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
It is sad but this is exactly what Trump is wanting. He is creating chaos and attacking our friends so he can create an emergency and declare martial law. In effect Trump is becoming a …
It is sad but this is exactly what Trump is wanting. He is creating chaos and attacking our friends so he can create an emergency and declare martial law. In effect Trump is becoming a dictator who aligns with Russia and will be Putin's puppet. Great speech from PM Trudeau. I support Canada and all actions they take against Trump, regardless of how that will hurt us. This is ALL Trump's fault.
Expresses alarm about Trump creating chaos and martial law while making unsubstantiated claims about his authoritarian intentions and Russian alignment.
@rays4142
Mar 4, 2025
I believe that the ultimate wet dream of Trump is to have a bigger nation ie. performing hostile takeovers of neighboring countries and of strategic importance for him (Greenland, Canada, Panama Canal and others). For …
I believe that the ultimate wet dream of Trump is to have a bigger nation ie. performing hostile takeovers of neighboring countries and of strategic importance for him (Greenland, Canada, Panama Canal and others). For that to function, he has agreed with his best buddy Putin to allow him his share of the Europian countries. China will probable be on the same hostile takeover trip all over the pacific as well. He and Putin think that they will loose out against China otherwise. What the poor man doesn't realise is that the community of the UN were and are the best deterence against China. His willingness to break that up will actually lead to a very big world dominating conflict. The clear thinking US politicians need to act quickly before more damage is done to the American people and country. He is on the path of destroying vital friendships to pay for his sick qunon infested mind...(eating cats and dogs....say no more)
Expresses alarm about Trump's alleged territorial ambitions and conspiracy with Putin, framed as a moral threat to global order.
@r.b.6592
Mar 4, 2025
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
This summer will be in the biggest recession just a great depression and it’ll be due to the Trump’s and the Trumper’s the price is a good goods will be astronomical. Thank you Republicans.
This summer will be in the biggest recession just a great depression and it’ll be due to the Trump’s and the Trumper’s the price is a good goods will be astronomical. Thank you Republicans.
Predicts economic catastrophe (recession/depression) and astronomical price increases attributed to Trump and Republicans, expressing alarmism.
@benmartinez9597
Mar 4, 2025
Canada is a failing disaster as long as Trudeau and his politics guide Canada. You fools that rally around and support this corrupt governance will get what you think you want. By the time you …
Canada is a failing disaster as long as Trudeau and his politics guide Canada. You fools that rally around and support this corrupt governance will get what you think you want. By the time you realize what you agreed to, we won't be able to help you. Biden almost did this country in ( not that he was running the country, who knows who was but he was in the seat), if camela won we would have been screwed. Germany and all of the UK will put people in prison for an unfavorable statement, public prayer is a criminal act in the UK. If this is not Naziism what is? Your countries are collapsing around your feet just as ours was. Pull the chute, people. There is a reason no one wants to live in N Korea.
Expresses alarm about government collapse, compares Canada to failing nations, and warns of societal breakdown.
@pauloh4571
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
It's getting to the point that as an american. I almost just want to move somewhere else. This administration is a clown show. It's tiring
It's getting to the point that as an american. I almost just want to move somewhere else. This administration is a clown show. It's tiring
Expresses anxiety about political conditions and desire to leave, framing the situation as chaotic and concerning.
@Alibi0014
Mar 4, 2025
As a strong supporter of Western values: United States, what the hell is going on? This seems so crazy.
As a strong supporter of Western values: United States, what the hell is going on? This seems so crazy.
Expresses alarm and concern about geopolitical instability while asserting Western values alignment.
@edmaximum
Mar 4, 2025
While I support everything that is against Trump and his gang, I deeply worry about those who oppose him that could go missing, “suicide” or get suddenly “overthrown”.\n\nCould the next Canadian Prime Minister kiss the …
While I support everything that is against Trump and his gang, I deeply worry about those who oppose him that could go missing, “suicide” or get suddenly “overthrown”.\n\nCould the next Canadian Prime Minister kiss the ring?
Expresses anxiety about political opponents disappearing or being harmed, with conspiratorial undertones about coercion.
@kevinweyrauch4875
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
America will choke on our mistake of voting for ?? and republicans will make sure that we get no air.
America will choke on our mistake of voting for ?? and republicans will make sure that we get no air.
Expresses existential threat and danger from Trump and Republicans, using metaphor of suffocation.
@mechamykal
Mar 4, 2025
America has become a Russian whore, America has betrayed itself and has become a blackmailing state
America has become a Russian whore, America has betrayed itself and has become a blackmailing state
Expresses alarm about America's alleged betrayal and corruption, framing the nation as compromised and dangerous.
@kogabriga7537
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
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)