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
Search & Filter
Identity Assertion
5,512 comments
Only an Indian would illegally be in other country and refuse to integrate
Only an Indian would illegally be in other country and refuse to integrate
Makes a sweeping negative generalization about a specific ethnic group's behavior and integration.
wtfdoiputhere
Jan 29, 2026
So has a black American the Indians win by default, haha I agree with him. We don't want Africans or Muslims. Pick your poison. Every African I've had to work with was a complete nightmare. …
So has a black American the Indians win by default, haha I agree with him. We don't want Africans or Muslims. Pick your poison. Every African I've had to work with was a complete nightmare. My Wife is Japanese and works as a Firmware engineer here in Tokyo. She's always saying how the Indians even scam at work by using others work.
Commenter uses personal anecdotes to support exclusionary claims about ethnic groups, combining lived experience with stereotyping and unverified generalizations.
CrystalBowie-j1t
Jan 27, 2026
gross india
gross india
Derogatory ethnic slur expressing prejudice against Indian people, functioning as identity-based dismissal.
Robloxistotaltrashandboring
Jan 27, 2026
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Makes a stereotypical generalization about Indians based on perceived physical characteristics, framed as casual observation.
morallybiased1772
Jan 27, 2026
It's almost like Westerns create it, Asians destroy it We did a tour around all of Asia this past 10 years. It is NOT just India that looks like a land fill, and sad thing …
It's almost like Westerns create it, Asians destroy it
We did a tour around all of Asia this past 10 years. It is NOT just India that looks like a land fill, and sad thing of it is it's mostly a cultural issue not a miss manage of trash
Makes sweeping cultural generalizations comparing Western and Asian civilizations with stereotyping and unsubstantiated claims.
EndlessTravels
Jan 27, 2026
No one likes Indians. Not even themselves
No one likes Indians. Not even themselves
Sweeping negative generalization about an ethnic group, asserting social rejection and internal group conflict.
adamm9642
Jan 27, 2026
It isnt racist to notice patterns. We are 6% of the global population supporting the other 94. Whites are a successful minority hated by braindeads
It isnt racist to notice patterns. We are 6% of the global population supporting the other 94. Whites are a successful minority hated by braindeads
Makes claims about racial demographics and superiority while denying racism, asserting white identity and grievance.
externalbias8982
Jan 27, 2026
Poor Canada should they go Indian najority or muslim majority
Poor Canada should they go Indian najority or muslim majority
Expresses concern about demographic change and religious/ethnic composition of Canada's population.
shireenbegum9166
Nov 20, 2025
Quebec sees the long term problem for preserving French language and heritage as threatened by the huge numbers of immigrants. If left unchecked, the province will struggle in the future to keep their cultural distinction …
Quebec sees the long term problem for preserving French language and heritage as threatened by the huge numbers of immigrants. If left unchecked, the province will struggle in the future to keep their cultural distinction as these residents enter politics and leadership roles.
Frames immigration as a threat to Quebec's French language and cultural heritage, emphasizing preservation of provincial identity and distinctiveness.
grindtoothmedia120
Nov 22, 2025
ask them and they say they are sikh not indian but if something bad happen they become suddenly indian
ask them and they say they are sikh not indian but if something bad happen they become suddenly indian
Critiques selective identity claims among immigrants, implying inauthentic or opportunistic belonging assertions.
Identity Assertion
0.80
dharmoRAKSHATI-Rakshitah
Nov 21, 2025
Quebec invites French, francophones from Maghreb and francophones from Central Africa to strengthen it's independence.
Quebec invites French, francophones from Maghreb and francophones from Central Africa to strengthen it's independence.
Describes Quebec's immigration strategy as targeting francophone populations to strengthen regional/linguistic identity and independence.
VladimirAvdonine
Nov 21, 2025
Jeets get out.
Jeets get out.
Derogatory ethnic slur expressing exclusionary identity-based sentiment against a specific immigrant group.
Identity Assertion
0.80
JdmgjnFjahgks
Nov 6, 2025
As a Indian I don't even liked this. Each place, city, country has it's own tradition, own people, and stuff and if any religion or group of people are taking over it then that's not …
As a Indian I don't even liked this. Each place, city, country has it's own tradition, own people, and stuff and if any religion or group of people are taking over it then that's not a good thing. What applies for Muslim people should apply for all.
PS: I'm Hindu!
Self-identifies as Indian and Hindu while expressing concern about religious/ethnic groups 'taking over' places, framing it as a cultural preservation issue.
Elsify16
Nov 2, 2025
I feel bad for the Indians who came over in the 70's 80s and 90s, the ones coming over now are giving them such a bad name.
I feel bad for the Indians who came over in the 70's 80s and 90s, the ones coming over now are giving them such a bad name.
Distinguishes between earlier immigrant cohorts and current ones, creating an in-group/out-group distinction based on arrival timing.
cadeallan7139
Oct 28, 2025
Send all of the flip floppers home.
Send all of the flip floppers home.
Uses derogatory language to express exclusionary sentiment toward a specific immigrant group with a deportation demand.
Identity Assertion
0.80
hughmann6391
Oct 21, 2025
Why cant Indians live in their own country?
Why cant Indians live in their own country?
Rhetorical question implying Indians should remain in India, asserting national/ethnic boundaries and belonging.
givemeusernameplease6201
Nov 1, 2025
They are sikh not a muslim
They are sikh not a muslim
Corrects religious/ethnic identity categorization, asserting distinction between Sikh and Muslim identities.
Identity Assertion
0.80
hemululu2897
Oct 22, 2025
People keep bringing up the Native Americans like a girlfriend who was cheated on 200 years ago. Can we not move TF on.
People keep bringing up the Native Americans like a girlfriend who was cheated on 200 years ago. Can we not move TF on.
Dismisses Indigenous grievances about historical injustice as irrelevant to current immigration policy, asserting a forward-looking national identity.
James-nv1wf
Nov 3, 2025
Canada went from being native American to Anglo to Indian.
Canada went from being native American to Anglo to Indian.
Frames Canada's demographic history as successive ethnic replacements, asserting shifting national identity.
kevinoropeza7134
Oct 26, 2025
Canada is turning into INDIA 2.0 😢
Canada is turning into INDIA 2.0 😢
Expresses demographic anxiety through identity-based framing, suggesting Canada is being transformed into another country due to immigration.
Kevin-sq1fk
Nov 2, 2025
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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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