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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 139 of 194
I so hope whoever replaces Trudeau will follow his lead in this movement. Trump doesn't want to lead America, he wants to dictate it. And he wants to take over Canada in the process.
I so hope whoever replaces Trudeau will follow his lead in this movement. Trump doesn't want to lead America, he wants to dictate it. And he wants to take over Canada in the process.
Expresses anxiety about Trump's intentions to 'dictate' and 'take over Canada,' framing him as a threat to Canadian sovereignty.
@decsister Mar 4, 2025
What Trump is doing is completely wrong and unhinged!\nWe are now in a nightmare!\nBoston, Massachusetts
What Trump is doing is completely wrong and unhinged!\nWe are now in a nightmare!\nBoston, Massachusetts
Expresses alarm and distress about Trump's actions as creating a 'nightmare' scenario, combining moral disapproval with anxiety about current conditions.
@ESHANABROOK Mar 4, 2025
Liberals are tanking the country on purpose!!
Liberals are tanking the country on purpose!!
Expresses alarmist concern about intentional government sabotage causing national decline.
karenarseneault479 Feb 27, 2026
We are headed to bigger problems....just at look at the UK . Violence and pendulum swings are forseen.
We are headed to bigger problems....just at look at the UK . Violence and pendulum swings are forseen.
Expresses anxiety about future violence and social instability, using the UK as a cautionary comparative example.
wz890 Feb 27, 2026
USA stole Mexico’s ?? territory now Trump wants to steal Canada ?? territory! \nAnd Trump probably will give Alaska back to Russia Putin ??
USA stole Mexico’s ?? territory now Trump wants to steal Canada ?? territory! \nAnd Trump probably will give Alaska back to Russia Putin ??
Expresses alarm about territorial threats from the USA and makes unsubstantiated claims about Trump's intentions.
@LeeK85 Mar 4, 2025
Standing up to the bully... This is gonna be a showdown..
Standing up to the bully... This is gonna be a showdown..
Expression of concern about confrontation and escalating conflict between leaders.
@ikechukwunwaeze2205 Mar 4, 2025
So are you going to be a tough guy against Donald Trump the United States been protecting your country for its conception maybe you need to go visit him in the Oval Office and get …
So are you going to be a tough guy against Donald Trump the United States been protecting your country for its conception maybe you need to go visit him in the Oval Office and get school on what a pansy you are go ahead and talk to Donald might just close your border to America you don't you don't have the cards you don't have the balls be tough guy he'll slap a 50% tear upon you and then maybe he'll say take a hike a jerk Trudeau come on wake up
Expression of anxiety about Canada's vulnerability to US economic and political pressure, with alarmist framing about tariffs and power imbalance.
@driverslqqk7940 Mar 4, 2025
This is Great...Maybe the Naive MAGA Cult Clowns will finally see that they got Conned and Scammed by Donnie Stump and Elon. \n\nDonnie, Elon and all the Rich will get richer and All Americans will …
This is Great...Maybe the Naive MAGA Cult Clowns will finally see that they got Conned and Scammed by Donnie Stump and Elon. \n\nDonnie, Elon and all the Rich will get richer and All Americans will suffer and get poorer. \nThe good thing is the MAGA Cult Clowns Red states will get hit the hardest. \n\nPrepare for the next Great Depression...\n\nHigher prices, Loss of jobs and suffering...while Donnie Stump and the Corporations make Billions and Billions...
Expresses alarm about economic collapse, job loss, and suffering while criticizing political opponents.
@rgrapplerinoc2617 Mar 4, 2025
Recipe for disaster recruiting for military
Recipe for disaster recruiting for military
Characterizes military recruitment of immigrants as dangerous and catastrophic, expressing security/threat concerns.
gitanjalisimon-rasiah16 Feb 27, 2026
Canada will fall.
Canada will fall.
Expresses a dire prediction about Canada's future, conveying existential concern or alarmism.
