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
Prefiero hindúes a musulmanes.
Prefiero hindúes a musulmanes.
Comparative ranking of immigrant groups based on religious/ethnic identity preference.
Identity Assertion
0.88
juancarlosabaravazquez2875
Feb 28, 2026
id rather live in a black neigbourhood then a poopjeet stinky neighbourhood
id rather live in a black neigbourhood then a poopjeet stinky neighbourhood
Ethnic preference statement using derogatory language to express neighborhood preference based on racial/ethnic identity.
Шифр_Ночи
Jan 29, 2026
It’s really surprising that the Indians were talking about how everyone is allowed in temples or we help everyone no matter the skin colour, while the white people complained about how all Indians are bad. …
It’s really surprising that the Indians were talking about how everyone is allowed in temples or we help everyone no matter the skin colour, while the white people complained about how all Indians are bad. Really goes to show that they have generalised the whole population and don’t want to assimilate themselves.
Contrasts immigrant groups' values (inclusivity) against 'white people' complaints, framing assimilation as a moral/identity issue with us-vs-them dynamics.
Dhaarmi06
Dec 7, 2025
just off thier silly Hindu wrapped, that is not beloing Canada's culture, F it off or go back where they from unless off thier fool religious wrapped their head for ? for ? what F …
just off thier silly Hindu wrapped, that is not beloing Canada's culture, F it off or go back where they from unless off thier fool religious wrapped their head for ? for ? what F O R ? its stink
Attacks Hindu religious practices as incompatible with Canadian culture and tells immigrants to leave, asserting cultural boundaries.
kjo68
Oct 1, 2025
Ahtoo bad go home.
Ahtoo bad go home.
Brief dismissive statement using 'go home' rhetoric that asserts exclusionary national identity boundaries.
Identity Assertion
0.88
donnalisinski3003
Nov 24, 2025
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
Little punjab
Little punjab
Brief reference to ethnic/geographic clustering using colloquial naming convention.
Identity Assertion
0.88
radhikay9
Jan 27, 2026
AGAINST INDIANS! Other immigrants are very much appreciated!!!
AGAINST INDIANS! Other immigrants are very much appreciated!!!
Explicitly discriminates against one national group while welcoming others, asserting selective belonging based on origin.
Identity Assertion
0.88
Pavel.l445-j7h
Jan 26, 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
Indians are terrrible
Indians are terrrible
Blanket negative statement about an ethnic group's character and behavior.
Identity Assertion
0.88
MRDigitlalAnarchist
Jan 28, 2026
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
Hindus are silent invaders same happens in indian
Hindus are silent invaders same happens in indian
Frames Hindus as 'silent invaders' using ethnic stereotyping and makes an unsubstantiated claim about a pattern.
StudyMaterial-d4s
Sep 19, 2025
Bringing that weird culture and religion to another country, that’s gotta be tough to see
Bringing that weird culture and religion to another country, that’s gotta be tough to see
Frames cultural and religious difference as problematic and difficult to accept, asserting cultural boundaries and othering.
MarvinsBareFootNow
Jan 23, 2026
Much better Hindus than Muslims.
Much better Hindus than Muslims.
Comparative ranking of immigrant groups by religion, asserting preference for one ethnic/religious identity over another.
Identity Assertion
0.88
greenblue6935
Jan 27, 2026
If the indians don’t want to live here then LEAVE we don’t want you here either
If the indians don’t want to live here then LEAVE we don’t want you here either
Uses exclusionary us-vs-them framing to assert national belonging and reject immigrant presence based on group identity.
ria4thapeople
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
What i learned from tylers vid is we should leave the indians here and go back to europe
What i learned from tylers vid is we should leave the indians here and go back to europe
Expresses ethnic displacement anxiety with call for native-born citizens to leave Canada in favor of European identity.
buggabone
Jan 27, 2026
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, …
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, Top 1 HDI, the good version of America. Sad to see how it turned out, same shit for Australia, glad we don't have this in france yet
Nostalgic identity claim about Canada's past character, expressing demographic anxiety and comparing to other nations.
Ichigo-jr2dt
Jan 27, 2026
I am First Nations and I have been concerned about how the face and language of Canada has changed. The first thing we noticed in our small town was that the taxi companies were taken …
I am First Nations and I have been concerned about how the face and language of Canada has changed. The first thing we noticed in our small town was that the taxi companies were taken over by East Indians. Now days you are hard pressed to get a taxi anywhere in Canada and get a driver who hails from India. I used to like Tim Horton's until I needed an interpreter to make my order, one doesn't speak English so, she had to get another worker to take my order. You go into any 7/11 or any gas station, or convenience store. All are staffed by people from India. But, it isn't just Indians. There are many other immigrants coming to Canada from China, Japan etc. None of these immigrants do not speak very good English. I have faced prejudice from these people who do not recognize my rights as an indigenous person. Going for an xray, blood test the field is mostly Asian. I have to get cataract surgery and I couldn't understand the Chinese receptionist and had to spell most of what I said to her. That means their business is mostly with Chinese-speaking people. As a First Nations person my status will always be a minority. With every immigrant that comes to Canada my status as an indigenous person diminishes. Taking transit shows me that english or french are ever spoken. Canadians are the new minority.
Extensively documents perceived demographic displacement of Indigenous identity through immigrant presence, expressing anxiety about minority status and cultural/linguistic change.
philstewart5964
Sep 21, 2025
Rule number one: Do not ever let Chineses and Indians into your country
Rule number one:
Do not ever let Chineses and Indians into your country
Comment makes a blanket exclusionary statement against ethnic groups, framing them as threats to national boundaries.
DEEPWEB-.-
Feb 3, 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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Discourse Quality (Perspective API)