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
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
What if Trump stops all Canadian Visa’s into the US? They love to come here for 6 months out the year and buy property . If he cuts that out it’s over for Canada . …
What if Trump stops all Canadian Visa’s into the US? They love to come here for 6 months out the year and buy property . If he cuts that out it’s over for Canada . This can get UGLY
Expresses alarm about potential US visa restrictions and their catastrophic economic consequences for Canada, using escalatory language ('UGLY').
@Mast3rMindTalks
Mar 4, 2025
Great job America, lose Canada for Russia! I hope Putin screws you all!
Great job America, lose Canada for Russia! I hope Putin screws you all!
Expresses alarm about losing Canada to Russian influence and wishes harm on Americans, framing geopolitical threat.
@Mar-j9r-x5h
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
Trump won’t learn until Putin betrays him and fires a missile at us
Trump won’t learn until Putin betrays him and fires a missile at us
Expresses fear of military threat (missile attack) based on unverified claim about Trump-Putin relationship.
@nickcastro881
Mar 4, 2025
Trump is clown oligarchy controls White House save America ?? before it’s too late
Trump is clown oligarchy controls White House save America ?? before it’s too late
Expresses alarm about Trump's actions causing global chaos and invokes urgent danger ('save America before it's too late').
@mohammedpalle5934
Mar 4, 2025
If your insane president won't back down, electricity will be cut off, and potash and nickel will no longer be exported. Agreements with Homeland security will be canceled, NORAD may be cancelled, and cross border …
If your insane president won't back down, electricity will be cut off, and potash and nickel will no longer be exported. Agreements with Homeland security will be canceled, NORAD may be cancelled, and cross border travel will be severely restricted soon. Canadian armed forces will be standing by to halt an American military operation, and our European Allies will join us for what we hope will only be another cold war.
Expresses escalating security threats and military confrontation scenarios, framed as potential consequences of political conflict.
@grantpenton1850
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
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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)