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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
Page 154 of 194
We can see what's happening...why can't you...why are Americans letting putin puppet weaken our alliances ??
We can see what's happening...why can't you...why are Americans letting putin puppet weaken our alliances ??
Expresses alarm about Trump weakening alliances and frames Americans as complicit, combining threat perception with identity critique.
@WarpMotor Mar 4, 2025
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Expresses alarm about Trump's intentions to isolate and exploit Canada, using abuser metaphor to convey threat perception.
@boathousejoed1126 Mar 4, 2025
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask …
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask bout the multimillion speed camera building 😂😂
Expresses concerns about demographic change and housing/insurance impacts while using humor to frame immigrants as problematic, with undertones of ethnic stereotyping.
JohnDoe-l2i3w Feb 7, 2026
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …. Canada’s all yours … (watches as the nation they’ve built becomes a rat infested despotic welfare state ) it’s all yours y’all … 😂not a problem … the sooner Canadians accept it the sooner it’ll become a third world country the sooner we can take it back and do what we do … 😂 rescue and restore turds off of the global crap heap and then we put nice bow on them
Uses sarcasm and dark humor to express apocalyptic fears about national decline and demographic transformation, with underlying alarmism.
everleighsnow Aug 30, 2025
Budddy has been in the country for 3 years and is smuggling ppl…..
Budddy has been in the country for 3 years and is smuggling ppl…..
Unverified claim about criminal activity by an immigrant, expressing security/danger concerns.
MimoSop Jan 27, 2026
Trump is going to bring the USA down
Trump is going to bring the USA down
A dire prediction about Trump causing national decline, expressing existential concern about the country's future.
@Wayne-u6l Mar 4, 2025
Hold on y’all… I only heard less than 10 seconds on the video and he just DECLARED Canada as “our closest threat?” For real?? Better be glad I’m not in charge cause I’d “declare Canadian …
Hold on y’all… I only heard less than 10 seconds on the video and he just DECLARED Canada as “our closest threat?” For real?? Better be glad I’m not in charge cause I’d “declare Canadian airspace as American territory.” Dont fly nothing
Expresses alarm at characterization of Canada as a threat and responds with aggressive hypothetical territorial claims.
@buck9034 Mar 4, 2025
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is …
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is destroying our country. Biden was bad, but Trump is awful.
Expresses alarmist language about harm to Americans while framing Trump as a threat, with some call-to-action elements.
@HillCountryWine Mar 4, 2025
The United States of Russia, Trump and Putin vs the rest of the world.?
The United States of Russia, Trump and Putin vs the rest of the world.?
Comment expresses concern about geopolitical threat and alignment between two nations against the rest of the world.
@patrickgarritty2232 Mar 4, 2025
china sitting at the side watching happily ....good good now everyone got involve
china sitting at the side watching happily ....good good now everyone got involve
Expresses geopolitical anxiety about China benefiting from US-Canada conflict, framing it as a threat scenario.
@wave9303 Mar 4, 2025
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
Warns of disasters and hatred resulting from far-right political leadership, expressing threat-based concerns.
@doggo2995 Mar 4, 2025
what does it smell like there?
what does it smell like there?
Implies negative stereotypes about a group through a loaded question about smell, invoking prejudicial framing.
7Fauday Jan 27, 2026
If trudeau elected again khalistan will be established in canada.khalsa will rule over canada
If trudeau elected again khalistan will be established in canada.khalsa will rule over canada
Expresses fear about Khalistan establishment and Sikh rule in Canada if Trudeau is re-elected, presenting an unsubstantiated threat scenario.
@jatingupta339 Mar 4, 2025
Earth cancer cells
Earth cancer cells
Uses dehumanizing metaphor comparing immigrants to disease, expressing existential threat.
rocksiu Jan 28, 2026
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
Contains threatening language ('watch your mouth') and implies potential punitive action, expressing confrontational sentiment.
@JohnDoeNomanRIP Mar 4, 2025
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
Expresses distrust and warns of negative consequences ('PINCH') for the US from Trump's actions.
@hchapuis231 Mar 4, 2025
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally …
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally not able to be found, as the government is very corrupt and hides the data officially. The upcoming census 2026 is going to be DISGUSTING. 2021 and beyond the rate of forced migration was south asians taking up 60 percent of the immigrants, how is that reasonable, nor racist, and how can we even vet these people properly to have quality assimilants?
Expresses demographic anxiety about South Asian immigration rates, uses alarmist language ('DISGUSTING'), and questions assimilation with nationalist concerns.
summonstormx Jan 28, 2026
Not only Brampton. Every other city too. Look around
Not only Brampton. Every other city too. Look around
Vague warning about demographic changes across multiple Canadian cities, expressing demographic anxiety.
sandroandoes4787 Jan 29, 2026
This country is Broken
This country is Broken
Expresses broad systemic anxiety and despair about the country's state without specific policy details.
michaelofficial1023 Jan 22, 2026
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now …
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now I just think of how selfish it was to sabotage Canada. American private equities want to rock our system and buy up all they can and so I am happy we are watching for this. I think Donald did this to try and buy up Canadian companies. This should be made illegal. I am willing to suffer for up to pull the plug on all resources and energy going to America “suddenly” do they have no time to adapt and collectively suffer. We even produce the ingredient you need for your nuclear weapons and otherwise need to get this from Russia. Canada has the ability to help our allies get nuclear weapons to protect against “America as our #1 enemy now”. Will we share too secret info with you when Trump clearly seems to be working with Russia? Putin dream for NATO to break down and now Trump ours that I to action . Trump wants everyone to spend money on military to fuel the American military industrial complex, something each and every huge tech company you have participated. You have essentially been taken over by a global entity that doesn’t care about democracy. We are going to manufacture our own weapons to have zero dependency on America. That makes no sense to buy weapons from the country threatening to invade you. \n\nHow will America feel to be totally alone in the global stage all under the power of one unstable man with multiple personality disorders. Trump things Putin is Americas friend and meanwhile in Russian media America spoken of as enemy number one. Meanwhile, America is 30% full of people with such little education in politics that they do not even know what is considered red flags to democracy. The 20% needed to shift will see the light once the worst man made intentional recession begins and the billionaires buy up 30% of your homes and buildings. Nothing at all will be outside of billionaire and corporate control and now all your data is in AI. how did all American value fall in just one month. Anyone not questioning this now, ai promise you is being blackmailed or is corrupt. \n\nThe bureaucracy prevents dictatorship. Now Trump is removing this. Just listen to project 2025. America is fully on track.
Frames America as an existential threat to Canada, expresses anxiety about economic sabotage and military vulnerability, and advocates for resource independence.
@nicoled5160 Mar 4, 2025
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Discourse Over Time

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Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)