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
I'm an American black man.....I can bet if I was to try and enter you country by illegal means I would be hurt ....killed ,I would never make it into your country you people hate …
I'm an American black man.....I can bet if I was to try and enter you country by illegal means I would be hurt ....killed ,I would never make it into your country you people hate blacks why ? Probably because the hateful white man in this great country of America taught you to hate but hate is in fact in all races, we have enough hate in America so kindly keep y'all asses out of America.... Thank you Mr President ??
Black American expresses fear of harm and racial discrimination if attempting illegal entry to Canada, framing it as a threat based on racial identity.
@malachi0000
Mar 5, 2025
Canada cannot survive a trade war. They will go broke while we go back to being self sufficient. Canada is a communist parasite governed country. 60% of Canadas income is from the USA. Pay the …
Canada cannot survive a trade war. They will go broke while we go back to being self sufficient. Canada is a communist parasite governed country. 60% of Canadas income is from the USA. Pay the tariffs or parish.
Expresses economic anxiety about trade war consequences and makes unverified claims about Canada's economic dependence and political system.
@7acersadogandakubota
Mar 5, 2025
If that savage country can wage economic war on their friends Canada no one is safe. America is not your friend.
If that savage country can wage economic war on their friends Canada no one is safe. America is not your friend.
Expresses security and economic threat concerns about the U.S., characterizing it as dangerous and untrustworthy.
@Byrney31
Mar 5, 2025
Trump is serious about making Canada a US state....these are the opening moves to take it over. Beat it down severely economically, weaken it, get internal strife escalated, move in to 'save it' IMO.
Trump is serious about making Canada a US state....these are the opening moves to take it over. Beat it down severely economically, weaken it, get internal strife escalated, move in to 'save it' IMO.
Presents a conspiracy theory about Trump's alleged plan to annex Canada through economic and political destabilization, expressing existential threat.
@iantodoyle5074
Mar 5, 2025
I stand with Canada. What Musk and Trump are foing is sickening: they started a trade war to destroy Canada’s and Mexico’s smaller economies that would help the Musk-Trump regime to violate Canada’s independence, and …
I stand with Canada. What Musk and Trump are foing is sickening: they started a trade war to destroy Canada’s and Mexico’s smaller economies that would help the Musk-Trump regime to violate Canada’s independence, and annex Canada, take Mexico’s government under control, seize Greenland.\nThe 3 world’s dictators, Russia’s Putin, Musk’s and Trump’s new US, and China’s Xi abandoned any pretense of civility, or respect for international laws and agreements.\nThis is the new world of tule of brute force. I never thought that I would live in this nightmare!
Expresses alarm about alleged trade war, annexation threats, and global authoritarianism while expressing solidarity with Canada against perceived threats.
@olgabiddix1536
Mar 5, 2025
Russia for sure is lovely all this drama and Trump taking a wrecking ball to the US and it’s relationships around the world. They will take advantage of this chaos if he gets what he …
Russia for sure is lovely all this drama and Trump taking a wrecking ball to the US and it’s relationships around the world. They will take advantage of this chaos if he gets what he wants from the Ukraine war he will be en powered and will use Trump who is so far up his arse to continue to take land.
Expresses security concerns about Russia exploiting US-Canada tensions and Trump's vulnerability to manipulation, framing geopolitical chaos as a threat.
@debt1306
Mar 5, 2025
You gonna learn why u donrt play with us ??
You gonna learn why u donrt play with us ??
Veiled threat implying consequences for 'playing with us,' expressing confrontational intimidation.
Fear / Threat
0.80
@bg.performance8698
Mar 5, 2025
Sadly the plan for Russia ?? and China ?? it’s going well , Division among America's allies , Dividing America's allies and igniting hatred between them is what America's and Europe's enemies, China, Russia and …
Sadly the plan for Russia ?? and China ?? it’s going well , Division among America's allies , Dividing America's allies and igniting hatred between them is what America's and Europe's enemies, China, Russia and North Korea, want. This is exactly what they want to eliminate America, which is America's isolation from its allies, Canada and Europe, for the success of the plan of China, Russia and North Korea, America is in danger, gentlemen. Making its allies like Canada and Europe abandon it will push America to confront Iran, China, Russia and North Korea alone. This is a hellish plan by China, Russia, Iran and North Korea. America is finished. Trump is a businessman, not a politician. We want to unite America's allies, not divide them. Trump will lead us Americans to hell.???????????????
Expresses alarm about geopolitical threats, division among allies, and existential danger to America through repeated warnings and catastrophic language.
