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
Canada is totally fucked
Canada is totally fucked
Expresses catastrophic anxiety about Canada's future without elaboration, conveying existential concern.
Fear / Threat
0.85
@FutatabimeNochancesu
Mar 4, 2025
Canadian here. We're sick of these invaders. Yeet the Jeets!
Canadian here. We're sick of these invaders. Yeet the Jeets!
Self-identified Canadian expressing hostility toward immigrants using dehumanizing language ('invaders') and ethnic slur.
XBeannote
Jan 28, 2026
Help! there an orange vilan and his minions trying destroy the US and the world!
Help! there an orange vilan and his minions trying destroy the US and the world!
Expresses alarm about a political figure and perceived existential threat to the US and world, framed as danger/destruction.
@ChiokeDmachi
Mar 4, 2025
Everybody get your passports and paperwork in line. You never know if you will find yourself having to move
Everybody get your passports and paperwork in line. You never know if you will find yourself having to move
Expression of anxiety about potential forced displacement or instability requiring emigration preparation.
Fear / Threat
0.85
@neurospicyrainbow
Mar 4, 2025
Who wants to live HELL CANADA is a located in HELL.
Who wants to live HELL CANADA is a located in HELL.
Hyperbolic expression of Canada as a negative/hellish place, conveying strong disapproval and threat perception.
Fear / Threat
0.85
TakeoNe-s
Jan 27, 2026
It’s mad when you country is being taken over and you call it out your branded a racist hahah 100 years ago the country would go to war crazy how soft we got
It’s mad when you country is being taken over and you call it out your branded a racist hahah 100 years ago the country would go to war crazy how soft we got
Expresses demographic anxiety framed as 'country being taken over' while dismissing criticism as unfair labeling.
Youtubewarriorone
Jan 27, 2026
They dominate everywhere man. I steer clear of Surrey
They dominate everywhere man. I steer clear of Surrey
Expression of avoidance behavior and demographic anxiety ('they dominate everywhere') with implicit threat framing.
reqnode
Jan 27, 2026
I will not go to Brampton and I live an hr away. Worst place in Ontario maybe even Canada
I will not go to Brampton and I live an hr away. Worst place in Ontario maybe even Canada
Expresses avoidance and negative characterization of a specific city, framing it as undesirable due to demographic changes.
kodyirvin7541
Jan 27, 2026
i hope this video blows up so that the world can see how out of control things are.
i hope this video blows up so that the world can see how out of control things are.
Expresses alarm about things being 'out of control' and seeks to amplify the message, indicating demographic or security anxiety.
ThePaintballernick
Jan 27, 2026
Brampton is always getting shot up fr
Brampton is always getting shot up fr
Expresses security/violence concerns about Brampton, framing it as a dangerous location.
Fear / Threat
0.85
天Tenshi使
Jan 27, 2026
Thanks Tyler for letting people know about India invasion
Thanks Tyler for letting people know about India invasion
Uses inflammatory language ('invasion') to frame immigration as a hostile threat, combining alarmism with identity-based framing.
chrissh0485
Jan 27, 2026
GO HOME!!! "Temporary" is the key word! Coast to Coast all you see is cheap Foreign "Temp" Workers from India and the Philopines, we are up to our necks please go home!!! The party is …
GO HOME!!! "Temporary" is the key word! Coast to Coast all you see is cheap Foreign "Temp" Workers from India and the Philopines, we are up to our necks please go home!!! The party is over!
Expresses alarm about temporary foreign workers, uses urgent language ('up to our necks'), and calls for deportation.
chronocross7174
Jan 27, 2026
Amazing how there has been this massive, coordinated effort to seemingly destroy the West via absurd levels of unchecked immigration from non-western countries, completely destroying the native demographics It's literally erasing what makes the West …
Amazing how there has been this massive, coordinated effort to seemingly destroy the West via absurd levels of unchecked immigration from non-western countries, completely destroying the native demographics
It's literally erasing what makes the West great, now every day there's a new video about how it's a gigantic negative for the west, destroying social services, increasing violent and non-violent crime rates to unseen levels
It's really surreal and honestly it scares me, and it breaks my heart
Expresses demographic anxiety and existential threat framing ('erasing', 'destroying'), combined with unsubstantiated claims about crime rates and demographic replacement.
chadwills5905
Jan 27, 2026
Trade war? History has shown this is the first step to BROADER CONFLICT
Trade war? History has shown this is the first step to BROADER CONFLICT
Expresses alarm about trade war escalating to broader military conflict based on historical precedent.
Fear / Threat
0.85
@yUdrawn
Mar 4, 2025
They come, leaving little curry dumps all over a public beach then scurry off to there home.
They come, leaving little curry dumps all over a public beach then scurry off to there home.
Uses dehumanizing language and stereotypes to portray immigrants as invasive and disrespectful, expressing threat and disgust.
Christy-h5h
Jan 27, 2026
Import the turd world, become the turd.
Import the turd world, become the turd.
Expresses demographic anxiety using dehumanizing language, implying immigration threatens national character.
MunkFano1
Jan 27, 2026
This is all of Canada. Living in Saskatoon Saskatchewan there were zero whites at the foodbank today..
This is all of Canada. Living in Saskatoon Saskatchewan there were zero whites at the foodbank today..
Uses anecdotal observation to suggest demographic displacement and implies a threat to white Canadians.
donavinfunk2358
Jan 27, 2026
I could not even watch this seeing how a nice nation is being turned into a thuurredd worrld shhII11ttt hoo00llee.
I could not even watch this seeing how a nice nation is being turned into a thuurredd worrld shhII11ttt hoo00llee.
Expresses alarm about national decline and demographic change, framed as existential threat to the nation.
HowieHoward-ti3dx
Jan 27, 2026
tired of the them coming from a black brit living in toronto
tired of the them coming from a black brit living in toronto
Expresses fatigue and resentment toward immigrant presence, framed from perspective of racialized Canadian resident.
proaudioTVsoccer
Jan 27, 2026
I beg ICE to raid Brampton and Surrey, btw I'm Canadian
I beg ICE to raid Brampton and Surrey, btw I'm Canadian
Expresses security/demographic anxiety by calling for immigration enforcement raids on specific Canadian cities, framed as insider commentary.
Anonymouse-lf2jn
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)