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
That sentence is offensive af lol 😂 they shouldn’t even be called that the indigenous have been called Indians for a long ass time. Why did we have to change our name soon as they …
That sentence is offensive af lol 😂 they shouldn’t even be called that the indigenous have been called Indians for a long ass time. Why did we have to change our name soon as they started flooding in, I had a girl ask me how she gets a status card, I said your not the same kind of Indian as me. 🤣🤷🏽♀️
Expresses resentment about terminology changes tied to immigration ('flooding in'), asserting indigenous identity distinction with demographic anxiety undertones.
LaydeeLyrix
Sep 19, 2025
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
What a disgusting culture.
What a disgusting culture.
Makes a sweeping negative judgment about a culture, asserting cultural superiority and othering based on cultural identity.
Velaldo-nw7ve
Jan 28, 2026
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
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a …
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a terrorist group do not accosiate hindus and innocent sikhs with dirty kahlistanis
Asserts distinctions between Sikh and Indian identities while making moral claims about separating innocent groups from alleged extremists.
D3Vofin
Jan 28, 2026
People just have a problem with white people for no reason. Especially when all are equal in the eyes of God.
People just have a problem with white people for no reason. Especially when all are equal in the eyes of God.
Makes claims about racial discrimination and equality, framing an us-vs-them dynamic while invoking religious moral authority.
Benjamin-j7u8q
Feb 7, 2026
Diab is Lebanese first, Canadian second. She is a good example of a fools cabinet, DEI hire. Get the liberals out, fast
Diab is Lebanese first, Canadian second. She is a good example of a fools cabinet, DEI hire. Get the liberals out, fast
Asserts that a political figure's ethnic identity supersedes Canadian identity and uses identity-based framing to criticize hiring practices.
ConsultechEnterprises
Mar 3, 2026
"Native Canadians" lol
"Native Canadians" lol
Mocking quotation marks around 'Native Canadians' challenges terminology and group identity definitions.
Identity Assertion
0.82
jonathanmetelus1039
Jan 27, 2026
Dude, you Portuguese should leave too.
Dude, you Portuguese should leave too.
Directs a specific ethnic group to leave, asserting national belonging boundaries.
Sid-gu5qk
Jan 28, 2026
as an indian, many indians are annoying and weird af
as an indian, many indians are annoying and weird af
Self-identified Indian making a generalized negative claim about their own ethnic group, asserting in-group perspective while making disparaging statements.
ħyd
Jan 27, 2026
most of the restaurants that were in my neighborhood are now east Indian or other foreign restaurants LOL
most of the restaurants that were in my neighborhood are now east Indian or other foreign restaurants LOL
Observes demographic change in local businesses with dismissive tone, implying cultural displacement as a negative outcome of immigration.
12yellowcab
Jan 28, 2026
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
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
I’m so disgusted as an American. He is not my president and the whole country is not behind this. Only the stupid maga crazies that can’t admit that they are wrong and that he is …
I’m so disgusted as an American. He is not my president and the whole country is not behind this. Only the stupid maga crazies that can’t admit that they are wrong and that he is a piece of ?
American commenter distances themselves from Trump supporters and asserts a different national identity/values, off-topic to immigration.
@Poppy137
Mar 4, 2025
And englo canadians hated us Quebecers for wanting to preserve our culture and distinctions, how does it feel now?
And englo canadians hated us Quebecers for wanting to preserve our culture and distinctions, how does it feel now?
Asserts Quebec cultural identity and frames historical tension with English Canadians, using us-vs-them framing about cultural preservation.
pooody
Jan 28, 2026
Yeah mad frustrating with the increase at times, Im all for more people coming over but don't fucking try to change it into the place you're trying to escape from? The Disrespect seeing them ignore …
Yeah mad frustrating with the increase at times, Im all for more people coming over but don't fucking try to change it into the place you're trying to escape from? The Disrespect seeing them ignore the anthem and the rudeness towards woman and children can be downright disgusting
Supports immigration but asserts Canadian cultural values (anthem respect, treatment of women/children) should be preserved, framing cultural assimilation as a requirement.
videoroller1712
Feb 25, 2026
Indians love India so much that the first thing do is leave and Invade other countries '' nice ''
Indians love India so much that the first thing do is leave and Invade other countries '' nice ''
Asserts ethnic stereotypes and frames immigration as invasive, combining identity-based criticism with demographic anxiety.
podcatchannels2292
Feb 7, 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
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
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
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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Discourse Quality (Perspective API)