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
Zelensky and Trudeau are dictators. He does not speak for us Canadians.
Zelensky and Trudeau are dictators. He does not speak for us Canadians.
Commenter asserts that Trudeau does not represent 'us Canadians,' using identity-based exclusion and delegitimization rhetoric.
@jgllrd454
Mar 4, 2025
Brampton has been pure India since the late 80s same as Surrey
Brampton has been pure India since the late 80s same as Surrey
Makes claims about ethnic/cultural transformation of Canadian cities, asserting demographic change as identity-based concern.
cliffroberts1774
Jan 27, 2026
The American people are on Trumps side. You can send your kids to war little Mr. Trudeau. Of course your own kids would never go. We will survive without any damn thing you’ve got hide …
The American people are on Trumps side. You can send your kids to war little Mr. Trudeau. Of course your own kids would never go. We will survive without any damn thing you’ve got hide and watch!!
Asserts American solidarity with Trump, uses us-vs-them framing against Trudeau, and implies threat/defiance.
@Hello-i7m
Mar 4, 2025
Indian can’t build any meaningful stuff other than BS up a career ladder, a parasitic way to take over big corp roles, and then deploy nepotism to make a very established company an Indian tribe
Indian can’t build any meaningful stuff other than BS up a career ladder, a parasitic way to take over big corp roles, and then deploy nepotism to make a very established company an Indian tribe
Makes sweeping stereotypical claims about Indian professionals' competence and ethics, framing them as parasitic and tribal, combining identity-based criticism with unverified assertions.
zhouyou28
Jan 27, 2026
The comments give me hope. The tide is turning. It’s no longer “ racist” to be critical of the problems of mass immigration. The deportations is a good thing.
The comments give me hope. The tide is turning. It’s no longer “ racist” to be critical of the problems of mass immigration. The deportations is a good thing.
Frames criticism of immigration as a shifting social norm ('no longer racist'), celebrates deportations, and asserts a collective identity position against mass immigration.
CanadianDrifter777
Dec 30, 2025
Everyone in these comments should be ashamed of themselves. Siding with other countries over their own all because they hate Trump.
Everyone in these comments should be ashamed of themselves. Siding with other countries over their own all because they hate Trump.
The commenter invokes national loyalty ('their own') and frames disagreement as a betrayal of national interest, establishing an us-vs-them boundary.
@petergalvez3930
Mar 4, 2025
We are a country not a state
We are a country not a state
Asserts Canadian national sovereignty and distinct status, rejecting subordinate positioning.
Identity Assertion
0.82
LiliLadouce
Dec 8, 2025
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you …
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you even let people question . There are more chinese immigrants than indians in foreign but I've never anyone say anything about China or any other . It's indians mistake .If you go to any country you must adapt their culture not put yours there . I hope people understand this .
Commenter asserts Indian identity while criticizing fellow Indians for not adapting to host culture, framing integration as a moral obligation.
pheonix_6_7385
Feb 4, 2026
These indians go to canada and drive and make street dirty like its india- no respect at all. Also biggest scammer, i hope this traffickers get jailed
These indians go to canada and drive and make street dirty like its india- no respect at all. Also biggest scammer, i hope this traffickers get jailed
Uses ethnic stereotyping and dehumanizing language ('traffickers') to characterize a specific national group.
addminusDIY
Jan 28, 2026
we dont want them
we dont want them
Blunt in-group/out-group statement asserting exclusionary position on immigration without elaboration.
killdeerperiland3303
Feb 3, 2026
Whites colonized india....now indians are doing reverse colonisation...karma bitch 😂😂 Why are u crying 😂😂
Whites colonized india....now indians are doing reverse colonisation...karma bitch 😂😂
Why are u crying 😂😂
Uses historical framing and ethnic identity language ('reverse colonisation') with sarcastic tone to express demographic anxiety.
bablublast69
Feb 25, 2026
There are many Americans who can’t stand him including myself!!!
There are many Americans who can’t stand him including myself!!!
Commenter asserts personal stance against Trudeau as part of American identity positioning, using 'myself' and 'us' framing.
Identity Assertion
0.82
@redneckprofessor1
Mar 4, 2025
Welcome to the Turbanization of Canada
Welcome to the Turbanization of Canada
Uses loaded language ('Turbanization') to frame immigration as a threat to national identity and cultural composition.
solitaire5142
Aug 31, 2025
Proud to be Canadian. We will do anything and everything to protect Canada. Life might be tough for a while, but the Almighty God will protect us. Enough is enough!!!
Proud to be Canadian. We will do anything and everything to protect Canada. Life might be tough for a while, but the Almighty God will protect us. Enough is enough!!!
Asserts Canadian national identity and commitment to protecting the nation, with religious framing of resilience.
@wengellealemu5054
Mar 4, 2025
Canada imported too many parasites
Canada imported too many parasites
Dehumanizing characterization of immigrants using inflammatory language that frames them as parasitic outsiders.
karandsouza6764
Feb 17, 2026
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
Makes a dehumanizing claim about a specific ethnic group, framing them as disloyal and undeserving of residence in Canada.
uuxxuu5002
Sep 30, 2025
If based Europeans wanted to become US Citizens, I feel like we would have a more homogeneous country! Europeans, you're in danger! Apply to be a US Citizen!!
If based Europeans wanted to become US Citizens, I feel like we would have a more homogeneous country! Europeans, you're in danger! Apply to be a US Citizen!!
Asserts ethnic/racial identity preferences for citizenship while comparing countries and expressing demographic anxiety.
KraziAnnRKissed
Jan 27, 2026
White people working in Tim Hortons in now a rare sighting. 😢
White people working in Tim Hortons in now a rare sighting.
😢
Uses demographic observation with emotional tone to assert racial/ethnic identity concerns and demographic anxiety.
MrPHRESH24
Jan 27, 2026
Hate to say it but white people in Canada , Australia, UK, USA need to find the lord.
Hate to say it but white people in Canada , Australia, UK, USA need to find the lord.
Makes a sweeping identity-based claim about white people in Western nations needing spiritual guidance.
abbey1999
Sep 20, 2025
Hindus are not the threat. They start businesses, build safe communities (not ghettos) Great food and beautiful women. The Hindus in U.S. pay $ billions in income tax a year. Most are MAGA. Hard working …
Hindus are not the threat. They start businesses, build safe communities (not ghettos) Great food and beautiful women.
The Hindus in U.S. pay $ billions in income tax a year. Most are MAGA. Hard working High IQ folk.
Not All non-white breeds are bad.
Hindus are Tan Indo Asian not Congolese.
Defends Hindu immigrants through racial/ethnic categorization and comparative ranking, asserting group superiority based on economic and cultural traits.
AdInfernum
Feb 6, 2026
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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)