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
Why are these people saying Punjab? Say india! God!
Why are these people saying Punjab? Say india! God!
Criticizes immigrants for identifying with regional identity (Punjab) rather than national identity (India), asserting boundaries of acceptable identity expression.
nikhil4sharma
Jan 27, 2026
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British North West Mounted Police at Batoche because the British Colonizers after outlawing fur trade except through the HBC company were further insulted by having their ancestral land sectioned off and given to immigrants. My uncles also were part of the first battle at Seven Oaks when surveyors were surveying and measuring my ancestral cousins land. The British Immigrants were described as the preferred immigrants. TheNorth American Indians, the Metis were described as undesirables and in a memo written to the Indian Affairs Minister during John A MacDonald asking him how best to remove the undesirables Metis from their land. The Metis were not placed on reservations because we never stopped fighting for our homeland rights. What is happening now is a continuation of what happened back when John A MacDonald was Prime Minister. May I also say if these migrates think their customs and regions are so great then stay in your homeland. But unlike the brave Metis who continues to oppose the government and finally 100 years later some our birthrights as the original Canadians have been recognized. My great grandfather and his father were both named Antoine and Charles Henault dit Canada, and to this day from the 1700s some of my cousin’s last name has been Canada since the 1700s. People with Canadian passports don’t make them Canadian. Indians from Indian don’t integrate or intermarry. They impose their culture on the rest of the country. Get rid of them all.
Asserts Métis identity and historical claims to Canadian belonging, drawing parallels between colonial displacement and current immigration, framing indigenous peoples as the 'original Canadians.'
phyllisnowosad2004
Sep 12, 2025
If you love your culture so much please go back
If you love your culture so much please go back
Implies immigrants should leave Canada if they prioritize their own culture, asserting a boundary of belonging based on cultural assimilation.
Identity Assertion
0.82
cathyohlhausen6796
Jan 27, 2026
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
The problem is Sikh population, who has destroyed the image of all Indians. While they don’t like to be called Indians! Racism towards Indians because of Sikhs (who don’t like to be called Indians)
Asserts that a specific ethnic/religious group has damaged the reputation of another group and caused racism, framing internal identity divisions.
ysa9
Sep 23, 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
It will be a long time before this Canadian travels to the US or buys American products that I can get elsewhere.
It will be a long time before this Canadian travels to the US or buys American products that I can get elsewhere.
Personal stance asserting Canadian identity and values in opposition to American products/behavior.
@McLKeith
Mar 4, 2025
Finally this nonsense may stop. Indians are laughing at us how stupid we are. Yet we stop other carribean countries
Finally this nonsense may stop. Indians are laughing at us how stupid we are. Yet we stop other carribean countries
Frames Canada as foolish relative to other nations and criticizes differential treatment of immigrant groups.
anonymous56531
Sep 30, 2025
PEOPLE OF THE WORLD.\n\nHalf of AMERICA voted AGAINST the orange clown. WE DESPISE TRUMP.
PEOPLE OF THE WORLD.\n\nHalf of AMERICA voted AGAINST the orange clown. WE DESPISE TRUMP.
American commenter asserts identity as anti-Trump American, distancing themselves from Trump supporters through emphatic us-vs-them framing.
@shineinouzen7412
Mar 4, 2025
Now think about how these Indians can even afford to buy these massive churches and temples. They make an average of like 2000 usd A YEAR IN INDIA. Even my small town in Ontario has …
Now think about how these Indians can even afford to buy these massive churches and temples. They make an average of like 2000 usd A YEAR IN INDIA. Even my small town in Ontario has multiple churches taken over by Indians. Hard to explain the anger when an old picture of your Grandfather you never met gets taken down and the church taken over in exhange for some Hindu bullshit.
Also the sikh temple guy saying everything is the same - their culture is unbelievably different than any western culture. We are unfortunately just not the same and don't have the same values.
Takes a lot for us Canadians to get this fed up with a foreigner. We have always been the most multicultural.
The commenter expresses cultural displacement anxiety, asserts Canadian identity as distinct from Indian culture, and frames immigration as a threat to heritage and values.
bombkita
Sep 19, 2025
Indian either spam garbage or scam money..🥹
Indian either spam garbage or scam money..🥹
Makes sweeping negative stereotypes about Indian people without evidence, combining ethnic prejudice with unsubstantiated claims.
mrgideonff7446
Jan 27, 2026
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites …
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites are just "pressed" because the jobs are going to Indians.
Explicitly frames demographic change as positive while asserting ethnic identity claims and economic contributions by a specific group.
debussy842
Feb 14, 2026
We don't need people who worship cow dung as sacred.
We don't need people who worship cow dung as sacred.
Derogatory statement about Hindu religious practices used to delegitimize a group's presence.
BasedMisatoSpeaks1488
Feb 28, 2026
Indians are ruining it for the rest of us 🤦 They don't even tap while boarding TTC. I just saw it happening today.
Indians are ruining it for the rest of us 🤦 They don't even tap while boarding TTC. I just saw it happening today.
Makes ethnic generalization blaming Indians while asserting in-group identity ('rest of us'), supported by anecdotal observation.
amirgurung6148
Oct 3, 2025
Hindu festivals are dirtiest festivals on earth they put trash everywhere in their celebrations 😢😢
Hindu festivals are dirtiest festivals on earth they put trash everywhere in their celebrations 😢😢
Makes a sweeping negative generalization about Hindu festivals and Indian cultural practices, framing them as inferior and dirty.
KingdomofGodDC
Mar 1, 2026
I’m extremely happy to be Canadian and to have Justin Trudeau as our prime minister. God bless you sir. God bless the American people.
I’m extremely happy to be Canadian and to have Justin Trudeau as our prime minister. God bless you sir. God bless the American people.
Expression of pride in Canadian identity and support for Trudeau, framed as national belonging and approval.
@evaconnell8761
Mar 4, 2025
Go india go back india
Go india go back india
Brief exclusionary statement asserting national boundaries and rejecting a specific ethnic group's presence in Canada.
MALIKZUBAIR-gs8ys
Jan 28, 2026
❤ Our Prime Minister Justin Trudeau ❤️
❤ Our Prime Minister Justin Trudeau ❤️
Expresses affection and support for the Prime Minister as a symbol of national identity and leadership.
Identity Assertion
0.82
@carinasaldanha4306
Mar 4, 2025
If there's Khalistani flags then it's probably a Sikh temple not a Hindu one
If there's Khalistani flags then it's probably a Sikh temple not a Hindu one
Distinguishes between religious/ethnic groups using symbolic markers (flags), asserting categorical identity boundaries.
Identity Assertion
0.82
xxxdeber7080
Jan 28, 2026
They have some nasty cultural practices, like shitting in random places, smells, and do not respect "private space". They are the twin brothers of Zionists.
They have some nasty cultural practices, like shitting in random places, smells, and do not respect "private space". They are the twin brothers of Zionists.
Asserts dehumanizing stereotypes about Indian immigrants' cultural practices and compares them to another group, using false generalizations to establish ethnic hierarchy.
Babur-k8t
Jan 27, 2026
Canada was populated by First Nations & mostly Europeans. We were all under the umbrella of Christianity for our religions & we all got along and were happy. But those days are gone people.
Canada was populated by First Nations & mostly Europeans. We were all under the umbrella of Christianity for our religions & we all got along and were happy. But those days are gone people.
Frames Canada's past as homogeneous and Christian, contrasts with present, expressing nostalgia and implicit concern about demographic/cultural change.
paulettenoel4391
Aug 25, 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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Discourse Quality (Perspective API)