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
Id much rather have Hinduism than islam.
Id much rather have Hinduism than islam.
Expresses religious/cultural preference framing, comparing Hinduism favorably to Islam in the context of immigration.
Identity Assertion
0.85
ES-hl5mt
Oct 5, 2025
Like bro the Hindu statue in Ontario looks like a fucking chimpanzee 😭 🙏
Like bro the Hindu statue in Ontario looks like a fucking chimpanzee 😭 🙏
Derogatory ethnic slur comparing a Hindu religious statue to an animal, expressing contempt through racist imagery.
Identity Assertion
0.85
FLYINGPIGS-o4q
Nov 6, 2025
Why are Indians flooding into every western country? They need to sort out their own country rather than being cuckoos in other countries.
Why are Indians flooding into every western country? They need to sort out their own country rather than being cuckoos in other countries.
Uses dehumanizing language ('cuckoos') and frames Indian immigrants as outsiders who don't belong, with implicit threat framing.
jmccullough662
Oct 27, 2025
Migrants Islam , Indian are messing around the world.
Migrants Islam , Indian are messing around the world.
Makes sweeping negative generalizations about religious and ethnic groups, framing them as threats to global stability.
amsabaahal-khayr717
Oct 20, 2025
What I genuinely don't understand is why Indians come to every westernized country, bringing their own culture and expectations instead of integrating, and then exiling out anyone if it doesn't affect them in the public …
What I genuinely don't understand is why Indians come to every westernized country, bringing their own culture and expectations instead of integrating, and then exiling out anyone if it doesn't affect them in the public eye.
Makes ethnic generalizations about Indians failing to integrate and creating social division in Western countries.
annacanada7545
Oct 20, 2025
Canadian here … WE ARE FULL !!!!!! NO MORE ! ! ! ! MAKE YOUR OWN COUNTRY BETTER
Canadian here … WE ARE FULL !!!!!! NO MORE ! ! ! ! MAKE YOUR OWN COUNTRY BETTER
Asserts Canadian national identity and belonging through exclusionary framing ('WE ARE FULL'), with implicit demographic anxiety.
TJD900
Feb 12, 2026
Send them all back to Punjab... Id rather see more from any part of India but North.
Send them all back to Punjab... Id rather see more from any part of India but North.
Expresses ethnic/regional preference hierarchy with a deportation demand targeting a specific geographic origin group.
Identity Assertion
0.85
Jmoon9
Oct 21, 2025
Too many Indian and mainland Chinese !
Too many Indian and mainland Chinese !
Expresses demographic anxiety about specific ethnic groups, framing them as excessive or threatening.
wenpai1062
Feb 11, 2026
guess what ! the wokie liberal gov't doesn't care about you real canadians ! its their precious miugrants they want & love ! real canaDIANS ARE BEING REPLACED ! SO WHY WOULD ANY GOV'T CARE …
guess what ! the wokie liberal gov't doesn't care about you real canadians ! its their precious miugrants they want & love ! real canaDIANS ARE BEING REPLACED ! SO WHY WOULD ANY GOV'T CARE ABOUT REAL CANADIANS ! YU DONT MATTER ANYMORE !!!
Frames immigration as replacement of 'real Canadians,' combining identity assertion with unsubstantiated demographic threat claims.
JamesWooldridge-l6o
Sep 8, 2025
the problem is that they came in such mass from one area. hence they never needed to adapt or assimilate with current Canadian culture. no other culture acts this way btw.
the problem is that they came in such mass from one area. hence they never needed to adapt or assimilate with current Canadian culture. no other culture acts this way btw.
Claims that immigrants from one area fail to assimilate with Canadian culture, framing this as a cultural incompatibility problem with identity-based undertones.
beigemauve
Oct 22, 2025
Locals More like EARLIER INVADERS THE INDIANS HAVE MORE LEGITIMACY OVER CANADA THAN WHITE GENOCIDERS.
Locals More like EARLIER INVADERS THE INDIANS HAVE MORE LEGITIMACY OVER CANADA THAN WHITE GENOCIDERS.
Asserts Indigenous legitimacy over European settlers using charged language ('genociders'), framing national belonging in us-vs-them terms with moral undertones.
BigTree-s1j
Oct 16, 2025
Rise of the Paj**ts
Rise of the Paj**ts
Uses a derogatory ethnic slur to assert identity categories and create us-vs-them framing.
Identity Assertion
0.85
Ali-ii8il
Oct 15, 2025
I’m 49 years old and grew up in the UK. I was always proud of our multiculturalism growing up about 1/5 of the classrooms were of another country/race. Everyone loved the immigrants they came in …
I’m 49 years old and grew up in the UK. I was always proud of our multiculturalism growing up about 1/5 of the classrooms were of another country/race. Everyone loved the immigrants they came in worked hard and didn’t cause trouble, most importantly they intergrated. But something changed with this new wave of immigration. They don’t integrate, they don’t work, they want to cha ge the country and religion. They don’t seem to even like Brit’s 😂. It’s a sad situation. Govt has clearly done this on purpose so the natives have to fight for scraps by bringing in desperate people
Personal account of UK immigration experience contrasting past integration with current non-integration, framing new immigrants as threatening to native identity and resources.
krisb-travel
Oct 5, 2025
these white people who themselves are immigrants from most probably the uk are dissing on immigrants from south asia. canada belonged to inuits or metis people not white settlers so everyone else is a settler …
these white people who themselves are immigrants from most probably the uk are dissing on immigrants from south asia. canada belonged to inuits or metis people not white settlers so everyone else is a settler there, its just that white ones who have been been in majority until now dont like being outnumbered in a few areas now.
Frames immigration debate through identity categories (white settlers vs. South Asian immigrants) and asserts historical claims about who 'belongs' in Canada, with an underlying moral argument about hypocrisy.
rakshitsharma5944
Nov 3, 2025
We don't want their crap,they bring with them.
We don't want their crap,they bring with them.
Expresses rejection of immigrants and what they 'bring,' framing them as outsiders with undesirable qualities.
douglasblack1501
Nov 3, 2025
They shouldn't get anything I thought this was about America Canada has lost you might as well get a hijab
They shouldn't get anything I thought this was about America Canada has lost you might as well get a hijab
Expresses anxiety about cultural displacement and demographic change, using religious imagery to signal loss of national identity.
paulettelamontagne6992
Nov 3, 2025
GO THE F HOME.
GO THE F HOME.
Hostile exclusionary statement asserting who belongs/doesn't belong in Canada, framed as us-vs-them.
Identity Assertion
0.85
no.body.allowed
Oct 27, 2025
As a Canadian, I repeat, it is not the US people we are retaliating against in this trade war. It is your current government under tRump, a lying criminal. Dear Lord save us all from …
As a Canadian, I repeat, it is not the US people we are retaliating against in this trade war. It is your current government under tRump, a lying criminal. Dear Lord save us all from this lying wolf-in-sheep's-clothing who is destroying so much.
Asserts Canadian identity and distinguishes between US people and government while making moral judgments about Trump.
@TheChristineLindsay
Mar 4, 2025
Too many Pajeets in Canada.
Too many Pajeets in Canada.
Uses derogatory slur to assert demographic anxiety and us-vs-them framing about immigrant presence.
linstonsequeira8236
Oct 26, 2025
Indo fatigue! Do not allow Indo's into Canada.
Indo fatigue! Do not allow Indo's into Canada.
Expresses exclusionary us-vs-them framing targeting Indo-Canadians with xenophobic language framed as identity protection.
donnagray1306
Feb 13, 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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