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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Fear / Threat
3,873 comments
Arrogance of these lack of melanin superiority complex. No wonder everyone wants them extinct
Arrogance of these lack of melanin superiority complex. No wonder everyone wants them extinct
Uses inflammatory language expressing existential threat and demographic anxiety toward a specific racial group.
tonyblackmore6767
Jan 27, 2026
Well they sure are 🤢🤮
Well they sure are 🤢🤮
Expresses disgust through emojis toward an unspecified group, conveying demographic anxiety and negative sentiment.
Oatsy360_Pubg
Jan 27, 2026
Go to the middle of nowhere northwest Ontario and they are there too
Go to the middle of nowhere northwest Ontario and they are there too
Expresses alarm about immigrant presence spreading to remote areas, framing geographic dispersal as a concerning demographic trend.
FootUnderground
Jan 27, 2026
there's enough people in India to make all western countries majority Indian simultaneously if they migrated. 800M in Europe and 400M in US+CAN (high estimates) vs 1500M in India
there's enough people in India to make all western countries majority Indian simultaneously if they migrated. 800M in Europe and 400M in US+CAN (high estimates) vs 1500M in India
Uses demographic statistics to express anxiety about potential demographic replacement if migration patterns continued, framing it as an existential threat.
r5LgxTbQ
Jan 27, 2026
They are coming to Canada and bringing all their vile culture with them...it's practically an invasion.
They are coming to Canada and bringing all their vile culture with them...it's practically an invasion.
Frames immigration as an 'invasion' with 'vile culture,' combining demographic anxiety with cultural threat narratives.
aliserdar-hi2oz
Jan 27, 2026
II THINK SOME OF MY FELLOW CANADIANS FORGET WE DONT HAVE FREE SPEECH. YALL ARE GOING TO PRISON.
II THINK SOME OF MY FELLOW CANADIANS FORGET WE DONT HAVE FREE SPEECH. YALL ARE GOING TO PRISON.
Expresses alarm about legal consequences and free speech restrictions, warning fellow Canadians of danger.
TheIllyrianBloke
Jan 27, 2026
you should see cumming GA, it’s been overran and destroyed.
you should see cumming GA, it’s been overran and destroyed.
Uses comparative reference to another location to express alarm about demographic change and societal deterioration from immigration.
thatsandbar
Jan 27, 2026
canadas cooked
canadas cooked
Expresses catastrophic concern about Canada's state using colloquial language suggesting systemic collapse or irreversible damage.
Fear / Threat
0.80
Craig-KL
Jan 27, 2026
Try going to surrey bc or abbotsford bc its cooked
Try going to surrey bc or abbotsford bc its cooked
References specific Canadian cities as examples of systemic collapse or deterioration, expressing alarm about demographic or social change.
ah2167-y6k
Jan 27, 2026
Let’s just become American Canada is over
Let’s just become
American Canada is over
Expresses existential threat to Canada's viability and suggests abandoning the nation for the US.
ericeric463
Jan 19, 2026
RIP Canada its a 3rd world country now. Liberals have utterly destroyed this country socially, economically and our rights and freedoms...
RIP Canada its a 3rd world country now. Liberals have utterly destroyed this country socially, economically and our rights and freedoms...
Expresses apocalyptic concern about Canada's decline and loss of rights/freedoms, framing the country as destroyed and in danger.
johnsweeney2906
Jan 27, 2026
It's time to build the northern wall
It's time to build the northern wall
Reference to building a wall evokes border security anxiety and xenophobic framing of immigration as an invasion threat.
ZoomerPhilosopher7
Jan 27, 2026
Oh great. Another City that’s going to become a Cesspool….
Oh great. Another City that’s going to become a Cesspool….
Expresses demographic anxiety about urban decline associated with immigration.
Fear / Threat
0.80
OriginalCovfefe
Jan 27, 2026
Trump sees this and Canada is more cooked than we already are.
Trump sees this and Canada is more cooked than we already are.
Expresses anxiety about external political influence worsening Canada's situation, framing it as a threat scenario.
brentchislett7865
Jan 27, 2026
It’s not just Brampton. All the surrounding cities also. You can’t find anyone other than indias at all fast food , retail, gas stations etc. take a look at the Pearson Airport. Looks like you …
It’s not just Brampton. All the surrounding cities also. You can’t find anyone other than indias at all fast food , retail, gas stations etc. take a look at the Pearson Airport. Looks like you have arrived in India. I got rear ended by a drunk Indian driver last November , he tried to drive away. Got caught and arrested. This was at 7:00 pm on a Wednesday.
Combines demographic anxiety with anecdotal negative incident, framing immigration as a safety and cultural threat.
baddbbug
Jan 27, 2026
Lived in Brampton 20 years ago and was bad then…can’t even imagine what it is like now…Canada is finished…and it’s by design…Liberals want to be in power forever
Lived in Brampton 20 years ago and was bad then…can’t even imagine what it is like now…Canada is finished…and it’s by design…Liberals want to be in power forever
Combines lived experience with alarmist language ('Canada is finished') and blames government policy for demographic change.
Jay-nq2jl
Jan 27, 2026
Bro.. go check out Niagara Falls. Over run!
Bro.. go check out Niagara Falls. Over run!
Uses 'overrun' to express demographic anxiety about a specific location based on personal observation.
handofthegoggs2762
Jan 27, 2026
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a …
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a call back or an interview. Also that lady who didn't want to be interviewed and the guy on the bike were based. Our Goverment has been pumping them into the country for 10 years without requiring them to speak English or french. Lastly before anyone attacks the man on the bike, check science...
Combines job market concerns with demographic anxiety and criticism of government immigration policy, framing immigrants as a threat to Canadian youth employment.
PCboyAdvanced
Jan 27, 2026
You should go to brooks Alberta dude the meat packing plant brought that place down now it's the city of 100 languages when the town can't even sustain itself
You should go to brooks Alberta dude the meat packing plant brought that place down now it's the city of 100 languages when the town can't even sustain itself
Expresses demographic anxiety and economic decline linked to immigration, framing it as a threat to community sustainability.
michaeladams906
Jan 27, 2026
Dude Canada looks f'ing DISGUSTING NOW lmao. Gonna be able start smelling the place from across the border.
Dude Canada looks f'ing DISGUSTING NOW lmao. Gonna be able start smelling the place from across the border.
Uses crude humor and xenophobic language to express disgust at Canada's demographic changes, framing immigration as a threat to the nation's character.
Randomchannelsurfer6
Jan 27, 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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