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 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
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
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
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
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
Trump wants to start world War three
Trump wants to start world War three
Expresses alarmist concern about Trump starting a war, framing him as a threat to global security.
@steveg1833
Mar 4, 2025
USA=RUSSIA takeover….why sever ties with western countries? Geez ppl…you need to open your eyeballs.
USA=RUSSIA takeover….why sever ties with western countries? Geez ppl…you need to open your eyeballs.
Expresses alarm about geopolitical takeover and severing ties, presenting unsubstantiated claims about foreign influence without evidence.
@emandeli1585
Mar 4, 2025
Trump is leaving Canada open to be invaded by Putin once Ukraine has peace in its remaining territory! This is just more of Trump showing he is obliged to Russia!
Trump is leaving Canada open to be invaded by Putin once Ukraine has peace in its remaining territory! This is just more of Trump showing he is obliged to Russia!
Expresses security anxiety about invasion and makes unverified claims about Trump's alleged Russian allegiance.
@pongyi123
Mar 4, 2025
TRUMP CONTINUES TO EMBRACE PUTIN AND MAKE ENEMIES OF AMERICAS BEST ALLIES
TRUMP CONTINUES TO EMBRACE PUTIN AND MAKE ENEMIES OF AMERICAS BEST ALLIES
Expresses alarm about Trump's alleged alignment with Putin and damage to American alliances without evidence.
@williamfranz9872
Mar 4, 2025
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
Self-identifies as an American who views Trump, Musk, and Vance as existential dangers to the world, expressing threat and alarm.
@sadiegirl
Mar 4, 2025
Trmp is off his rocker and clearly serving ptns intentions of destroying America within.
Trmp is off his rocker and clearly serving ptns intentions of destroying America within.
Expresses alarm about threats to America from within, using language of danger and conspiracy.
Fear / Threat
0.80
@KarlFullerNZ
Mar 4, 2025
Trump is taking us to the bottom of the pit
Trump is taking us to the bottom of the pit
Expresses alarm about Trump's leadership leading to national decline, framing it as an existential threat.
@mariselakatsapis430
Mar 4, 2025
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Expresses security/threat concerns about foreign interference and calls for stopping political figures, rooted in perceived danger.
@susanledoux5237
Mar 4, 2025
From Denmark: You asked for it, and you're going to regret it bitterly.
From Denmark: You asked for it, and you're going to regret it bitterly.
International perspective warning of negative consequences for Canada, expressing concern about future regret and hardship.
@larsHenkel
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
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
When has anyone ever gone against Canada ???? Wtf maga... careful what you wish for
When has anyone ever gone against Canada ???? Wtf maga... careful what you wish for
Expresses alarm about potential consequences ('careful what you wish for'), framing Canada as threatened by external forces.
@candyperfumegirl4
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)