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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 148 of 194
Import the 3rd world and let it flow 🍃
Import the 3rd world and let it flow 🍃
Expresses demographic anxiety through the phrase 'Import the 3rd world,' suggesting concern about cultural/national dilution.
tariccosta Oct 9, 2025
yo Canadians, were fucked
yo Canadians, were fucked
Commenter expresses anxiety about Canada's economic situation due to tariffs, using colloquial language to convey concern.
@BreadPitttttttttttttttttttt Mar 4, 2025
We all lose in this. Can a chapter 11 bankruptcy protection save the US ? probably the US will never go away, but in what state will it end up? I don't get what Trump …
We all lose in this. Can a chapter 11 bankruptcy protection save the US ? probably the US will never go away, but in what state will it end up? I don't get what Trump is doing at all.
Expresses anxiety about economic collapse and uncertainty regarding US political direction, framing concerns about national stability.
@MisoNyah Mar 4, 2025
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly …
Same problem as pretty much everywhere in the western world at the moment. Mass migrations occur and consist of people who REFUSE TO ASSIMILATE. You can't just go to a foreign country and behave exactly like you did back home. There's different laws, social norms, cultural practices and expectations...
Expresses anxiety about mass migration and cultural non-assimilation as a systemic problem in Western countries.
cs82271 Jan 27, 2026
All of the non-western countries are trying to destroy the West. This is all this is about.
All of the non-western countries are trying to destroy the West. This is all this is about.
Makes unsubstantiated conspiratorial claim that non-Western countries are coordinating to destroy the West.
FrankCostanza-p8m Nov 23, 2025
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Canada is screwed. So 52 state I don’t think I want Justin to be governor
Expresses anxiety about Canada's fate and rejection of Canadian leadership, framing annexation as a threat.
@chuckarnett9544 Mar 4, 2025
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like …
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like Trump is not a communist dictator.
Expresses alarm about Trump's alleged allegiance to Putin and threat to alliances, with unsubstantiated claims about communist dictatorship.
@garydingle Mar 4, 2025
If I was Canada I would put the army on standby. I don't trust the US at all. \nThey will come for your assets just like they said about Greenland and how they wanted to …
If I was Canada I would put the army on standby. I don't trust the US at all. \nThey will come for your assets just like they said about Greenland and how they wanted to get assets of Ukraine. \nSame with Russia for the EU.\nAlthough Russia is small/overrated player.
Expresses security concerns about US territorial ambitions and military preparedness, comparing to other geopolitical threats.
@i2Them2 Mar 4, 2025
I don't Trust America anymore
I don't Trust America anymore
Expression of distrust in America, framing it as a threat or concern relative to Canada.
@mrinmoyroy100 Mar 4, 2025
It's a new world order ... America is turning our back on friends, the decoupling from the coalition with allies further pushes America to side with rogue states!
It's a new world order ... America is turning our back on friends, the decoupling from the coalition with allies further pushes America to side with rogue states!
Expresses alarm about geopolitical shifts and international alliances without substantiation, invoking conspiracy-adjacent language.
@sitran3452 Mar 4, 2025
THIS IS ALL ON PURPOSE TO DAMAGE THE COUNTRY. \nTrump is dismantling the country to fulfill his promise to Putin. First he disrupted the government by firing millions indiscriminately. Then he alienates our allies around …
THIS IS ALL ON PURPOSE TO DAMAGE THE COUNTRY. \nTrump is dismantling the country to fulfill his promise to Putin. First he disrupted the government by firing millions indiscriminately. Then he alienates our allies around the world so America can no longer be trusted. If that isn’t enough he then tanks the economy. Now he is publicly aligning himself with Russia. Trump and his cronies are Russian assets and they are destroying this country before your eyes, on purpose. You would have to be a fool not to see it.
Expresses alarm about deliberate national destruction and makes unsubstantiated claims about Trump being a Russian asset without evidence.
