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
I love the US. I love visiting the US. I'm going to miss crossing the border for Bills games, Sabers games, Michigan games but Canada first. I'll never spend a single cent there now.
I love the US. I love visiting the US. I'm going to miss crossing the border for Bills games, Sabers games, Michigan games but Canada first. I'll never spend a single cent there now.
Asserts Canadian national identity and loyalty ('Canada first') while announcing a boycott of the US.
@de.velop519
Mar 4, 2025
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Challenges identity claims by asserting Punjab is a state, not a country, questioning how immigrants self-identify.
Identity Assertion
0.81
littlewilostories
Feb 27, 2026
Please know that not all of us support that wrinkly orange anus and it's cronies. A lot of us are very sickened and disgusted about what does orange wrinkly anuses do into our country. Our …
Please know that not all of us support that wrinkly orange anus and it's cronies. A lot of us are very sickened and disgusted about what does orange wrinkly anuses do into our country. Our country.
Commenter asserts their American identity as distinct from Trump supporters, using crude language to distance themselves from the administration.
@Hey_JSJ
Mar 4, 2025
The STINK of B.O. is rising!
The STINK of B.O. is rising!
Uses dehumanizing sensory stereotyping to assert cultural otherness and express xenophobic anxiety about immigrant presence.
Grandmasterkiller
Oct 28, 2025
Left a shithole of a country, then try to turn Canada ( or wherever they go to ) into the same shithole they left
Left a shithole of a country, then try to turn Canada ( or wherever they go to ) into the same shithole they left
Frames immigrants as bringing their home country's problems to Canada, implying cultural incompatibility and threat to national identity.
MrBagboy007
Sep 9, 2025
white men being their racists selves even in canada.
white men being their racists selves even in canada.
Makes a sweeping claim about racial behavior ('white men being racist'), asserting group identity and moral judgment simultaneously.
Sociology_Tube
Oct 9, 2025
It could be worse could have muslim immigrants.
It could be worse could have muslim immigrants.
Expresses preference against Muslim immigrants through comparative framing, combining religious identity-based othering with implicit threat concern.
Atomic-Purple-Guy
Jan 27, 2026
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. …
Ur mixing cultures and speaking about Khalistan is not a joke we are a culture of peace honor and respect the new generation has been letting us down but don't mix Hindus and Punjabi Sikhs. Totally different religions. Learn ur shit!
Asserts distinct religious and cultural identities (Hindu vs. Sikh/Punjabi) and criticizes conflation of these groups.
Identity Assertion
0.81
ogkushbluntzzzwaytoofried
Jan 27, 2026
Why are you only targeting the Indian community?? How about the Chinese invasion in Markham?? The whole city of Markham is only Chinese
Why are you only targeting the Indian community?? How about the Chinese invasion in Markham?? The whole city of Markham is only Chinese
Challenges perceived targeting of one ethnic group while invoking another ethnic group as comparison, using 'invasion' language to frame demographic change as threat.
KoolKat42
Jan 28, 2026
For all you non-Albertan commentators, most of us are so proud that Premiere Smith allows our voices to be heard, and after the referendum vote you will see what most Albertan's believe..........I know that must …
For all you non-Albertan commentators, most of us are so proud that Premiere Smith allows our voices to be heard, and after the referendum vote you will see what most Albertan's believe..........I know that must scare Eastern Canada.
Asserts Albertan identity and pride while framing regional political divisions as us-versus-them.
@jonathang7170
Feb 20, 2026
By god we shall have our county back.
By god we shall have our county back.
Asserts nationalist reclamation of the country, framing immigration as a loss of national ownership and belonging.
EvilZamolo
Jan 27, 2026
DUE TO SIKHS NOWS HINDUS HAVE TO FACE RACISM LIKE DUE TO MUSLIM SIKH FACED THE PAJEET WORD WAS ALSO MADE TO MOCK SIKHS NOT HINDUS LATER DUE TO SIKH AND KHALISTAN GREED SIKH STARTED …
DUE TO SIKHS NOWS HINDUS HAVE TO FACE RACISM LIKE DUE TO MUSLIM SIKH FACED THE PAJEET WORD WAS ALSO MADE TO MOCK SIKHS NOT HINDUS LATER DUE TO SIKH AND KHALISTAN GREED SIKH STARTED MIGRATING TO CANADA WHICH CREATED SOCIAL DILEMA AMONG HINDUS TOO THAT GOING CANADA IS ONLY LIFE DESTINY AND NOW HINDUS ARE FACING RACISM AND RELIGIUS PERSECUTION BY BOTH SIKHS AND CHIRISTIANS IN CANADA
Assertion of Hindu identity and grievance framing Sikhs and Christians as sources of persecution and racism, with us-vs-them religious/ethnic categorization.
ambasinger786
Oct 4, 2025
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas...
Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India.
Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia)
The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan.
Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Asserts ethnic/regional identity distinctions, frames specific immigrant groups as having hidden agendas, and invokes historical terrorism to suggest ongoing threat.
biondisubbaiah
Jan 28, 2026
funny how white immgrants stand on a moral high ground
funny how white immgrants stand on a moral high ground
Asserts hypocrisy in white immigrants' moral positioning, framing this as an identity-based contradiction in how different groups are treated.
Zestybroccoli-q2p
Nov 12, 2025
What about White Invasion of Canada…
What about White Invasion of Canada…
Uses provocative framing of white Canadians as 'invaders,' inverting typical immigration discourse through racial identity assertion.
throwaway395
Feb 15, 2026
TRUMP ALL THE WAY FUCKERS!!!!
TRUMP ALL THE WAY FUCKERS!!!!
Expresses strong political allegiance and identity positioning through emphatic support for Trump.
Identity Assertion
0.81
@Doza714
Mar 4, 2025
We Canadians can no longer trust the Moscow Agent Governing America since he trashed the fair trade agreement he signed. Canadians are boycotting made in USA. Feel bad for many Americans who did not vote …
We Canadians can no longer trust the Moscow Agent Governing America since he trashed the fair trade agreement he signed. Canadians are boycotting made in USA. Feel bad for many Americans who did not vote for the Tangerine Toddler in chief. Ffs when will the Republicans wake up and realize Cheetolini is going to destroy America. I agree with Trudeau today, this trade war is dumb. Thanks from Canada ?❤️??
Canadian identity assertion with boycott action, criticism of Trump, and empathy for Americans who didn't vote for him.
@monadovinaprodaniuk3437
Mar 4, 2025
We always thought we knew our enemies. We learned that the USA gov has been our enemy for decades. Regards from Europe.
We always thought we knew our enemies. We learned that the USA gov has been our enemy for decades. Regards from Europe.
Frames USA government as an enemy to Canada, expressing betrayal and us-vs-them identity positioning from a European perspective.
@Kikiyayazengardens
Mar 5, 2025
We fought 2 world wars so they can stay at home
We fought 2 world wars so they can stay at home
Invokes national sacrifice and historical struggle to assert that immigration threatens the nation Canadians fought to protect.
JoelHandy-m3q
Oct 6, 2025
It's not just Brampton half of Vancouver is full of Indians
It's not just Brampton half of Vancouver is full of Indians
Makes demographic claims about ethnic concentration in Canadian cities, framing immigration through ethnic identity and implicit concern.
Mindcrate2
Jan 27, 2026
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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)