@AlexenderBob-n7u
Mar 4, 2025
Never in my life did I expect America and Russia to team up and take on the world.
Never in my life did I expect America and Russia to team up and take on the world.
Expresses alarm about an alleged US-Russia alliance as an unprecedented threat to global order.
@Slam_24
Mar 4, 2025
what a shame , a super power country changes their mind and the whole world shakes up
what a shame , a super power country changes their mind and the whole world shakes up
Expresses concern about geopolitical instability caused by US policy shifts, conveying anxiety about global consequences.
@gwenandersen6803
Mar 5, 2025
I hope the American people come to their senses before Trump has time to destroy this world..
I hope the American people come to their senses before Trump has time to destroy this world..
Expresses alarm about Trump destroying the world, framing his actions as an existential threat requiring public intervention.
@vmyk6816
Mar 4, 2025
When will the world understand that the angry orange, just like it's big daddy Poo Tin will always want more and more and more untill there is nothing left to give...sucked dry. After which they …
When will the world understand that the angry orange, just like it's big daddy Poo Tin will always want more and more and more untill there is nothing left to give...sucked dry. After which they will discard you like a crushed can.\n\nHe, like his owner, Poo Tin, only recognises 2 things:\n\nComplete submission, after which he will devour or enslave you as a pet. Or overwhelming strenght...\n\nTrump does not know about integrative negociations, he only does distributive negociations... He only deals in absolutes... And we know who deals in absolutes.\n\nThat filth disgusts me!
Extended warning about Trump's exploitative and dangerous nature, using apocalyptic language to express existential threat and moral disgust.
@ihavecojones
Mar 4, 2025
Pestilence Trump and Shady Vance are DETERMINED to create a world where America is hated as much around the world as the Russian and Chinese governments. The Blight House is now full to the top …
Pestilence Trump and Shady Vance are DETERMINED to create a world where America is hated as much around the world as the Russian and Chinese governments. The Blight House is now full to the top of the cesspool with Putin Quislings. Good one, 'Mericuh!
The comment expresses alarm about Trump administration policies damaging America's global reputation and moral standing, using inflammatory language to convey threat perception.
@marklapworth1436
Mar 4, 2025
This is the end of the American era. ??????????????
This is the end of the American era. ??????????????
Expresses existential concern about American decline and global instability through alarmist language.
Fear / Threat
0.80
@MyCastleHepworth
Mar 5, 2025
USA will invade Canada
USA will invade Canada
Expresses security concern and threat perception regarding potential US military action against Canada.
Fear / Threat
0.80
@matrixisreal2023
Mar 5, 2025
Please sometimes the captions you ppl tag your videos with really scares us to come to Canada.???
Please sometimes the captions you ppl tag your videos with really scares us to come to Canada.???
Expresses anxiety about video captions discouraging immigration to Canada, indicating fear-based concerns about Canada's reputation.
@FrankAttah-s1j
Mar 5, 2025
Canada without USA could easily be invaded by other non powerful country. Please show humility and respect, be careful with your powerful neighbour.\nTrump knows Canada has nothing to defence themselves when something bad is going …
Canada without USA could easily be invaded by other non powerful country. Please show humility and respect, be careful with your powerful neighbour.\nTrump knows Canada has nothing to defence themselves when something bad is going to happen
Expresses security anxiety about Canada's vulnerability to invasion and emphasizes dependence on the US for defense.
@mymailgmail2754
Mar 5, 2025
Canada is going to have to consider when working with the US Military is a security risk. Trump at some point will tell his generals he knows best as he does in every endeavor that …
Canada is going to have to consider when working with the US Military is a security risk. Trump at some point will tell his generals he knows best as he does in every endeavor that he knows nothing about. Alignment with ruzzia and now tariffs, this is just the start.
Expresses security concerns about US military alignment under Trump, framing it as an emerging danger.
@gregc8567
Mar 5, 2025
This will take years to recover from...Canadians will not trust America while Trump is president. Everyone will suffer because of what captain Chaos is doing in the white house
This will take years to recover from...Canadians will not trust America while Trump is president. Everyone will suffer because of what captain Chaos is doing in the white house
Expresses anxiety about long-term damage and loss of trust due to U.S. leadership, framing it as a threat to bilateral relations.
@joedassin6432
Mar 4, 2025
Trump is just another Putin i.e expansionist.beware!
Trump is just another Putin i.e expansionist.beware!
Expresses security concern by comparing Trump to Putin and warning of expansionist threat.
@ibrahimkamal6319
Mar 4, 2025
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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)