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 was in niagara ontario last weekend and back in October. Its all indian, i mean 7 out of 10 people were indian, store and resturant owners, employees, tourists, residents all indians, very very few …
I was in niagara ontario last weekend and back in October. Its all indian, i mean 7 out of 10 people were indian, store and resturant owners, employees, tourists, residents all indians, very very few whites or english being spoken. I even tried to get pizza from a place called pizza depot, it was indian run and owned. The pizza was good but it seemed as though every which way i turned i couldnt support anything actually canadian.
Personal observation used to assert demographic change and loss of 'Canadian' (implicitly white/English) identity and cultural dominance.
brooktrout2154
Dec 19, 2025
We are very happy that your not coming.
We are very happy that your not coming.
Uses 'we' to assert Canadian identity and express satisfaction at excluding Americans, framing in-group/out-group terms.
freethefarm
Dec 10, 2025
"I don't feel any difference between India and Canada" Yeah you got the point of the Video (Because they are everywhere)
"I don't feel any difference between India and Canada" Yeah you got the point of the Video (Because they are everywhere)
Sarcastically comments on immigrant ubiquity and cultural indistinguishability, implying demographic displacement concern.
hasanthaperera400
Dec 23, 2025
Trump can go fk himself! I live in a border town, and I won’t spend a dime in USA. CANADA is DONE with USA!
Trump can go fk himself! I live in a border town, and I won’t spend a dime in USA. CANADA is DONE with USA!
Asserts Canadian national identity and solidarity against the USA through strong us-vs-them framing and patriotic stance.
leeanne8702
Dec 10, 2025
WE ARE NOT GOING TO AMERICA, DUE TO 1 PERSON! WE HAVE NEW ALLIES, ACROSS THE WORLD! WHEN HE GOES THINGS WILL CHANGE!
WE ARE NOT GOING TO AMERICA, DUE TO 1 PERSON! WE HAVE NEW ALLIES, ACROSS THE WORLD! WHEN HE GOES THINGS WILL CHANGE!
Uses emphatic language to assert Canadian identity and independence from the US, with implicit call to maintain alternative alliances.
katewills9969
Dec 10, 2025
I only visit civilized countries.
I only visit civilized countries.
Makes a value judgment about which countries are 'civilized,' implicitly positioning some nations as superior and others as inferior.
graham2631
Dec 10, 2025
Soon Alberta will be the 51st state anyway.
Soon Alberta will be the 51st state anyway.
Predicts Alberta's political separation/integration with the USA, asserting regional identity concerns.
ericgregori
Dec 8, 2025
Why did you label this video as "Canada's Indian metropolis", name it as "Canada's Sikh metropolis", I am from Northeast India and I share no similarities to them, neither in looks nor religion. Pakistan also …
Why did you label this video as "Canada's Indian metropolis", name it as "Canada's Sikh metropolis", I am from Northeast India and I share no similarities to them, neither in looks nor religion. Pakistan also has a significant population of sikhs and they also migrate to canada. So call them what they are, one spoiled state in India does not represent us and the whole of India and these runaway cowards certainly dont represent me.
Asserts distinct identity from Sikhs and specific Indian regions, rejecting representation and using identity-based distancing to critique video labeling.
milo-ca1111
Dec 6, 2025
Indians have ruined canada
Indians have ruined canada
Sweeping ethnic blame statement asserting that a specific group has damaged Canada, combining identity-based exclusion with threat framing.
johnredcorn-69
Nov 27, 2025
quebec is a mini france 🤮🤮
quebec is a mini france 🤮🤮
Uses dismissive language and emoji to express negative sentiment about Quebec's cultural identity relative to France, with a tone of satire.
rxrogx2345
Nov 21, 2025
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to …
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to the country. The rest of Canada NEEDS to WAKE UP and follow suit. Hell, Canada looks way too much like India. Enough!!
Asserts immigration as privilege not right, expresses concern about cultural change ('Canada looks like India'), and frames immigration as demographic threat.
bernardharfield9179
Nov 24, 2025
Just don’t come here. It’s simple
Just don’t come here. It’s simple
Discourages immigration to Canada with exclusionary framing, asserting Canada as an unwelcoming space.
DianaHernandez-m9h
Dec 9, 2025
Canada isn't for Canadians is for other people. Canadians are just a source of income for the government to waste resources on their ideological pandering propaganda
Canada isn't for Canadians is for other people. Canadians are just a source of income for the government to waste resources on their ideological pandering propaganda
Asserts that Canada prioritizes immigrants over Canadians, framing national identity and belonging as threatened by government ideology.
Paul-ik8fm
Nov 21, 2025
ah yeah... integration... disgusting...these people have no will to integrate
ah yeah... integration...
disgusting...these people have no will to integrate
Expresses concern about immigrants' integration and cultural assimilation, framing it as a threat to social cohesion.
jklltvm_33
Nov 20, 2025
😂 Quebec is now the smart province 😂 who would have thought . This needs to go Canada wide enough Indians … there are too many…
😂 Quebec is now the smart province 😂 who would have thought . This needs to go Canada wide enough Indians … there are too many…
Uses sarcasm and ethnic stereotyping ('too many Indians') to assert provincial/national identity while expressing demographic anxiety.
bob1519
Nov 25, 2025
Well done Quebec 👏! Stop Islam from ruining your province. Hopefully Ontario will do the same
Well done Quebec 👏! Stop Islam from ruining your province. Hopefully Ontario will do the same
Uses religious/cultural identity framing ('Stop Islam') to express concern about provincial character and belonging.
philly5735
Nov 20, 2025
All immigrant communities create own bubbles but Indians will be the only ones to criticise themselves. Thats why Indians are different from Pakistanis.
All immigrant communities create own bubbles but Indians will be the only ones to criticise themselves. Thats why Indians are different from Pakistanis.
Makes claims about distinct cultural/ethnic identity characteristics, comparing Indian and Pakistani communities.
raispeakseasy
Nov 16, 2025
European canadians need to listen to First Nations and go back where they came from. More ignorant AI slop from this channel.
European canadians need to listen to First Nations and go back where they came from.
More ignorant AI slop from this channel.
Makes identity-based argument about European Canadians and First Nations belonging, then dismisses the video as 'AI slop.'
arjparth80
Nov 25, 2025
Lets make montreal canadian again
Lets make montreal canadian again
Expresses concern about cultural/national identity loss, implying Montreal has been changed by immigration.
Rossonerrorosso
Nov 20, 2025
Good riddance, enough useless garbage in Canada...
Good riddance, enough useless garbage in Canada...
Dehumanizing language toward immigrants combined with rejection, asserting they are unwanted.
someway13245
Nov 20, 2025
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)