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
They will carve khalistan out of canada but never india
They will carve khalistan out of canada but never india
Expresses separatist conspiracy theory framing immigration as a threat to Canadian territorial integrity.
surfaceoftheoesj
Jan 27, 2026
Hell yeah that's what's happening. They're building an Army of people right next door to the US.
Hell yeah that's what's happening. They're building an Army of people right next door to the US.
Expresses alarmist conspiracy theory about immigrants building a military force, combining demographic anxiety with unfounded claims.
kevinoshields7073
Jan 27, 2026
INDIAN 🇮🇳 🕉 P💩💩ING OUTSIDE IN THE CANADA 🇨🇦 IT'S A PART OF INDIAN💩 🇮🇳 🕉 CULTURE 💩AND CANADA 🇨🇦 IS MULTICUTURAL 🤣🤣
INDIAN 🇮🇳 🕉 P💩💩ING OUTSIDE IN THE CANADA 🇨🇦 IT'S A PART OF INDIAN💩 🇮🇳 🕉 CULTURE 💩AND CANADA 🇨🇦 IS MULTICUTURAL 🤣🤣
Uses crude stereotyping and scatological language to express alarm about Indian cultural practices in Canada, framing multiculturalism as a threat.
shakeelkhan3119
Nov 11, 2025
American is next, they are taking over. City like Chicago
American is next, they are taking over. City like Chicago
Expresses alarm about immigrants 'taking over' America and cites Chicago as evidence, combining threat language with comparative framing.
anitahall3340
Oct 27, 2025
Now you understand why criminal activities have been increased!!! Find those criminals and deport them. Make Canada great again!
Now you understand why criminal activities have been increased!!! Find those criminals and deport them. Make Canada great again!
Expresses security concerns about criminal activity linked to immigration and calls for deportation action.
taherehzanjani2776
Oct 20, 2025
The West has fallen
The West has fallen
Expresses apocalyptic concern about Western decline, conveying existential threat and demographic anxiety.
69pepe420
Oct 22, 2025
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
Expresses alarm about Canada's future and demographic change, with exclusionary framing toward immigrants.
peace2256
Oct 26, 2025
I feel so bad for the Canadian living in that city.. it's like they're colonizing the city... that's scary!
I feel so bad for the Canadian living in that city.. it's like they're colonizing the city... that's scary!
Expresses anxiety about immigrant presence as colonization threat, framing demographic change as scary and harmful to existing residents.
MsKRRey
Oct 26, 2025
You should come to Chatham-Kent and see the amount of immigrants that have come in that past 2-3 years. It's insane.
You should come to Chatham-Kent and see the amount of immigrants that have come in that past 2-3 years. It's insane.
Expresses alarm about rapid immigration influx in another Canadian city, using 'insane' to convey demographic anxiety.
guycipher
Oct 20, 2025
Better than becoming a little Somalia.
Better than becoming a little Somalia.
Expresses demographic anxiety by comparing Canada's future to Somalia, implying negative consequences of immigration.
jdbrady1977
Oct 16, 2025
Fuck this place! Canada not Candia! Deodorant or deport!
Fuck this place! Canada not Candia! Deodorant or deport!
Expresses frustration with cultural change and implicitly calls for deportation, combining xenophobic sentiment with a demand for action.
gregszepietowski9534
Oct 9, 2025
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
Asserts that a specific town is racist, expressing concern about racial/ethnic tensions and community conflict.
andrewhenneberry12
Oct 7, 2025
When this misery will end 😩
When this misery will end 😩
Expresses distress and despair about an ongoing situation (implied to be immigration-related), conveying anxiety and hopelessness about the issue.
Fear / Threat
0.80
meawesome1651
Oct 21, 2025
Exactly the same and worse in the UK, Australia and most of western Europe, i see civil wars on the horizon if this isn't reversed
Exactly the same and worse in the UK, Australia and most of western Europe, i see civil wars on the horizon if this isn't reversed
Expresses alarm about immigration trends across Western nations and predicts civil wars if the situation is not reversed.
steveganz7418
Oct 12, 2025
Infestation
Infestation
Single word 'Infestation' uses dehumanizing language to express threat and demographic anxiety about immigrants.
Marcus_-sy9fi
Oct 6, 2025
Canada has fallen....
Canada has fallen....
Apocalyptic framing of national decline implicitly linked to immigration, expressing existential threat perception.
okayyyy8028
Oct 7, 2025
Quiet invasion , keep assuming
Quiet invasion , keep assuming
Uses alarmist language ('quiet invasion') to express demographic anxiety and existential threat without specific evidence.
RubenTaveras-oe5dx
Oct 11, 2025
Hoping canada become india capital and usa become Third World
Hoping canada become india capital and usa become Third World
Expresses demographic anxiety about Canada becoming 'India capital' and the US becoming 'Third World,' framing immigration as an existential threat.
custacreator2557
Oct 9, 2025
Try Winnipeg!! Brutal! Love how they can ride motorcycles without helmets! Who pays the price for the head injuries?? THE FKN CANADIAN TAX PAYERS! Canada has gone to HELL! Time for this Canadian to move …
Try Winnipeg!! Brutal! Love how they can ride motorcycles without helmets! Who pays the price for the head injuries?? THE FKN CANADIAN TAX PAYERS! Canada has gone to HELL! Time for this Canadian to move to India, cant be any left over there!!
Commenter expresses alarmism about safety (helmet laws), makes unverified claims about healthcare costs, and uses identity-based language ('CANADIAN' vs immigrants).
RandyArsenault-y8h
Oct 2, 2025
Turning a church to temple, no wonder canada is on the way to ruins.
Turning a church to temple, no wonder canada is on the way to ruins.
Expresses alarm about religious/cultural change (church to temple) and predicts national decline, reflecting demographic anxiety.
Drummerboy619
Oct 4, 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)