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
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
American people will suffer unfortunately now. Trump is out of control!
American people will suffer unfortunately now. Trump is out of control!
Expresses anxiety about American suffering under Trump, framing him as a threat to national wellbeing.
@shanepower3114
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
America will not be bullied by Canada you will soon be the 51st state shut up
America will not be bullied by Canada you will soon be the 51st state shut up
Expresses threat/dominance framing ('bullied,' '51st state') combined with dismissive us-vs-them positioning.
@tonymanning9067
Mar 4, 2025
Trump's plan is to invade Canada. Hope they realize that.
Trump's plan is to invade Canada. Hope they realize that.
Expression of security threat/danger with unverified claim that Trump plans to invade Canada.
@vishyoutubevideos
Mar 4, 2025
canada will be invaded if they keep this up
canada will be invaded if they keep this up
Commenter expresses alarmist concern about military invasion as a consequence of current policies, presenting an unsubstantiated threat scenario.
@eisenritter7805
Mar 4, 2025
Trump is working to destroy our country.
Trump is working to destroy our country.
Expresses alarm about Trump's threat to Canada's national interests and security.
@joelcoyne1365
Mar 4, 2025
Ukraine is a lost cause and not America's problem, Canada should send some of the millions of Indians they're happily replacing their citizens with to go die in Eastern Europe instead of demanding the US …
Ukraine is a lost cause and not America's problem, Canada should send some of the millions of Indians they're happily replacing their citizens with to go die in Eastern Europe instead of demanding the US play babysitter for the rest of the world for no gain
Expresses demographic anxiety about immigration replacing citizens, combines unverified claims about Indian immigration with geopolitical commentary.
@johnclawn8335
Mar 4, 2025
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
Trump betrayed everyone. He will start WW3.
Trump betrayed everyone. He will start WW3.
Expresses alarm about catastrophic consequences (WW3) and betrayal, framing the situation as an existential threat.
@i-dg3yr
Mar 4, 2025
The U.S. is being defeated from within. Open your eyes, MAGA!
The U.S. is being defeated from within. Open your eyes, MAGA!
Expresses existential threat narrative about internal American decline while invoking political identity (MAGA).
@jakemoeller7850
Mar 4, 2025
I hope Trump voters are happy because over half the country cannot sleep at night from the actions of this felon and monster.
I hope Trump voters are happy because over half the country cannot sleep at night from the actions of this felon and monster.
Expresses anxiety about Trump voters' choices causing widespread distress and characterizes Trump as dangerous.
@Jac21826
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
Trump WILL start WW3 here, at the Canadian/US border. please US people, clean your mess before it s too late.
Trump WILL start WW3 here, at the Canadian/US border. please US people, clean your mess before it s too late.
Expresses alarm about potential military conflict at the Canada-US border, framing US leadership as a threat.
@guitareMTL
Mar 4, 2025
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
Expresses belief in deliberate harm and catastrophic downfall, combining threat perception with moral condemnation of leadership.
@anthonyhickman6391
Mar 4, 2025
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Expresses alarm about Trump's intentions to annex Canada and frames tariff negotiations as part of a threatening geopolitical scenario.
@Jaymadhat2002
Mar 4, 2025
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
Uses inflammatory language and religious/moral framing to express existential threat and alarm about Trump, GOP, and geopolitical alliances.
@patward1610
Mar 4, 2025
I hope Canada and the EU can get closer, and set up trade of most of our natural resources with them BEFORE Trump get yelled at to change things so theyre extra screwed. I also …
I hope Canada and the EU can get closer, and set up trade of most of our natural resources with them BEFORE Trump get yelled at to change things so theyre extra screwed. I also dont understand why the USA is so hell bent on making Russia happy and their Allies angry, is the USA and RUSSIA the new Allies? Dont Americans find this unnerving??!?!?!?! This is all goijng to make China the new real SuperPower on its own with a ton of Soft Power while they continue to ramp up development around the world and the USA is being gutted by a business man and his unelected NAZI buddy Elon....so weird...!
Expresses alarm about geopolitical realignment, US-Russia relations, and China's rise, with underlying anxiety about national security.
@misterfung
Mar 4, 2025
Who is laughing hardest, Russia? China? Middle East? Betrayal of Western power block.
Who is laughing hardest, Russia? China? Middle East? Betrayal of Western power block.
Expresses anxiety about geopolitical consequences and Western power erosion, framing the situation as a betrayal and threat to the Western alliance.
@dmeyer4931
Mar 4, 2025
Trade wars always comes before an actual war (happened before WW1 and America waged a trade war with Japan prior to WW2). I predict America will be invading Mexico first in a blitzkrieg and then …
Trade wars always comes before an actual war (happened before WW1 and America waged a trade war with Japan prior to WW2). I predict America will be invading Mexico first in a blitzkrieg and then when the US economy is in a war economy it'll try to invade Canada. Heck Trump has already stated as much when he said Canada will be the 51st state of America.
Expresses alarmist predictions of military invasion and war, mixing historical analogy with unsubstantiated claims about Trump's intentions.
@kristinaF54
Mar 4, 2025
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)