go back'), asserting cultural/national identity boundaries.
kevinsloan8902 Sep 9, 2025
guess what ! the wokie liberal gov't doesn't care about you real canadians ! its their precious miugrants they want & love ! real canaDIANS ARE BEING REPLACED ! SO WHY WOULD ANY GOV'T CARE …
guess what ! the wokie liberal gov't doesn't care about you real canadians ! its their precious miugrants they want & love ! real canaDIANS ARE BEING REPLACED ! SO WHY WOULD ANY GOV'T CARE ABOUT REAL CANADIANS ! YU DONT MATTER ANYMORE !!!
Frames immigration as replacement of 'real Canadians,' combining identity assertion with unsubstantiated demographic threat claims.
JamesWooldridge-l6o Sep 8, 2025
Canada is a state of America
Canada is a state of America
Makes a claim about Canada's political status/identity in relation to the United States, asserting a hierarchical relationship.
@MdIslam-gc5qh Mar 4, 2025
Embarrassed to be an American.
Embarrassed to be an American.
Expresses shame about national identity and belonging, framing oneself as distinct from American identity.
@jenniferturek2917 Mar 4, 2025
F MAGA and its cultists
F MAGA and its cultists
Expresses rejection of MAGA movement and its supporters, using strong in-group/out-group framing against a political identity.
@Grillinnap Mar 4, 2025
About Prince George, it’s so true, Indians are all over the place. Regarding Prince George, it is indeed accurate that Indians are widely dispersed throughout the region.
About Prince George, it’s so true, Indians are all over the place. Regarding Prince George, it is indeed accurate that Indians are widely dispersed throughout the region.
Comment makes an ethnic/demographic observation framing Indians as visibly dominant in a region, using us-vs-them demographic framing.
lalaberrys7759 Sep 10, 2025
I’m transnational. I’m from Canada ?? Now
I’m transnational. I’m from Canada ?? Now
Asserts transnational identity with emphasis on Canadian belonging and national affiliation.
@robotbytch5712 Mar 4, 2025
It’s not racist to not want your country to turn into India
It’s not racist to not want your country to turn into India
Frames opposition to immigration as a defense of national identity and character, using comparative framing to express demographic anxiety about cultural transformation.
Deathlobster137 Jan 27, 2026
This is how a GREAT LEADER of the GREATEST FREEDOM WORLD should act!
This is how a GREAT LEADER of the GREATEST FREEDOM WORLD should act!
Asserts national pride and frames Canada as embodying freedom and greatness, with implicit us-vs-them comparison.
@P.O.Mby9 Mar 4, 2025
African is problem
African is problem
Minimal statement asserting a negative group identity claim with implicit threat framing.
dsadhakaspaceagency5743 Jan 27, 2026
To put one thing to rest. This is about the Muslims. They simply move here to make there culture and religion the majority. It is the war without guns. They are the only culture that …
To put one thing to rest. This is about the Muslims. They simply move here to make there culture and religion the majority. It is the war without guns. They are the only culture that does this. All this other stuff is bad politics and policies. Thank Justin and Carney. Wake up and vote.
Frames Muslims as a monolithic threat attempting cultural/religious takeover (identity assertion), invokes existential danger (fear), and urges voting action.
gordonsmith103 Sep 9, 2025
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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)