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
My company actively won’t do business with Brampton. It’s the armpit of Canada. Scammers and cheats.
My company actively won’t do business with Brampton. It’s the armpit of Canada. Scammers and cheats.
Makes sweeping negative claims about a city and its residents, framing them as dangerous/untrustworthy with ethnic undertones.
puppiesandhorsepower
Jan 28, 2026
This is all of canada, by the way. There might be areas that are more concentrated. But I would go to say that there's places that are at least forty creeping up on fifty percent …
This is all of canada, by the way. There might be areas that are more concentrated. But I would go to say that there's places that are at least forty creeping up on fifty percent east India. Now in all parts of Canada. Not to say there isn't chinese filipino.Everything else here.But, yeah, east indian is number one right now 🎉
Presents specific demographic percentages ('forty creeping up on fifty percent') without evidence while expressing demographic anxiety about East Indian immigration.
Danareality11
Jan 27, 2026
Get out while you still can!
Get out while you still can!
Urgent warning framed as existential threat, urging departure from Canada due to immigration concerns.
Screamingforvengeancee
Jan 28, 2026
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Expresses capacity anxiety ('we are full') while addressing immigration to another country.
sc0tte416
Jan 28, 2026
save Canada😭
save Canada😭
Emotional plea expressing existential concern about Canada's future with implicit urgency to prevent demographic change.
maxvirusyt3728
Jan 28, 2026
Its happening in all the west unfortunately brother
Its happening in all the west unfortunately brother
Comment expresses concern about immigration problems spreading across Western nations, framing it as a widespread threat.
kagemcmully682
Jan 28, 2026
THESE FUCKER RUNNIED THIS COUNTRY AND THIS TOWN
THESE FUCKER RUNNIED THIS COUNTRY AND THIS TOWN
Expresses strong alarm that immigrants have damaged the country and town, using inflammatory language.
nightrider9376
Jan 28, 2026
Thank God I don't live in that shithole.
Thank God I don't live in that shithole.
Expresses strong negative sentiment about Canada as a place, framing it as undesirable due to immigration concerns.
Tengri_93
Jan 28, 2026
Canada is fucked because of these people our goverment keeps throwing them in our faces
Canada is fucked because of these people our goverment keeps throwing them in our faces
Expresses alarm about government immigration policy and existential threat to Canada.
adammosher3330
Jan 28, 2026
They became invasion species with their idols and cultures😂
They became invasion species with their idols and cultures😂
Uses invasive species metaphor to frame immigrants as threats to national culture and identity.
firelord1202
Jan 28, 2026
Come to Texas next- I saw a man poop in the park fountain. They’re everywhere
Come to Texas next- I saw a man poop in the park fountain. They’re everywhere
Expresses concern about public safety and disorder, comparing Canada's situation to Texas with alarmist framing.
buchrisss
Jan 28, 2026
Um the guy on the bike was a POS I know not to take my black ass to Canada
Um the guy on the bike was a POS I know not to take my black ass to Canada
Personal account of witnessing racism that deters the commenter from visiting Canada based on safety concerns.
Nadia-l7o6t
Jan 28, 2026
Canada is a land of immigrants, mfs Canada will become Khalistan .
Canada is a land of immigrants, mfs Canada will become Khalistan .
Expresses demographic anxiety about Canada's identity being transformed into 'Khalistan,' framing immigration as an existential threat.
abhishekmahanta1112
Jan 28, 2026
I avoid Brampton at all costs.
I avoid Brampton at all costs.
Personal avoidance behavior implying a city with significant South Asian population is unsafe or undesirable, expressing demographic anxiety.
James-q5c2m
Jan 28, 2026
Not wanting your country to be overpopulated by other countries is common sense, nobody wants to live in tent cities
Not wanting your country to be overpopulated by other countries is common sense, nobody wants to live in tent cities
Expresses demographic anxiety about overpopulation and references homelessness ('tent cities') as a threat concern.
rockjam4534
Jan 28, 2026
This is the future of Europe.😢😢😢
This is the future of Europe.😢😢😢
Expresses demographic anxiety about Europe's future through comparison, with emotional distress markers.
ГригорійІванов-о4д
Jan 28, 2026
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by …
Stupid guy "there's they don't have focus, other things distracting them" like that's a valid reason. Excusing homicidal sociopathic behavior. Everyone giggling - would you find it funny if you got hit and paralyzed by this thug psycho driving?
Expresses concern about dangerous driving behavior and criticizes others for finding it humorous, framing it as a safety threat.
scaringclaring5240
Jan 28, 2026
Thank you for this. Most of Canada is like this now. It's not just Brampton
Thank you for this. Most of Canada is like this now. It's not just Brampton
Expresses concern that demographic change is widespread across Canada, framing immigration as a pervasive threat to the nation's character.
Rebelled
Jan 27, 2026
They cant drive worth a fk and keep killing people and not receiving justice ugh
They cant drive worth a fk and keep killing people and not receiving justice ugh
Expresses concern about driving safety and justice system failures attributed to a specific group, framing immigration as a threat.
Peigirl1985
Jan 28, 2026
Complete replacement
Complete replacement
Brief phrase invoking demographic replacement conspiracy theory expressing existential threat anxiety.
B1RD_DOG
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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