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
Canada didnt do shit. Punjabis did...... Locusts
Canada didnt do shit. Punjabis did......
Locusts
Uses dehumanizing language ('Locusts') to assert ethnic/cultural division and frame a specific immigrant group as destructive invaders.
shelterskelter
Jun 18, 2025
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist. We should be allowed to rub their noses in it. You act like an animal, …
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist.
We should be allowed to rub their noses in it. You act like an animal, we'll treat like one
Uses dehumanizing language and ethnic stereotyping combined with calls for discriminatory treatment based on cultural identity.
elancaster3989
Jan 28, 2026
Old man, it isn't about color of your skin. It is about your culture that's not compatible with ours. You didn't come here to assimilate and to be Canadian. You came here to build India, …
Old man, it isn't about color of your skin. It is about your culture that's not compatible with ours. You didn't come here to assimilate and to be Canadian. You came here to build India, to take over Canada. There is almost 1,5 billion of you in India. Even if 100 milion of you come to Canada it won't make a dent in India's population, but Canada will perish. You don't want to assimilate because you cherish your culture. We also cherish our culture. Why do we have to accommodate to yours? You don't respect us, you want to marginalize us in our own country.
Frames immigration as cultural incompatibility and existential threat to Canadian identity, asserting that immigrants refuse to assimilate and want to 'take over.'
helensmith6670
Sep 23, 2025
and........FK America
and........FK America
A hostile expression of anti-American sentiment framed as national identity assertion.
Identity Assertion
0.88
RadarFish-n1v
Dec 8, 2025
I'm an American and I stand with America.
I'm an American and I stand with America.
Simple declaration of national allegiance and in-group solidarity with America.
Identity Assertion
0.88
@michelle3974
Mar 4, 2025
Assimilate or GTFO
Assimilate or GTFO
Demands cultural conformity with an exclusionary us-vs-them framing, asserting what immigrants must do to belong.
revoktorment440
Jan 27, 2026
And they give immigrants money while Canadians are left struggling with no place to stay, no jobs, and no money, this has to stop net zero immigration, and we need mass deportation now. Muslims should …
And they give immigrants money while Canadians are left struggling with no place to stay, no jobs, and no money, this has to stop net zero immigration, and we need mass deportation now. Muslims should not live in western societies, Muslims should only live in muslim countries.
Combines economic grievance with explicit identity-based exclusion ('Muslims should not live in western societies'), framing immigration as us-vs-them conflict.
Jackal3001
Jun 18, 2025
We need a whites only country
We need a whites only country
Explicit ethno-nationalist assertion demanding racial/ethnic exclusion, framing immigration as existential threat to white identity.
Trickmyster777
Jan 27, 2026
khalistan zindawad
khalistan zindawad
Asserts support for Khalistan independence movement, expressing ethnic/national identity affiliation.
Identity Assertion
0.88
sabbgaming7907
Feb 17, 2026
White don’t like brown skin
White don’t like brown skin
Makes a blunt racial generalization about white people's attitudes toward brown-skinned individuals.
Identity Assertion
0.88
Jasmine-h2e9w
Feb 24, 2026
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever …
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever get busy.
Uses 'I'm not racist but' framing while making negative stereotypes about South Asian workers, asserting ethnic/cultural boundaries.
lvlartin27
Jan 27, 2026
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's …
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's so many Indians and Somali they vote NDP to keep their BS social programs.
Asserts Canadian identity while framing immigrant populations as a demographic threat changing cities and voting patterns, with derogatory language.
friskydingo9024
Jan 27, 2026
I am italian (ex russian). And I stand with Ukraine, Canada and healthy part of Europe.
I am italian (ex russian). And I stand with Ukraine, Canada and healthy part of Europe.
Asserts personal identity (Italian, ex-Russian) and declares alignment with specific nations and values, establishing belonging.
@natalianatalia4032
Mar 4, 2025
Indians are disgusting people
Indians are disgusting people
Dehumanizing statement making a sweeping negative generalization about an ethnic group.
Sinned-h7k
Jan 27, 2026
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Personal account of leaving Brampton combined with us-vs-them framing about Indian immigrants disrespecting Pakistani culture and threatening the country.
SigmaBateman-cx1oj
Oct 24, 2025
You have to be born in Canada to be called a Canadian. All those who come here and immigrate and called " New Canadians". because they already have a country of origin.
You have to be born in Canada to be called a Canadian. All those who come here and immigrate and called " New Canadians". because they already have a country of origin.
Makes a definitional claim about Canadian identity based on birthplace, distinguishing between 'Canadians' and 'New Canadians.'
Identity Assertion
0.88
tianly6177
Sep 19, 2025
Canada is only good for Indians
Canada is only good for Indians
Asserts that Canada's value is primarily for Indians, inverting typical nationalist framing to make a provocative identity-based claim.
Identity Assertion
0.88
kandethava293
Oct 26, 2025
North Indians are poop worshipers
North Indians are poop worshipers
Dehumanizing stereotype targeting a specific ethnic/regional group, asserting cultural superiority through crude religious mockery.
Identity Assertion
0.88
SynthSoundscapes23
Jan 27, 2026
I love how liberals ruin every country they infect.
I love how liberals ruin every country they infect.
Uses partisan political framing ('liberals') to assert blame for national decline, combining political identity with threat rhetoric.
cygnusx-3106
Jan 27, 2026
As a Canadian this goof doesn't speak for all of us.
As a Canadian this goof doesn't speak for all of us.
Commenter asserts Canadian identity and distances themselves from the speaker, using identity-based disagreement.
Identity Assertion
0.88
@bcc1428
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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