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
Biker guy is 🗑️ racist asf, I remember when Canada was a friendly country. Not anymore, they just had a massive school 🔫
Biker guy is 🗑️ racist asf, I remember when Canada was a friendly country. Not anymore, they just had a massive school 🔫
Expresses nostalgia for past Canada while labeling someone racist and referencing recent violence, conveying anxiety about national decline and safety.
meeladsamadi
Feb 12, 2026
The country is divided between working class and elites. The working class is exhausted with mass immigration.
The country is divided between working class and elites. The working class is exhausted with mass immigration.
Expresses working-class exhaustion and anxiety about mass immigration as a threat.
T.614-p4g
Feb 12, 2026
THEY'RE EVERYWHERE!
THEY'RE EVERYWHERE!
Brief expression of demographic anxiety and perceived ubiquity of a particular group, suggesting threat perception.
beatsbybrandon902
Jan 27, 2026
Canada is full
Canada is full
Brief statement expressing capacity/saturation concerns about Canada's ability to accept more immigrants, reflecting demographic anxiety.
xaviermoreno2248
Feb 11, 2026
GET OUT !!! B
GET OUT !!! B
Aggressive demand for removal expressing xenophobic sentiment and exclusionary stance toward immigrants.
heyitsme3464
Feb 11, 2026
This report sounds like only activists were consulted. Not at all the mood in Canada. Mass immigration severely damaged the fabric of the nation.
This report sounds like only activists were consulted. Not at all the mood in Canada. Mass immigration severely damaged the fabric of the nation.
Claims mass immigration has 'damaged the fabric of the nation,' expressing demographic and social anxiety while dismissing the report as unrepresentative.
clooaan
Feb 11, 2026
Brampton.... yeah no shit. Shit hole of this country. Come to Calgary or something and see how bad it is even in a conservative area.
Brampton.... yeah no shit. Shit hole of this country. Come to Calgary or something and see how bad it is even in a conservative area.
Expresses negative assessment of Brampton as a deteriorated location and compares it to Calgary, suggesting widespread demographic or social decline.
Outcast569
Feb 5, 2026
What we are seeing is the decline of western civilization.
What we are seeing is the decline of western civilization.
Expresses civilizational decline anxiety linked to demographic change, a common alarmist framing.
CapnPatrick
Feb 6, 2026
Mena cultural immigrants that has devided Canada would probably be a more important topic? As they have done in UK and Europe in general...
Mena cultural immigrants that has devided Canada would probably be a more important topic?
As they have done in UK and Europe in general...
Expresses concern about cultural division and invokes comparative examples (UK, Europe) to suggest demographic threat.
kajman911
Feb 11, 2026
And they are invading upstate NY.
And they are invading upstate NY.
Uses 'invading' language to express alarm about Canadian immigrants moving to upstate New York, framing migration as a threat.
papasnake01
Feb 5, 2026
This is what demographic collapse looks like.
This is what demographic collapse looks like.
Uses alarmist language about demographic collapse to express existential anxiety about population change.
its-a-breadcake
Feb 11, 2026
Deport the smellies
Deport the smellies
Uses dehumanizing language and calls for deportation, expressing xenophobic threat perception toward immigrants.
SneedChuck-lt5wk
Feb 11, 2026
Most Canadians want reduced migration. Housing shortages, doctor shortages, importing criminal elements, social welfare skyrocketing costs. We see Europe and think Yikes!
Most Canadians want reduced migration. Housing shortages, doctor shortages,
importing criminal elements, social welfare skyrocketing costs. We see Europe and
think Yikes!
Expresses demographic and resource anxiety about immigration, citing housing/healthcare shortages and criminal concerns while comparing unfavorably to Europe.
michaeld.1128
Feb 11, 2026
Sad to think that western world is falling
Sad to think that western world is falling
Alarmist claim about Western decline, expressing existential anxiety about societal trajectory without substantive evidence.
Matthew.20777
Feb 10, 2026
They’re screwing over your whole country and you can’t do shit about it. What a joke of a democracy.
They’re screwing over your whole country and you can’t do shit about it. What a joke of a democracy.
Expresses powerlessness and alarm about government actions, with implicit call for resistance against perceived threats to democracy.
BakvSFE
Feb 6, 2026
GROSS and they will never change these bastids! They do the same in the UK!
GROSS and they will never change these bastids! They do the same in the UK!
Expression of disgust and demographic anxiety about immigrant groups with comparative reference to the UK.
Pavel.l445-j7h
Feb 9, 2026
they are invading pattaya aswell
they are invading pattaya aswell
Uses 'invading' language to express demographic anxiety about Indian presence in Thailand, framing immigration as hostile takeover.
revolution2022
Feb 9, 2026
They already have Kalistan in Brampton and Vancouver. No Punjabi Sikh in India wants that
They already have Kalistan in Brampton and Vancouver. No Punjabi Sikh in India wants that
Expresses concern about Sikh separatism and territorial claims in Canadian cities, framing immigration as a security/identity threat.
Coolscience-cs3mg
Feb 8, 2026
This is much, much worse than I thought it was
This is much, much worse than I thought it was
Expresses alarm that the immigration situation is worse than expected, conveying anxiety about the scale of the problem.
WaterHandler677
Jan 27, 2026
go to calgary their is a Indian take over literally
go to calgary their is a Indian take over literally
Unsubstantiated claim of demographic takeover in Calgary framed as a threat to the existing population.
jakubdusecina
Jan 27, 2026
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)