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 prick would take your rights away in a heartbeat.
This prick would take your rights away in a heartbeat.
Expresses fear that Trump would authoritarily suppress rights, framed as a threat to civil liberties.
@dwgstyle6542
Mar 4, 2025
As long as this crazy US President ?the world are not peaceful place
As long as this crazy US President ?the world are not peaceful place
Expresses concern about global peace and security threatened by the US President's actions.
@martinduong9383
Mar 4, 2025
Don’t let this Nazi Canadian send your children to war!
Don’t let this Nazi Canadian send your children to war!
Uses inflammatory Nazi comparison and warns of war danger, expressing security/existential threat concerns.
@oldtimer8364
Mar 4, 2025
For the love of all that's holy -- it's NOT hard to see that THIS is what Trump wants -- to be allied with Putin. He only does what strokes his ego and his ego …
For the love of all that's holy -- it's NOT hard to see that THIS is what Trump wants -- to be allied with Putin. He only does what strokes his ego and his ego WANTS TO ALLY WITH PUTIN. The sooner everyone else accepts that, the sooner we will be allied internally against this dire threat.
Expresses alarm about Trump's alleged alignment with Putin as a dire threat to internal alliance.
@melanie8028
Mar 4, 2025
We're witnessing the downfall of the USA. Sad to say, but all things considered, in the next 10-15 years USA will be just another large country
We're witnessing the downfall of the USA. Sad to say, but all things considered, in the next 10-15 years USA will be just another large country
Expresses anxiety about US decline and future instability, framed as witnessing a downfall with comparative ranking of nations.
@Betmistrz
Mar 4, 2025
we are so fucked in USA. Please don't take the electricity in New York. We the Americans never dream of this mess, please forgive us❤
we are so fucked in USA. Please don't take the electricity in New York. We the Americans never dream of this mess, please forgive us❤
Expresses anxiety about US situation and appeals for help, combining personal concern with plea for understanding.
@NicolePauna
Mar 4, 2025
Ohh no Canada I’m so scared? What are going to do take away our gun rights like you did to your own citizens? Or just freeze our bank accounts
Ohh no Canada I’m so scared? What are going to do take away our gun rights like you did to your own citizens? Or just freeze our bank accounts
Expresses alarm about potential government overreach (gun rights, bank account freezing) while comparing Canada's policies unfavorably.
@isaiahsaunders7009
Mar 4, 2025
Huh trump and Putin have a very dirty mind what is going on ? Especially trump he lost he's mind ! Amarican destroyed all over middle east and now he talk about Canada Mexico and …
Huh trump and Putin have a very dirty mind what is going on ? Especially trump he lost he's mind ! Amarican destroyed all over middle east and now he talk about Canada Mexico and Europe ? really did amarican people know why they vote for trump??? Amarica should wake up before anything happens!!!
Expresses alarm about Trump's mental state and potential for war, warning of danger with urgent calls for American voters to act.
@asopol3673
Mar 4, 2025
I stand with Canada. Mr. Trump is a traitorous poison working for all intent and purposes for Vladimir Putin and as such, he is a major threat to the national security to this country, Canada, …
I stand with Canada. Mr. Trump is a traitorous poison working for all intent and purposes for Vladimir Putin and as such, he is a major threat to the national security to this country, Canada, Europe and the world. He and his criminal administration must be removed before they cause the collapse of the west.
Frames Trump as an existential threat to national security and Western stability, calling for his removal.
@muutron5253
Mar 4, 2025
We need to ask if there is some kind of explanation for Trump to be doing everything possible to help Russia and damage the US! This is a very grave situation!
We need to ask if there is some kind of explanation for Trump to be doing everything possible to help Russia and damage the US! This is a very grave situation!
Expresses alarm about Trump's alleged actions helping Russia and damaging the US, framed as a grave threat without evidence.
@seacoastlife
Mar 4, 2025
Who didn't see this gonna happen before November 4th, 2024? 77 million vote for this, knowing this was gonna happen. Whatever happened, I hope the 77 million enjoy the ride. You think things were bad …
Who didn't see this gonna happen before November 4th, 2024? 77 million vote for this, knowing this was gonna happen. Whatever happened, I hope the 77 million enjoy the ride. You think things were bad before watch what the next 4 years gonna get you. Buck Up America ?? Let go for the ride
Expresses anxiety about future consequences of political choices and warns of worsening conditions ahead.
