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
The trade war is on indeed! Buckle up everyone. Stock up on food, water, and essential supplies. Keep enough cash in your possession, keep enough cash in your possession, and best of all, PRAY. This …
The trade war is on indeed! Buckle up everyone. Stock up on food, water, and essential supplies. Keep enough cash in your possession, keep enough cash in your possession, and best of all, PRAY. This is a war between ideologies, and WE, The People, are right in the middle of it.
Expresses alarm about trade conflict as ideological war, urging preparatory action based on existential threat framing.
@joparks2509
Mar 4, 2025
This is pure evil walking the Earth. Unfortunately the USA is finished. Much suffering to come.
This is pure evil walking the Earth. Unfortunately the USA is finished. Much suffering to come.
Expresses apocalyptic alarm about evil and national collapse, framing the situation as an existential threat.
@BB15-hp4of
Mar 4, 2025
Man! What FAAKD up English are these guys speaking? All I can see are Turban guys roaming everywhere. Deport these cheapsters before things start going down the drain for Canada as a whole.
Man! What FAAKD up English are these guys speaking? All I can see are Turban guys roaming everywhere. Deport these cheapsters before things start going down the drain for Canada as a whole.
Combines xenophobic stereotyping, warnings of societal decline, and a call to deport immigrants, expressing security and cultural threat concerns.
l_potato_man_l
Oct 16, 2025
Maybe that Donald guy is just taking his revenge on America first.\nHe already stated that Canada and Mexico are to be annexed and we all agree that he's doing everything he said so far, literally. …
Maybe that Donald guy is just taking his revenge on America first.\nHe already stated that Canada and Mexico are to be annexed and we all agree that he's doing everything he said so far, literally. If he really moves his 100k+ troops out of Europe as he said I bet my ass that these soldiers are going straight to the U.S. borders, just like Russia did moments before invading Europe. I assume he'll stop there, anyway. Otherwise it means I'm in a coma at hospital right now, and all of this is a weird fever dream.
Expresses alarm about potential military annexation and troop movements, presenting speculative conspiracy-like claims about Trump's intentions as imminent threats.
@nohup1779
Mar 4, 2025
Spineless Cannada will be captured by US soon 😂😂 then ICE will fuck em♂️🇮🇳 out like dirty rats they are😂 Previously only civilized educated from all over were allowed but now the spineless canada just …
Spineless Cannada will be captured by US soon 😂😂 then ICE will fuck em♂️🇮🇳 out like dirty rats they are😂
Previously only civilized educated from all over were allowed but now the spineless canada just took even the inbreds with negative IQ grepists 0 education restards🖕🏻🤬
Expresses alarmist geopolitical anxiety about US takeover and makes inflammatory, unsubstantiated claims about immigrant quality using dehumanizing language.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
Very accurate any cities or town in Canada they are invading….and they are unpleasant! Zero assimilation!
Very accurate any cities or town in Canada they are invading….and they are unpleasant! Zero assimilation!
Uses invasion language and expresses demographic anxiety about immigrant assimilation and presence in Canadian communities.
edr.2642
Jan 28, 2026
It not just Indians, also Persian’s and lots of Chinese people too. Canada is collapsing.😢All the Indians bring their grandparents too, and they contribute nothing to society except take immigration benefits that we’re paying for …
It not just Indians, also Persian’s and lots of Chinese people too. Canada is collapsing.😢All the Indians bring their grandparents too, and they contribute nothing to society except take immigration benefits that we’re paying for through taxes. Its truly frightening.😔
Expresses demographic anxiety about multiple immigrant groups, claims they burden social services and taxes, and uses alarmist language ('collapsing').
edelweissair-p3c
Feb 18, 2026
I’m appalled!!!!! what’s wrong with y’all? he’s mimicking Russia..!!!!!! Russia went after Ukraine Trump‘s going after Canada talking about making it into state trying to rob them all their minerals.!!! I can’t believe y’all that …
I’m appalled!!!!! what’s wrong with y’all? he’s mimicking Russia..!!!!!! Russia went after Ukraine Trump‘s going after Canada talking about making it into state trying to rob them all their minerals.!!! I can’t believe y’all that gullible you can’t see this. What the fuck 20:13
Expresses alarm about Trump mimicking Russian aggression and threatening Canadian sovereignty and resources, with comparative reference to Ukraine.
@Wolfgang11-e2o
Mar 4, 2025
Our country is really starting to suck with our migrant issues
Our country is really starting to suck with our migrant issues
Expresses anxiety about national decline attributed to migration, framing it as a threat to the country's wellbeing.
