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
ew bet is smell like shit there
ew bet is smell like shit there
Derogatory ethnic stereotype expressing disgust toward a place associated with immigrants.
vers1600
Jan 27, 2026
how canadian not talking about this how they sold their culture for some indians
how canadian not talking about this how they sold their culture for some indians
Claims Canadians have sacrificed their cultural identity for Indian immigration, framing it as cultural loss.
SamGzJ
Jan 27, 2026
Your not American, do not speak for the American people.
Your not American, do not speak for the American people.
Challenges speaker's authority to represent Americans, asserting boundaries of national identity and representation.
Identity Assertion
0.80
@jerseysteemurr1938
Mar 4, 2025
Just one of many reasons Albertans are absolutely done with Canada.
Just one of many reasons Albertans are absolutely done with Canada.
Claims regional/national identity dissatisfaction with Canada, implying immigration as a reason for alienation.
Berta_strong
Jan 27, 2026
Imagine turning your own country down just to migrate somewhere else und forcing innocent people to accept and tolerate from what they obviously fled 😂
Imagine turning your own country down just to migrate somewhere else und forcing innocent people to accept and tolerate from what they obviously fled 😂
The commenter frames immigration as an imposition on native citizens, using ironic moral language to assert national identity boundaries.
nxxi_6013
Jan 27, 2026
Hate to tell you Justin but we got what you're selling. America needs to become independent in energy and agriculture. America needs to support its own farmers, and oil and gas workers. Its time for …
Hate to tell you Justin but we got what you're selling. America needs to become independent in energy and agriculture. America needs to support its own farmers, and oil and gas workers. Its time for America to become America again! You are crazy if you live in America and don't support American manufacturing, Farmers, oil and gas workers. Maybe you should move to Canada if you don't agree with America first.
Strong us-vs-them framing emphasizing American independence and national identity over continental cooperation.
@oil_molecule
Mar 4, 2025
Khalistani terrorists do not represent all Indians
Khalistani terrorists do not represent all Indians
Distinguishes between a group (Khalistani terrorists) and a broader identity category (Indians), asserting representational boundaries.
himanshudhawan6512
Jan 27, 2026
indians are the only asians i think of fondly, this forced ragebait is getting on my nerves.
indians are the only asians i think of fondly, this forced ragebait is getting on my nerves.
Expresses preference for one ethnic group while criticizing the video as inflammatory ragebait, mixing identity claims with content critique.
lenzp4133
Jan 27, 2026
Go Canada! This is what a real leader looks like. Not watching Trumps address later. Why bother?
Go Canada! This is what a real leader looks like. Not watching Trumps address later. Why bother?
Expresses Canadian national pride and preference for Trudeau over Trump, asserting superior leadership identity.
@lindas.7083
Mar 4, 2025
If Indians thought it was their right to kick out the Whites, then it should also be a right for Whites to kick out Indians. Am I missing something here?
If Indians thought it was their right to kick out the Whites, then it should also be a right for Whites to kick out Indians.
Am I missing something here?
Frames immigration as an ethnic power dynamic, using reciprocal logic to question fairness of demographic change.
aldrintoscano
Jan 27, 2026
No all of us voted for the orange oaf.
No all of us voted for the orange oaf.
Asserts group identity ('all of us') and distances from Trump supporters through derogatory framing.
Identity Assertion
0.80
@s.r.t.5123
Mar 4, 2025
As I live in Canada, I wish they would go back to their country. Tim Hortons isn't the same.
As I live in Canada, I wish they would go back to their country. Tim Hortons isn't the same.
Expresses xenophobic sentiment with us-vs-them framing and nostalgia for pre-immigration cultural norms.
irishbaddie_3089
Jan 27, 2026
Trudeau's a ignorant bum. Get that bum outta my country!
Trudeau's a ignorant bum. Get that bum outta my country!
Uses possessive 'my country' and exclusionary framing ('get that bum outta') to assert national belonging and reject the current leader.
@Tlc1992-e8f
Mar 4, 2025
The jeet creep is real. I can't stand jeets
The jeet creep is real. I can't stand jeets
Uses derogatory ethnic slur to express negative sentiment toward a specific immigrant group, combining identity-based othering with implicit threat framing.
drew32
Jan 27, 2026
What a fucking joke because the Canadian government is a piece of shit and we will win because we are America
What a fucking joke because the Canadian government is a piece of shit and we will win because we are America
Uses us-vs-them framing ('we are America') combined with dismissal of Canadian government, asserting national superiority.
@josephmurphy497
Mar 4, 2025
Saying "Proud to be a Canadian" in Canada is easier, the same in India would feel much different... Such hypocrites...
Saying "Proud to be a Canadian" in Canada is easier, the same in India would feel much different... Such hypocrites...
Compares national pride expression across countries while accusing Canadians of hypocrisy, asserting cultural double standards.
aamirashai
Jan 17, 2026
Indians came to Britain n are brand new and assimilated that’s no who im worried about
Indians came to Britain n are brand new and assimilated that’s no who im worried about
Distinguishes between acceptable and unacceptable immigrant groups, asserting selective identity boundaries.
seanjamesmurphy1
Jan 27, 2026
Indians will be running Canada in the next 25-30 years. Cry more 😂🤣
Indians will be running Canada in the next 25-30 years. Cry more 😂🤣
User makes a demographic prediction about Indian dominance in Canada and uses dismissive emoji, asserting identity-based power dynamics and demographic anxiety.
Iammrunkown
Jan 27, 2026
Exactly as an Indian I'd say these Indian excluding the southern and North Eastern part of the integral India, Pakistani and bangladeshi immigrants although not all but majority are littering abroad and have been truly …
Exactly as an Indian I'd say these Indian excluding the southern and North Eastern part of the integral India, Pakistani and bangladeshi immigrants although not all but majority are littering abroad and have been truly bringing nothing but disgrace back home. They are invading the surreal ambience of The West which is certainly not fair. And This is infact not their fault entirely ; they are shown dreams of a Utopian World brimming with opportunities they are assured they'd only get in the English speaking nations or other Western nations .
Self-identified Indian commenter making generalizations about immigrant groups, framing them as threats to Western culture and values.
souravsainiinfinix9754
Jan 27, 2026
guy really worked hard to find negativity yet whites and others themselves claim indians are better people to live with then other ethnicity 😁 .
guy really worked hard to find negativity yet whites and others themselves claim indians are better people to live with then other ethnicity 😁 .
Defends ethnic group reputation by claiming others acknowledge their positive qualities relative to other ethnicities.
Identity Assertion
0.80
vikrantsingh8840
Jan 27, 2026
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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