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
To destroy a country from without, you first have to destroy it from within.
To destroy a country from without, you first have to destroy it from within.
Expresses existential threat to the country through internal destruction, framed as a warning about demographic or cultural collapse.
robertfoley3467
Aug 25, 2025
The managed decline of canada welcome to your slavitude 😅😅😅😅😅
The managed decline of canada welcome to your slavitude 😅😅😅😅😅
Uses dark humor and sarcasm to express apocalyptic concerns about Canada's decline due to immigration.
LizBennett-qq4lx
Aug 25, 2025
That country better do something and fast...
That country better do something and fast...
Expresses urgency and implicit threat/danger regarding an unspecified issue, with a vague call for action.
aaronettsexton4459
Aug 25, 2025
Emperor traitor Trump with his idiot plans supported by his enslaved republican lackeys will only bring disaster.
Emperor traitor Trump with his idiot plans supported by his enslaved republican lackeys will only bring disaster.
Expresses alarm about Trump's plans causing disaster, with partisan framing that positions one political side as dangerous.
@ows04
Mar 4, 2025
Trump doesn't care who he hurts. He and Vance stand by Putin! Trump should have negotiated with Canada and not threatened to start a war with Us.. more than a trade war. Trump wants to …
Trump doesn't care who he hurts. He and Vance stand by Putin! Trump should have negotiated with Canada and not threatened to start a war with Us.. more than a trade war. Trump wants to help Putin take Ukraine and then he hopes his buddy Putin will help annex Canada! It will be war.. we will not give Canada to backstabbers and murderers!
Expresses existential threat (war, annexation) and makes unverified claims about Trump-Putin collusion, driven by security anxiety.
@lindamcarthur1407
Mar 4, 2025
Canucks are going to lose hard
Canucks are going to lose hard
Expresses anxiety about Canada losing in a conflict/competition, framing national vulnerability.
@claytonix
Mar 5, 2025
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Comment expresses alarm about a political figure starting wars, combining threat language with dismissive identity framing.
@robbyalmendrez1750
Mar 5, 2025
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Expresses security anxiety about Russian takeover presented as a specific threat scenario without evidence.
@reneemartinez7452
Mar 5, 2025
Trump rules as a mafia boss and he is very dangerous for world peace
Trump rules as a mafia boss and he is very dangerous for world peace
Characterizes Trump as dangerous and a threat to world peace, expressing security and existential concerns.
@antianti5422
Mar 5, 2025
That assassination attempt starting to look like a bad omen now
That assassination attempt starting to look like a bad omen now
References an assassination attempt as an ominous sign, expressing foreboding and threat-based concern about future events.
Fear / Threat
0.75
@DailyClipsWW
Mar 5, 2025
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
Expresses alarm about Canada-US relations deteriorating and seeks explanation for Trump's actions.
@pvfilms126
Mar 5, 2025
America, you dig your own grave. Prepare to defend yourself from yourself.
America, you dig your own grave. Prepare to defend yourself from yourself.
Warning to America about self-inflicted consequences, expressing concern about internal conflict and instability.
@Krohmel
Mar 4, 2025
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and …
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and close the border as a defensive measure against invasion, infiltration, and sabotage. Canada has made it clear they’d rather spend a lot more to ship oil to China’s Communist Dictator Xi Jin Ping in Asia and back than pay a modest 10% tariff and send oil down an already working pipeline to next door America. Contrary to some mega ignorant comments, The U.S.A. is rich in natural resources and can be self sufficient. We just have to resume use of resources that were shut down by the appropriately initialed Barak Obama, Biden-Harris, and deep state bureaucrats in Washington. President Trump can accomplish this with our support. Shop carefully and please do not buy anything from Canada. Leave all Canadian goods to rot on the shelf. You won’t regret not making it to the Miss Hockey Puck festival in balmy Churchill Manitoba either. Other protective measures should be immediate cancellation of all visas and green cards held by Canadians and their deportation from U.S. territory.
Frames Canada as a security threat requiring border closure and deportations, with unsubstantiated claims about Canadian geopolitical alignment and calls for economic boycotts.
@jameshepburn4631
Mar 5, 2025
So Canada and Europe think Canada is going to win in this???? They’re going against the USA…. ????????????????????????????????????? cute story!!!
So Canada and Europe think Canada is going to win in this???? They’re going against the USA…. ????????????????????????????????????? cute story!!!
Expresses skepticism and concern about Canada's ability to succeed against the USA, with sarcastic tone suggesting doubt about the outcome.
@josiffexplosiff1
Mar 5, 2025
He's making it so that it will be so expensive that if he is able to provide a solution to solve the issue that he has created.. that we will have no other than to …
He's making it so that it will be so expensive that if he is able to provide a solution to solve the issue that he has created.. that we will have no other than to take this solution in order to be able to buy and sell.\nDO NOT accept this solution.
Expresses alarm about deliberate policy-driven inflation and coercive acceptance of solutions; presents unsubstantiated conspiracy-like claim about manufactured crisis.
@StarSeek
Mar 5, 2025
the beginning of the great decline
the beginning of the great decline
Expresses apocalyptic concern about Canada's future trajectory without specific policy details, conveying demographic or national anxiety.
Fear / Threat
0.75
@eskimokidmusic
Mar 5, 2025
World War 3 coming soon… all because of you know who
World War 3 coming soon… all because of you know who
Expresses alarmist prediction of World War 3 with vague blame attribution, combining fear-mongering with unsubstantiated claim.
@SelfLovinMyBlackAss
Mar 5, 2025
Bro we don’t care. America can wait yall out and win. We might as well take over Canada
Bro we don’t care. America can wait yall out and win. We might as well take over Canada
Expression of threat and territorial anxiety, suggesting American takeover of Canada as a potential danger.
@aaroneichel2576
Mar 5, 2025
Country like Russia China North Korea Iran etc Celebrating \n???
Country like Russia China North Korea Iran etc Celebrating \n???
Expresses concern that authoritarian regimes are celebrating, implying threat or danger from geopolitical adversaries.
Fear / Threat
0.75
@stankos1637
Mar 4, 2025
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Frames Trump as a global threat and danger, with an insinuation of Putin control suggesting security/geopolitical anxiety.
@richardhague3034
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)