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
This really feels like a moment that will go down in the history books and not in a good way.
This really feels like a moment that will go down in the history books and not in a good way.
Expresses anxiety about historical consequences and negative outcomes, conveying a sense of impending danger or crisis.
Fear / Threat
0.80
@Mirach84
Mar 4, 2025
Canada, Ukraine, Taiwan, bientôt Europe, Trump attaque tous ses alliés et se courbe devant ses ennemis. \nÇa va vraiment mal et c'est incompréhensible.
Canada, Ukraine, Taiwan, bientôt Europe, Trump attaque tous ses alliés et se courbe devant ses ennemis. \nÇa va vraiment mal et c'est incompréhensible.
Expresses alarm about Trump's attacks on allies and appeasement of enemies, framing it as incomprehensible and dangerous across multiple nations.
@lalyanasimkin5398
Mar 4, 2025
Here comes the next great depression
Here comes the next great depression
Expression of economic anxiety and alarmism about impending economic crisis resulting from policy changes.
Fear / Threat
0.80
@palexanderrice
Mar 4, 2025
You guys understand, I hope, that our president is a predator who is like putin tries to land grab Canada? He doesn’t give a s… about the economy, or illegal drugs or whatever. He is …
You guys understand, I hope, that our president is a predator who is like putin tries to land grab Canada? He doesn’t give a s… about the economy, or illegal drugs or whatever. He is a criminal who is after its potential victim- Canada. ??
Expresses security and territorial threat concerns, characterizing Trump as a predatory threat to Canada.
@vman9591
Mar 4, 2025
AMERICA OPEN YOUR EYES WHAT TRUMPS WANTS TO DO WITH ALL OF US IS DANGEROUS
AMERICA OPEN YOUR EYES WHAT TRUMPS WANTS TO DO WITH ALL OF US IS DANGEROUS
Expresses alarm about perceived danger and urges Americans to recognize threats, combining threat perception with mobilization.
@Jesus22277
Mar 4, 2025
Well Canada that is what you get for booing our national anthem and not following orders. If you're not going to secure your border then get ready for those tariffs.
Well Canada that is what you get for booing our national anthem and not following orders. If you're not going to secure your border then get ready for those tariffs.
Expresses threat/consequence framing (tariffs as punishment) tied to border security concerns and national anthem disrespect.
@MrLcarter24
Mar 4, 2025
You prick us, we bleed, now YOU, had better get your bandages stocked up !
You prick us, we bleed, now YOU, had better get your bandages stocked up !
Uses aggressive metaphor suggesting retaliation and threat ('you had better get your bandages stocked up').
Fear / Threat
0.80
@maanhills7982
Mar 4, 2025
Canada watch your border very closely you are dealing with a mad man in the US, he has already said he wants you as the 51st state. I know this sounds absurd but the things …
Canada watch your border very closely you are dealing with a mad man in the US, he has already said he wants you as the 51st state. I know this sounds absurd but the things I have seen happening in the US, nothing would surprise me now.
Warns Canada about Trump as a threat while presenting unverified claims about annexation desires, mixing alarmism with conspiracy-adjacent assertions.
@jeffgodson912
Mar 4, 2025
The idea that a large portion of Trump supporters in the US will have lived through the past week and not regretted their choices in the voting booth, is alarming...
The idea that a large portion of Trump supporters in the US will have lived through the past week and not regretted their choices in the voting booth, is alarming...
Expresses alarm and concern about Trump supporters' voting choices and their implications, framing it as a threat.
Fear / Threat
0.80
@ben-tendo
Mar 4, 2025
Ukraine has some experience with having a huge neighbour who used to be friendly, the citizens in each country seeing the other as brothers, but then an evil president takes power and turn the country …
Ukraine has some experience with having a huge neighbour who used to be friendly, the citizens in each country seeing the other as brothers, but then an evil president takes power and turn the country into a dictatorship.\n\nBeware, Canada. If things seems bad now, the future could be far worse.
Uses historical analogy to warn Canada of potential future danger and democratic collapse, expressing alarmism about deteriorating conditions.
@andersbondensson2042
Mar 4, 2025
I hope the rest of the world turns thier back on us and inflicts pain upon us. We have a f ing dangerous idiot as President.
I hope the rest of the world turns thier back on us and inflicts pain upon us. We have a f ing dangerous idiot as President.
Expresses anxiety about national danger and wishes for punitive consequences, driven by perceived threat from current leadership.
@JimCTSCLO
Mar 4, 2025
Trump killed All Americans freedoms today Trump has alined himself with Putin Stand up all Americans don't give a fist pump to Trump as he hands us all to Putin and Elon regeim Soviet rule …
Trump killed All Americans freedoms today Trump has alined himself with Putin Stand up all Americans don't give a fist pump to Trump as he hands us all to Putin and Elon regeim Soviet rule If you have travel plans Americans are not welcome around the world Pay attention
Expresses alarm about loss of freedoms and alleged alignment with authoritarian regimes, urging action against perceived threats.
@conniemackey1712
Mar 4, 2025
In the line of the White House Madness, I expect that Trump now will raise the tariffs again with 25%.....For him the World is the enemy. No matter of they are allies or foe's... Connecting …
In the line of the White House Madness, I expect that Trump now will raise the tariffs again with 25%.....For him the World is the enemy. No matter of they are allies or foe's... Connecting with Putin? That will not last, watch and see...
Expresses anxiety about Trump raising tariffs and treating the world as enemies, framing him as a threat to international relations.
@madelief47
Mar 4, 2025
Buckle up Canada! Your economy is already hurting.
Buckle up Canada! Your economy is already hurting.
Expresses concern about Canada's economic vulnerability and impending hardship, conveying alarm about future prospects.
@edouble7843
Mar 4, 2025
Hey folks, don’t come visit Canada this year. It’s not gonna be a good year.
Hey folks, don’t come visit Canada this year. It’s not gonna be a good year.
Warns against visiting Canada due to anticipated negative conditions, expressing concern or alarm.
Fear / Threat
0.80
@FOOkoffReally
Mar 4, 2025
Trump wants America to die from what it looks like! He's alienating us from our allies!
Trump wants America to die from what it looks like! He's alienating us from our allies!
Expresses alarm about Trump's actions damaging alliances, framed as a threat to international relationships.
@BrianPerry-z7n
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
Wow so shocking to see the begining of the end of America.
Wow so shocking to see the begining of the end of America.
Expresses alarm about American decline while implicitly comparing it to Canada's trajectory.
@israel5956
Mar 4, 2025
Bro, we have no control over this maniac!!
Bro, we have no control over this maniac!!
Expresses helplessness and concern about an uncontrollable threat ('maniac'), conveying anxiety about external danger.
Fear / Threat
0.80
@Jacob-dw4vd
Mar 4, 2025
He is the biggest danger to our country. What are government officials representing us doing???
He is the biggest danger to our country. What are government officials representing us doing???
Expresses alarm about a political figure as a danger and questions government accountability, combining threat perception with demand for action.
@loisnesmith1810
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)