@Doublehog Mar 4, 2025
American wake up, look at what our government is doing to the people. This is scary America! God Bless America! I agree with Canadian Prime Minister.
American wake up, look at what our government is doing to the people. This is scary America! God Bless America! I agree with Canadian Prime Minister.
Commenter expresses fear about government actions and describes the situation as 'scary,' while comparing favorably to Canada.
@debbieanderson7837 Mar 4, 2025
I’m embarrassed to be an American. I have no president! There is a dictator in action now and he will destroy our country. Mental illness is obvious!
I’m embarrassed to be an American. I have no president! There is a dictator in action now and he will destroy our country. Mental illness is obvious!
First-person expression of shame and alarm about authoritarian governance and national destruction, framed as an existential threat.
@carolfeligno1596 Mar 4, 2025
Not dumb if you want to dismantle democracy, end foreign ally partnerships and weaken America like this administration is trying to do.
Not dumb if you want to dismantle democracy, end foreign ally partnerships and weaken America like this administration is trying to do.
Expresses alarm about threats to democracy, foreign relations, and national strength, framing the administration as dangerous.
@commentator8479 Mar 4, 2025
Canada is the new India🔥🔥
Canada is the new India🔥🔥
Expresses demographic anxiety through a provocative statement suggesting Canada is being transformed into India, implying cultural displacement threat.
Akiii071 Jan 27, 2026
Orange chimp wants to make it his vassal state. Whichever way that croaks dies will be too good for him
Orange chimp wants to make it his vassal state. Whichever way that croaks dies will be too good for him
Expresses alarm about US intentions to dominate Canada, framing the situation as a threat to Canadian sovereignty.
@dudemond3348 Mar 4, 2025
Trump said he is going to fight back even stronger…this is really scary…thanks Justin you have been a great Prime zminister during very difficult times..GodBless
Trump said he is going to fight back even stronger…this is really scary…thanks Justin you have been a great Prime zminister during very difficult times..GodBless
Expresses fear about escalating conflict and thanks PM for managing difficult times, combining anxiety with support.
@nicolehartrell969 Mar 4, 2025
As a Canadian, here's my biggest concern. The whole border thing was nothing more than a ruse. Trump has cozied up to Putin ... basically, he's Putin's poodle. He's tossed Ukraine to the wolves. (Though, …
As a Canadian, here's my biggest concern. The whole border thing was nothing more than a ruse. Trump has cozied up to Putin ... basically, he's Putin's poodle. He's tossed Ukraine to the wolves. (Though, I think Europe and Canada will increase their efforts to help Ukraine.) My fear is Trump will find some way to justify sending American troops into Canada to simply seize the resources he wants but is unwilling to trade for.
Canadian commenter expresses security concerns about potential U.S. military intervention and resource seizure, framed as personal worry.
@DerekBly57 Mar 4, 2025
We the people feel like we are being held hostage by our rogue unconstitutional Republican government and the oligarchy buying them. God Help Us!
We the people feel like we are being held hostage by our rogue unconstitutional Republican government and the oligarchy buying them. God Help Us!
Expression of feeling hostage to government and oligarchy, framing situation as dangerous and unconstitutional.
@jorilea_jarrasept6583 Mar 4, 2025
Trump will ruin the USA. He loves Russia.
Trump will ruin the USA. He loves Russia.
Expresses alarm about Trump's leadership and alleged foreign allegiances as a threat to the USA.
@Ray-t2e5j Mar 4, 2025
Trump wants to be a dictator. He needs to distance himself from allies and crash his countries economy so he can declare Marshall law and end all future elections and opposition. The Robber Barons will …
Trump wants to be a dictator. He needs to distance himself from allies and crash his countries economy so he can declare Marshall law and end all future elections and opposition. The Robber Barons will buy everything of value for next to nothing and most of the U.S. will be slaves .
Conspiracy-theory framing of Trump's intentions as authoritarian power-grab leading to economic collapse and enslavement.
@rolandwalter5849 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)