Research Tools
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
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.
Identity Assertion
0.85
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
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
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.
Identity Assertion
0.85
Arain221
Jan 27, 2026
Be patient. In 20 years, Canada will be New Delhi. 2.0 seems to be good. I love Indian culture.😢
Be patient. In 20 years, Canada will be New Delhi. 2.0 seems to be good. I love Indian culture.😢
Expresses demographic anxiety about Canada becoming 'New Delhi' while asserting cultural identity concerns, with comparative framing to India.
UuioGHui676
Aug 25, 2025
Don’t come to my Canada if you adore your native culture. Stay where ever you are.
Don’t come to my Canada if you adore your native culture. Stay where ever you are.
Establishes exclusionary criteria for belonging to 'Canada' based on cultural assimilation, framing national identity as incompatible with cultural pluralism.
christee9467
Aug 26, 2025
Well don't feel like that anymore, time to get racist , it's the only way to get these people out!!!!
Well don't feel like that anymore, time to get racist , it's the only way to get these people out!!!!
Advocates for discriminatory action framed as necessary to remove 'these people,' expressing xenophobic identity-based sentiment.
randalheggie3268
Aug 25, 2025
Don’t give them anything when they come full stop 🛑. The Europeans started from scratch and built their own success
Don’t give them anything when they come full stop 🛑. The Europeans started from scratch and built their own success
Asserts a nationalist us-vs-them framing ('Europeans built their own success') while critiquing immigration policy, with emphasis on exclusionary identity claims.
jenniferjohnson5961
Aug 26, 2025
Which immigrants??? All Immigrants!! Or those that are less white than you???
Which immigrants???
All Immigrants!!
Or those that are less white than you???
Challenges the framing of 'which immigrants' by suggesting racial bias in the discussion, asserting an us-vs-them dynamic based on whiteness.
tonycordeiro5495
Aug 25, 2025
As an American fucc Canada this the USA
As an American fucc Canada this the USA
Asserts American identity and expresses dismissive us-vs-them sentiment toward Canada.
Identity Assertion
0.85
@BabyGangstatv
Mar 4, 2025
Canadians are immigrants bro. Actual Canadians are very less. Not all the white peoples are Canadian here.
Canadians are immigrants bro. Actual Canadians are very less. Not all the white peoples are Canadian here.
Challenges the notion of who counts as 'Canadian' by asserting that all Canadians are immigrants and questioning the whiteness-Canadian equivalence.
MrKarlmarx555
Aug 26, 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
Canada become Indian 2.0, congrat
Canada become Indian 2.0, congrat
Expresses demographic anxiety through comparative framing, suggesting Canada is being replaced by Indian culture, with dismissive tone.
nguachi3n
Aug 25, 2025
Real Canadians side with Trump
Real Canadians side with Trump
Claims authentic Canadian identity while asserting that 'real Canadians' support Trump, creating an us-vs-them boundary.
Identity Assertion
0.85
@superchill45
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
Immigration has gotten so bad I feel like a stranger in my own country. It's no longer Canada. Liberals and immigration has ruined this once great land.
Immigration has gotten so bad I feel like a stranger in my own country. It's no longer Canada. Liberals and immigration has ruined this once great land.
Expresses loss of national belonging and cultural alienation, framing immigration as existential threat to Canadian identity.
weareone5429
Aug 26, 2025
We Americans do not want this, please have mercy on us! Most of us did not vote for this.
We Americans do not want this, please have mercy on us! Most of us did not vote for this.
Commenter asserts American identity and distance from policy ('We Americans do not want this'), framing themselves against an unwanted action.
@rachaelwood9300
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)