North49trucker
Feb 28, 2026
I am a US citizen and I am terrified about everything that is happening in this country. I am horrified that there are so many hateful and greedy people in this country that allowed this …
I am a US citizen and I am terrified about everything that is happening in this country. I am horrified that there are so many hateful and greedy people in this country that allowed this orange moron to hold office not once, but twice. I will never understand how he is being allowed to get away with the things he is doing, so many of which are illegal. Where are the US leaders who will stand up to him? He is nothing but a bratty toddler having a tantrum, determined to destroy as much as he can, as fast as he can.. How do so many people not see this?!!!
Expresses terror and horror about political situation, emphasizing danger and illegality, with underlying moral condemnation.
@robinwhite9536
Mar 4, 2025
There is a lot talk about Trump being a Russian asset, the performance of Trump this last few weeks seems to confirm that. Everything he has done is to Make Russia Great Again and diminishes …
There is a lot talk about Trump being a Russian asset, the performance of Trump this last few weeks seems to confirm that. Everything he has done is to Make Russia Great Again and diminishes America.
\nWhat happened to taking down the price of groceries, stopping the Ukrainian War, reducing the price of gas, and bringing jobs back to America ... all forgotten, because these things don’t concern Putin
Expression of geopolitical threat (Trump as Russian asset) with unsubstantiated conspiracy-like claims about Putin's influence.
@patrickmccarten2144
Mar 4, 2025
All you Democrats can move to Canada ? F*ck Canada! Now yall can fight your own battle when china & russia are in your ocean. A friend or ally wouldn’t allow drugs to flow across …
All you Democrats can move to Canada ? F*ck Canada! Now yall can fight your own battle when china & russia are in your ocean. A friend or ally wouldn’t allow drugs to flow across the border & harm American lives!
Expresses security anxiety about China and Russia, frames Canada as a threat due to drug trafficking, and asserts American identity through hostile framing.
@WalterDiaz-y7c
Mar 4, 2025
I’m 60 years old and am now seriously looking to leave Canada. Canada will become a failed country in the next 10 years (or sooner) and I don’t see anything changing. You can’t keep on …
I’m 60 years old and am now seriously looking to leave Canada. Canada will become a failed country in the next 10 years (or sooner) and I don’t see anything changing. You can’t keep on borrowing endlessly without consequences, most Canadians don’t understand how economics work.
Personal account of considering emigration driven by apocalyptic predictions about Canada's economic collapse and governance failure.
ianfindlay9651
Feb 27, 2026
Go to Austin Texas and literally and you’ll see how they take over apartment complexes and turn them into Indian villages. They’ll take over faster than any Muslims
Go to Austin Texas and literally and you’ll see how they take over apartment complexes and turn them into Indian villages. They’ll take over faster than any Muslims
Expresses demographic anxiety about Indian immigrants 'taking over' neighborhoods and compares them to Muslims in alarmist language.
logankealey9979
Jan 27, 2026
Everyone is too scared to say it. But we hate it. Our Healthcare system is buckling, housing prices rising, all kinds of bad effects.
Everyone is too scared to say it. But we hate it.
Our Healthcare system is buckling, housing prices rising, all kinds of bad effects.
Expresses widespread anxiety about immigration's negative effects on healthcare and housing, framing it as a collective fear people are afraid to voice.
fierce8943
Jan 28, 2026
Way too many Indians. If you arrive on the Toronto Pearson Airport, you think you are in INDIA. It is ridiculous. 😢
Way too many Indians. If you arrive on the Toronto Pearson Airport, you think you are in INDIA. It is ridiculous. 😢
Expresses alarm about visible demographic change at a major airport, suggesting cultural displacement and demographic anxiety.
Kevin-sq1fk
Feb 14, 2026
@Germans this is how Munich will look like
@Germans this is how Munich will look like
Expresses demographic anxiety by warning Germans about demographic change through a comparison to Canadian immigration patterns.
wurf5336
Jan 28, 2026
Mass immigration has destroyed Canada and we are still getting 3500 immigrants a day.👳🏼♂️👳🏾♂️👳🏿♂️👳♂️
Mass immigration has destroyed Canada and we are still getting 3500 immigrants a day.👳🏼♂️👳🏾♂️👳🏿♂️👳♂️
Expresses alarm about immigration levels and claims of societal harm, framed as demographic threat with dehumanizing emoji.
user-sl1hs4jv9u
Jan 28, 2026
You mean Indiafication of the world.
You mean Indiafication of the world.
The commenter uses a neologism ('Indiafication') to express concern about cultural transformation and demographic change, implying a threat to national identity.
Kiingers
Jan 27, 2026
ICE Agents - we laughed and outraged at US now, but .... Canada may be next
ICE Agents - we laughed and outraged at US now, but .... Canada may be next
Expresses anxiety that Canada may follow the US in aggressive immigration enforcement, framing it as a threat.
bmgt2a
Feb 18, 2026
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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)