@charmangelz777
Mar 4, 2025
I feel like crap being American due to it coming under dictatorship! We're about to lose our democracy. I imagine an exodus of Americans heading out of the madness. Let MAGA have it. We have …
I feel like crap being American due to it coming under dictatorship! We're about to lose our democracy. I imagine an exodus of Americans heading out of the madness. Let MAGA have it. We have had enough and we know it will get much, much worse!!! ?
Personal account of distress about American political situation framed as existential threat to democracy, with moral concern about losing freedoms.
@joycebrackbill-henderly8311
Mar 4, 2025
America has turned into a #Idiocracy under Trumps reign!?I guess sometimes gullible people had to eat po.op to learn their lessons!?Maybe they will use a bit of common-sense next time!?
America has turned into a #Idiocracy under Trumps reign!?I guess sometimes gullible people had to eat po.op to learn their lessons!?Maybe they will use a bit of common-sense next time!?
Expresses alarm about Trump's governance using dystopian framing ('Idiocracy'), combined with sarcastic mockery of supporters.
@satisfied656
Mar 4, 2025
The people that voted for This humiliation are now going to pay
The people that voted for This humiliation are now going to pay
Expresses anxiety about negative consequences for voters who supported a political outcome, framed as a warning or threat.
@Colin-j2b
Mar 4, 2025
God help us Americans who are stuck with this horrible president. I'm with our allies. No Trump and no Putin. OMGOSH, we are in deep trouble here in the US.
God help us Americans who are stuck with this horrible president. I'm with our allies. No Trump and no Putin. OMGOSH, we are in deep trouble here in the US.
Expresses alarm about political leadership and national crisis, with identity assertion as an American concerned about allies.
@wendy3992
Mar 4, 2025
Trump was elected out of hatred. !!!! Americal will learn a hard lesson ... watch your country fall to the ground
Trump was elected out of hatred. !!!! Americal will learn a hard lesson ... watch your country fall to the ground
Expresses alarm about political motivations and predicts national decline, combining threat perception with moral judgment.
@jonathanpacquing309
Mar 4, 2025
As a CAPTIVE (Deuteronomy 28:68 KJV) in this SH THOLE country, it sure feels good to see the empire of my ENEMIES crumbling from the inside out, & their allies are soon to turn their …
As a CAPTIVE (Deuteronomy 28:68 KJV) in this SH THOLE country, it sure feels good to see the empire of my ENEMIES crumbling from the inside out, & their allies are soon to turn their backs on you; just like my Lord (Joel 2:27 KJV)\nprophesied \n(Obadiah 1-18 KJV). \n\nWE GOT NEXT\n(Isaiah 14:1-21, Revelations 13:9-10 KJV).
Expresses apocalyptic framing of Canada as a 'shithole' and celebrates the 'crumbling' of enemies, combining demographic anxiety with religious-coded threat language.
@uzibenisrael8662
Mar 4, 2025
Everyday he sits in office he just keeps embarrassing the united states of America with this maddness never in history have our Beloved united states seen this Maddness it's just sad real sad the Downfall …
Everyday he sits in office he just keeps embarrassing the united states of America with this maddness never in history have our Beloved united states seen this Maddness it's just sad real sad the Downfall of the United states with this Maddness in the white house sad real sad ?
Expresses alarm about national decline and presidential behavior as unprecedented crisis ('Downfall').
@ThomasMcGowan-j7n
Mar 4, 2025
I give canada 3 days to back down
I give canada 3 days to back down
Predicts Canada will capitulate within 3 days, expressing threat/pressure while making an unverified claim about future behavior.
@edwardsherwood2575
Mar 4, 2025
Dont forget, we can shut off oil, power, water, wood, minerals, fertilizer. It will be very dark and cold in the States. Reasonable Americans, hang in there. we will get thru this.
Dont forget, we can shut off oil, power, water, wood, minerals, fertilizer. It will be very dark and cold in the States. Reasonable Americans, hang in there. we will get thru this.
Threatens economic retaliation through resource cutoffs while calling for solidarity among 'reasonable Americans,' framing Canada as having leverage in a conflict.
@robgandy4550
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)