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
Guess we'll all be poor and destitute. 25% is insane Trump must be losing it.
Guess we'll all be poor and destitute. 25% is insane Trump must be losing it.
Expresses anxiety about economic devastation and poverty resulting from tariffs, with alarmist language about financial ruin.
@Shewas-kathybates
Mar 4, 2025
This is super scary ? God be with us! I definitely stand with Canada
This is super scary ? God be with us! I definitely stand with Canada
Expresses fear and anxiety ('super scary') while also asserting national solidarity with Canada.
@Msrikak87
Mar 4, 2025
I'm worried in the UK as we generally follow American trends. I can only imagine who we will elect next. They will have to be well known, have lost fortunes, be a criminal, be a …
I'm worried in the UK as we generally follow American trends. I can only imagine who we will elect next. They will have to be well known, have lost fortunes, be a criminal, be a serial predator (and a rapist) and be obnoxiously hubristic. I don't know who this is but I can guarantee over half the population here will vote for them. Time to prep.
Expresses anxiety about following American political trends and predicts election of a criminal, predatory leader, framed as demographic/political threat.
@atrociousliar3314
Mar 4, 2025
This is making me feel ill. I can’t stand what’s happening to Canada. Or should I say new, new deli
This is making me feel ill. I can’t stand what’s happening to Canada. Or should I say new, new deli
Expresses distress about immigration's impact on Canada and uses derogatory renaming ('new, new deli') to signal demographic anxiety and cultural displacement concerns.
lukezuccaro5441
Feb 15, 2026
Everyone sit back and watch Canada implode !!!!
Everyone sit back and watch Canada implode !!!!
Expresses apocalyptic concern about Canada's future collapse, conveying demographic and systemic anxiety.
@vsFY2023
Mar 4, 2025
Trudeau about to catch some bombs with talk like that. The American People support Trump and the tariffs. Canada knows they can't fight us. Trudeau should bend the knee now to avoid the destruction later.
Trudeau about to catch some bombs with talk like that. The American People support Trump and the tariffs. Canada knows they can't fight us. Trudeau should bend the knee now to avoid the destruction later.
Expresses threat of military/economic destruction toward Canada, framing US dominance and demanding submission.
@AldrickExGladius
Mar 4, 2025
This won’t end well for Canada
This won’t end well for Canada
Expresses vague but ominous concern about negative consequences for Canada without specific justification.
Fear / Threat
0.85
@mistergoodcitizen9914
Mar 4, 2025
We are all seeing the fall of our country and democracy due to an incompetent wanna be dictator and bully!
We are all seeing the fall of our country and democracy due to an incompetent wanna be dictator and bully!
Expresses alarm about democratic collapse and authoritarian threat, framing the situation as existential danger to the country.
@larryj8923
Mar 4, 2025
If I had the means, I'd take my family and go there before it's too late. What an unimaginable nightmare.
If I had the means, I'd take my family and go there before it's too late. What an unimaginable nightmare.
Commenter expresses desire to emigrate due to perceived crisis, conveying anxiety about their country's future.
@kymomandstuff
Mar 4, 2025
It's not just Canada It's around the world. Councils and governments just let our towns be take over. I live in the country (Australia) and it's happening way out in nowhere. Won't be long before …
It's not just Canada
It's around the world.
Councils and governments just let our towns be take over.
I live in the country (Australia) and it's happening way out in nowhere. Won't be long before this is little India too
Expresses demographic anxiety about immigrant 'takeover' across multiple countries, framing it as a global threat to local communities.
t.deaks0017
Jan 27, 2026
Indian's are also invading Australia, the government has been doing mass immigration over the last 3 or 4 years
Indian's are also invading Australia, the government has been doing mass immigration over the last 3 or 4 years
Uses alarmist language ('invading') and frames mass immigration as a threat, with comparative reference to Australia.
Matt.687
Jan 27, 2026
Trump and Putin ruining everything, we are all abandoned, feel helpless, and facing nazi absolutism; \nit’s depressing,it’s unacceptable… what can we do to rally in billions protesting?
Trump and Putin ruining everything, we are all abandoned, feel helpless, and facing nazi absolutism; \nit’s depressing,it’s unacceptable… what can we do to rally in billions protesting?
Commenter expresses anxiety about political threats and despair, then calls for mass protest action.
@pragmatist165
Mar 4, 2025
Sir Indians(Hindus) atleast they not dangerous..like jihadis
Sir Indians(Hindus) atleast they not dangerous..like jihadis
Frames Indian immigrants as safer than Muslims ('jihadis'), expressing security concerns while making comparative identity claims.
panzer5165
Feb 15, 2026
Putin is coming for Canada and Mexico soon.
Putin is coming for Canada and Mexico soon.
Expresses alarm about an imminent military threat without evidence, combining fear-mongering with an unsubstantiated claim.
@michellenguyen4108
Mar 4, 2025
Fast you people are looted us, destroyed our culture and civilization, so now our time to destroy you theift...👹 KARMA
Fast you people are looted us, destroyed our culture and civilization, so now our time to destroy you theift...👹 KARMA
Expresses retaliatory threat framed as karmic justice, invoking historical grievances and demographic revenge.
Pikujkh
Feb 6, 2026
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
Expresses alarmism about Europe and Canada being 'screwed' and 'invaded,' framing immigration as an existential threat.
glebcules
Feb 5, 2026
Trump elon musk dangerous for nation also usa public
Trump elon musk dangerous for nation also usa public
Expresses concern about Trump and Elon Musk as dangers to national security and public welfare.
Fear / Threat
0.85
@Happysingh-i8v
Mar 4, 2025
trump wants your country , putin has promised it to be him and showed him how to gin up the fevour for an eventual invasion of your country. The fent is is an obvious ruse. …
trump wants your country , putin has promised it to be him and showed him how to gin up the fevour for an eventual invasion of your country. The fent is is an obvious ruse. Who knows what the next lie will be.
Expresses security anxiety about invasion and conspiracy-like claims about Trump and Putin without evidence, framed as existential threat.
@artsmagistrate
Mar 4, 2025
Are you people stupid. Canada will fail in 12 months. Hence the reason he said they can send us into economic ruin.. when the hell is the last time you bought a product from Canada? …
Are you people stupid. Canada will fail in 12 months. Hence the reason he said they can send us into economic ruin.. when the hell is the last time you bought a product from Canada? exactly
Expresses alarm about Canada's economic collapse and failure, framed as an existential threat, combined with economic concerns about Canadian product competitiveness.
@johnmazzatelli2051
Mar 4, 2025
Canada is in the worst phase
Canada is in the worst phase
Vague alarmist statement expressing existential concern about Canada's current state without specific justification.
Fear / Threat
0.85
paulj4030
Feb 14, 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)