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
Its the Indians which fked this country up
Its the Indians which fked this country up
Makes a sweeping ethnic attribution of blame, using dehumanizing language to characterize Indians as responsible for national problems.
Identity Assertion
0.88
Chunkymunkey18
Aug 26, 2025
Happy to be Canadian! Although I’m living in America.
Happy to be Canadian! Although I’m living in America.
Statement of Canadian identity and pride despite living abroad.
Identity Assertion
0.88
@pabloduhcanadian6328
Mar 4, 2025
good thing indians boycotting my country
good thing indians boycotting my country
Frames Indian immigration as a threat to 'my country,' expressing demographic anxiety and us-vs-them framing.
kujoejotaro556
Jan 27, 2026
Better Indians than Somalians!
Better Indians than Somalians!
Ranks ethnic groups hierarchically, expressing preference for one immigrant source over another based on national origin.
Miguel-b7l1v
Feb 5, 2026
I want to be Canadian
I want to be Canadian
Expression of desire to adopt Canadian identity, implying approval of Canada's values or position.
@d.t.94
Mar 4, 2025
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Indian drivers are the worst. They are always the ones aggressively swerving between lanes as if their tiny penis will fall off if another driver was in front of them.
Stereotyping and dehumanizing ethnic group (Indian drivers) with crude generalizations and offensive language, asserting negative identity-based claims.
ScaryAnneMay
Jan 28, 2026
We … most of us DON’T want this either!!!!
We … most of us DON’T want this either!!!!
Commenter asserts group membership ('most of us') and expresses rejection of an implied out-group position, establishing in-group solidarity.
Identity Assertion
0.88
@kathleendonahue5955
Mar 4, 2025
Native canadian not white lol
Native canadian not white lol
Asserts a distinct identity category (Native Canadian) separate from 'white,' challenging demographic framing in the conversation.
Identity Assertion
0.88
omarshenneb4337
Feb 28, 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
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
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
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
Are they better than the black migrants? Yes. Are they still unwanted? Yes. Y'ALL BROWN PEOPLE GO BACK TO YOUR FUKN HOMELANDS. US WHITIES DON'T WANT YOU HERE ANYMORE (in large numbers). Oh and the …
Are they better than the black migrants? Yes. Are they still unwanted? Yes. Y'ALL BROWN PEOPLE GO BACK TO YOUR FUKN HOMELANDS. US WHITIES DON'T WANT YOU HERE ANYMORE (in large numbers). Oh and the HOT FEMALES UNDER 30 can stay. That is all.
Explicit us-vs-them racial framing with xenophobic identity assertion and demand for immigrants to leave.
Jebsauce
Jan 27, 2026
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first …
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first generation of Indians went there to get away from the people who shit on the bus and throw rubbish into rivers and canals. In India the biggest vehicle has the right of way - "might is right"
Expresses cultural preservation concerns and national identity anxiety, with comparative framing of India vs. Canada and stereotyping of Indian behavior.
AF-ei5yi
Jan 27, 2026
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
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
In Europe they are having a Muslim invasion but in Canada we are having a Singh invasion
In Europe they are having a Muslim invasion but in Canada we are having a Singh invasion
Uses inflammatory us-vs-them framing comparing European and Canadian immigration, with ethnic/religious targeting and invasion rhetoric.
Officialll1982
Jan 27, 2026
At least no Africans I prefer all Indians they at least One of us
At least no Africans I prefer all Indians they at least One of us
Makes explicit us-vs-them distinctions based on ethnicity, preferring one immigrant group over another based on perceived cultural alignment.
Identity Assertion
0.88
germanOrangeApfel
Jan 27, 2026
It’s not just Brampton, it’s Surrey, Vancouver, Winnipeg, Milton, Mississauga, and Toronto as well! Indians are all over Canada
It’s not just Brampton, it’s Surrey, Vancouver, Winnipeg, Milton, Mississauga, and Toronto as well! Indians are all over Canada
Asserts demographic presence of Indians across multiple Canadian cities with implicit concern about cultural displacement.
NewHaven203
Jan 27, 2026
As a brown dude I find it crazy how white people can’t have their own area free from immigrants
As a brown dude I find it crazy how white people can’t have their own area free from immigrants
Frames immigration through ethnic/racial identity politics, asserting territorial claims and in-group/out-group boundaries despite the commenter's own minority status.
Identity Assertion
0.88
OO-qg7zw
Jan 27, 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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