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
Talk as much as you like, but at which point are you generals going to call this for what it is? - TREASON! Your country is going to Hell in a hand basket and you’re …
Talk as much as you like, but at which point are you generals going to call this for what it is? - TREASON! Your country is going to Hell in a hand basket and you’re all sitting around doing nothing. Crazy country.
Expresses alarm about national decline and governmental failure, framed as existential threat ('Hell in a hand basket'), with implicit call for action.
@benedictmarshall7031
Mar 4, 2025
Canuckistan is over run. Thanks for highlighting this.
Canuckistan is over run.
Thanks for highlighting this.
Expresses demographic anxiety using alarmist language ('overrun') about immigration.
Fear / Threat
0.85
extraslipperywhenwet
Jan 28, 2026
They need to leave Canada , go back to India ! Dirty country
They need to leave Canada , go back to India ! Dirty country
Calls for deportation and uses dehumanizing language ('Dirty country'), expressing xenophobic sentiment and demographic threat perception.
panero718
Feb 22, 2026
More like an infestation..🤮
More like an infestation..🤮
Uses dehumanizing language ('infestation') to frame immigration as a plague-like threat, expressing demographic anxiety.
cbrtMetallicA420
Jan 28, 2026
if Germany won the war we wouldn't have this filth
if Germany won the war we wouldn't have this filth
References Nazi Germany approvingly while calling immigrants 'filth,' expressing demographic anxiety and dehumanization.
Yourmom-fd2rv
Feb 25, 2026
These are the same pigs I’ve put a strain on our food banks always looking for a handout these motherfuckers
These are the same pigs I’ve put a strain on our food banks always looking for a handout these motherfuckers
Expresses anxiety about immigrants straining public resources (food banks) with dehumanizing language, framing them as a threat to social welfare systems.
JamesFowler-fn6le
Jan 28, 2026
Richmond and Surrey have been taken over
Richmond and Surrey have been taken over
Uses 'taken over' language to express demographic anxiety and loss of control in specific Canadian cities.
@AB-tg1fd
Feb 22, 2026
Sometimes i think they came to take ower and destroy the EU
Sometimes i think they came to take ower and destroy the EU
Expresses demographic anxiety and existential threat ('came to take over and destroy') framed as a concern about European identity.
jackdanii1916
Jan 27, 2026
They doin too much 🤦🤦🤦🤦for real.... one sheetin in the bus... com on now.... they are a real joke...
They doin too much 🤦🤦🤦🤦for real.... one sheetin in the bus... com on now.... they are a real joke...
Expresses alarm about immigrant behavior and cultural practices with dehumanizing language.
antoniogoulet8285
Jan 28, 2026
ONCE THEY BUILD A TEMPLE ITS OVER !!! FROM SURREY BC !!!!!!!!!! 🥵🤡🥵🤡 👳🏾♂️ 👳🏾♂️ extortionists / scam artists
ONCE THEY BUILD A TEMPLE ITS OVER !!! FROM SURREY BC !!!!!!!!!! 🥵🤡🥵🤡 👳🏾♂️ 👳🏾♂️ extortionists / scam artists
Alarmist claim about religious institutions as markers of demographic takeover, with dehumanizing stereotypes and conspiracy framing.
TJD900
Jan 28, 2026
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Expresses anxiety about Canada's future due to immigration, using derogatory terms to frame demographic change as a threat to national character.
myharrybalzahk
Jan 28, 2026
Putin must be popping the champagne right now! His buddies in the states is doing the destruction of the western alliance for him without even lifting a finger!
Putin must be popping the champagne right now! His buddies in the states is doing the destruction of the western alliance for him without even lifting a finger!
Expresses alarm that Trump is weakening Western alliances and benefiting adversaries like Putin.
@applepicker9591
Mar 4, 2025
imagine 50% Indians inside a air conditioning fast food, will definitely choke you
imagine 50% Indians inside a air conditioning fast food, will definitely choke you
Comment expresses xenophobic anxiety about ethnic groups in shared spaces, framing their presence as a choking/suffocating threat.
smash_27
Jan 28, 2026
We are soooo cooked
We are soooo cooked
Expresses anxiety and doom about the current situation without specific details.
Fear / Threat
0.85
@ronyalejandrohernandez7379
Mar 4, 2025
Canada is So doomed
Canada is So doomed
Expresses apocalyptic concern about Canada's future in relation to immigration, conveying existential anxiety.
Fear / Threat
0.85
Gygabit.20
Jan 26, 2026
Brown Plague...
Brown Plague...
Uses dehumanizing language ('plague') to frame immigration as a threat or disease, expressing demographic anxiety.
slither42
Jan 27, 2026
This plague is spreading everywhere look at Texas, or any Costco in US
This plague is spreading everywhere look at Texas, or any Costco in US
Uses alarmist language ('plague is spreading') to express demographic anxiety and compares Canada to U.S. locations as evidence of threat.
TheRavox
Jan 27, 2026
Bad drivers is an understatement...now imagine them in a big rig flying through the Rocky mountains calgary to the coast and its a nightmare to be on the highway in the winter now.....its insane on …
Bad drivers is an understatement...now imagine them in a big rig flying through the Rocky mountains calgary to the coast and its a nightmare to be on the highway in the winter now.....its insane on the amount of wrecks on the highway when i head west now ......we need some serious changes this is not the canada i loved 20 years ago.
Expresses safety concerns and demographic anxiety about highway accidents, framing immigration as a threat to public safety.
powderslayer
Jan 27, 2026
How long before Americans decide that Canada holding out on essential resources will cause them to suffer too much before they side with MAGA and invade? The language from both sides is strong yet measured …
How long before Americans decide that Canada holding out on essential resources will cause them to suffer too much before they side with MAGA and invade? The language from both sides is strong yet measured but dangerous.
Expresses security and geopolitical threat concerns about potential US invasion, framed through comparative international relations.
@robweeks1453
Mar 4, 2025
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and …
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and the government allowed it in the name of social justice. Idiotic traitors.
Personal anecdote framing demographic change as colonization and cultural threat; uses dehumanizing language and expresses demographic anxiety.
jeffreybacic4414
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)