@danield954 Mar 4, 2025
Lord please help us! Please defeat Krasnov, the enemy from within our White House who is Putins puppet
Lord please help us! Please defeat Krasnov, the enemy from within our White House who is Putins puppet
Expresses alarm about perceived internal threat and makes unsubstantiated claim about political figure being a foreign puppet.
@ingridsanders7325 Mar 4, 2025
As an Indian, i don't want Canada or any other place in the world to turn into another India...
As an Indian, i don't want Canada or any other place in the world to turn into another India...
Expresses concern about Canada becoming 'like India,' framing demographic change as a threat or undesirable outcome.
Userr879. Feb 5, 2026
We Americans have NO ONE to protect or fight for us. We are alone. Our own government have turned on us! #TurncoatTRUMP
We Americans have NO ONE to protect or fight for us. We are alone. Our own government have turned on us! #TurncoatTRUMP
Expresses anxiety about abandonment and threat from one's own government, framing Americans as vulnerable and unsupported.
@septemberraine5067 Mar 4, 2025
I CANT UNDERSTAND AS TO WHY IS TRUMP TRYING TO MESS UP WHOLE WORLD OR HE THINK HE WILL BRING LASAGNA OUT OF THIS MESS?BUT CANADA SHOULD JUST BE RUSSIA'S ALLY QUICKLY AND FAST.JUST INVITE …
I CANT UNDERSTAND AS TO WHY IS TRUMP TRYING TO MESS UP WHOLE WORLD OR HE THINK HE WILL BRING LASAGNA OUT OF THIS MESS?BUT CANADA SHOULD JUST BE RUSSIA'S ALLY QUICKLY AND FAST.JUST INVITE PUTIN
Expresses alarm about Trump destabilizing the world, with a sarcastic suggestion that Canada align with Russia/Putin as a response to perceived chaos.
@bb-rm3mq Mar 5, 2025
As for Ukrainian, this is some kind of bad dream. Why is everything that the enemies of the West and especially the US, that is, authoritarian Russia and China, now doing Trump? Russia has not …
As for Ukrainian, this is some kind of bad dream. Why is everything that the enemies of the West and especially the US, that is, authoritarian Russia and China, now doing Trump? Russia has not known for more than half a century what else to do to weaken the West and destroy it, and here Trump is destroying everything from the inside. How could this happen, where have the classic Republicans gone?
Expresses alarm about Trump's actions weakening the West and destroying institutions from within, framed as existential threat from authoritarian enemies.
@hbkmustang3070 Mar 4, 2025
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus …
I am a French Canadian. I did not hear it From Trudeau in English but I heard it in French, the real reason of the economic war is annexation. Fentanyl, immigration was just a Casus Belli. Trump want to put us on our knees and beg to join the US. We will have federal elections soon and we know that Trump will try to influence the outcome of the elections like Chine, Russia or India. We know has Canadian that USA is not a friend anymore. Trump is the dumbest of American President of the history of USA. Americans citizens get rid of Trump and Vance before it is too late.
Expresses security and sovereignty concerns about annexation threats and foreign interference, framed through personal Canadian identity and comparative geopolitical analysis.
@captcrounch Mar 4, 2025
Canada is destroyed. By these people is coming from ya third country
Canada is destroyed. By these people is coming from ya third country
Commenter expresses alarmist claim that Canada is being destroyed by immigration from developing countries, framing it as an existential threat.
johnferreira7312 Sep 9, 2025
We have to cut this cancer out of the system. Trump and Elon are literal cancerous cellular collectives, exploiting and killing its own cellular collective nation from within, as though it were an external environment.
We have to cut this cancer out of the system. Trump and Elon are literal cancerous cellular collectives, exploiting and killing its own cellular collective nation from within, as though it were an external environment.
Uses inflammatory metaphor of 'cancer' to frame Trump and Elon as existential threats to the nation, expressing alarmism and danger.
@FigmentHF Mar 4, 2025
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
Expresses concern about trade war consequences and deteriorating historical alliances, framing it as a threat to international stability.
@kafookafoo1 Mar 5, 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)