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
Search & Filter
Fear / Threat
3,873 comments
President Trump is Wrong and Should be Stopped by The Supreme Court for violating His Sworn Duty to Serve Americans Citizens, NOT Russians INTERESTS. HE ASO IS BRINGING OUR COUNTRY INTO COMPLETE FINANCIAL SHUT DOWN …
President Trump is Wrong and Should be Stopped by The Supreme Court for violating His Sworn Duty to Serve Americans Citizens, NOT Russians INTERESTS. HE ASO IS BRINGING OUR COUNTRY INTO COMPLETE FINANCIAL SHUT DOWN A DEPRESSION. PUTTIN IS EVIL, BUT SLEEPING WITH HIM ISN'T THE ANSWER TO DEALING WITH HIM. PUTTIN PLANS TO DESTROY THE WORLD, GOG AND MAYGOG. WAKE UP AMERICA, GOD WARNED US ABOUT THE EVIL Leaders THAT WOULD LIE TO US SO THEY COULD CONTROL EVERYTHING EVEN THE COST OF FOOD And WHERE WE GET IT. TAKE NO MARKS ON YOUR HANDS OR HEAD. PAY ATTENTION AND PRAY FOR GOD'S INTERVENTION. MR. TRUMP IS OUT OF CONTROL AS IS HIS CABINET OF PEOPLE. THEY ACT LIKE THEY CAN DO WHATEVER THEY WANT BECAUSE IT WON'T HURT THEM. IT WILL BE THE WEAK, ELDERLY, SICKLY, WIDOWS, CHILDREN AND THE POOR THAT WILL SUFFER EVEN MORE. WHAT ABOUT ALL OF THE HOMELESS AND THE FOLKS THAT ARE SUFFERING FROM FLOUDS AND FIRE. Washington could be fixing our National problems but they aren't. People are hurting every day in America. Getting poorer and poorer every day. Maybe that's Washington's plan to kill off the needy.
Expresses apocalyptic fears about Trump's leadership causing financial collapse, suffering for vulnerable populations, and invokes religious warnings about evil leaders and control, with calls for prayer and intervention.
@fawnwhitecloudjett5594
Mar 5, 2025
It was not America. It was Trump and his gang. They must be stopped. Unfortunately, we are going to be hurt. Bad. \nGet ready to pay for a quarter pound of flower for a full …
It was not America. It was Trump and his gang. They must be stopped. Unfortunately, we are going to be hurt. Bad. \nGet ready to pay for a quarter pound of flower for a full day of work. ?
Expresses economic anxiety and catastrophic predictions about inflation without evidence, combined with political blame.
@trancextend
Mar 4, 2025
?? Trump! He's gonna destroy the world. Dumb ?
?? Trump! He's gonna destroy the world. Dumb ?
Expresses existential alarm about Trump's capacity to cause global harm, framing him as a threat to world stability.
@theivan8851
Mar 4, 2025
America ?? we're in trouble.
America ?? we're in trouble.
Expresses anxiety and alarm about America's future condition.
Fear / Threat
0.85
@StopCensoring-fq5fl
Mar 4, 2025
God, please help us here in America.\nFirst they came for the ‘ Non citizens’ we were silent, now they are coming for the Federal workers , we are still silent, tomorrow, they will come for …
God, please help us here in America.\nFirst they came for the ‘ Non citizens’ we were silent, now they are coming for the Federal workers , we are still silent, tomorrow, they will come for us. Do you think the super Billionaires will save us? Our wages will go up in flames via inflation. Sad !!!
Expresses escalating security and economic anxiety using historical allusion to warn of progressive threats.
@OnielGunasekara
Mar 4, 2025
There are so many of us that feel completely trapped and scared by these Oligarchs and the psychos that still follow him
There are so many of us that feel completely trapped and scared by these Oligarchs and the psychos that still follow him
Expresses fear and anxiety about political leadership ('trapped and scared'), with identity framing of in-group versus threatening out-group.
@derekperry102
Mar 4, 2025
Before the US election, any concern about Trump's radical proposals was dismissed as falling for his hyperbole or over-reaction, that Trump was just babbling and didn't actually mean half of what he said on any …
Before the US election, any concern about Trump's radical proposals was dismissed as falling for his hyperbole or over-reaction, that Trump was just babbling and didn't actually mean half of what he said on any given day. And this was the argument from those trying to defend his campaign. now, watching him deliver on one whackadoo plan after another.. so freaking depressing. The only bright star I have found is that there are still functioning democracies around the world. Never thought I would become a refugee of a totalitarian state. That is now in the realm of possible futures.
Expresses anxiety about totalitarianism and personal concern about becoming a refugee, framing Trump as a systemic threat.
@DodgyBagehot
Mar 4, 2025
Are you people stupid. Canada will fail in 12 months. Hence the reason he said they can send us into economic ruin.. when the hell is the last time you bought a product from Canada? …
Are you people stupid. Canada will fail in 12 months. Hence the reason he said they can send us into economic ruin.. when the hell is the last time you bought a product from Canada? exactly
Expresses alarm about Canada's economic collapse and failure, framed as an existential threat, combined with economic concerns about Canadian product competitiveness.
@johnmazzatelli2051
Mar 4, 2025
With no allies we are very weak, Putin must be very pleased
With no allies we are very weak, Putin must be very pleased
Expresses security anxiety about losing allies and implies geopolitical vulnerability that benefits adversaries like Putin.
@joelkalt126
Mar 4, 2025
Trump will order war against Canada
Trump will order war against Canada
Expresses alarmist prediction of military conflict without evidence, invoking security threat.
@nataliezementbeisser1492
Mar 4, 2025
Putin is coming for Canada and Mexico soon.
Putin is coming for Canada and Mexico soon.
Expresses alarm about an imminent military threat without evidence, combining fear-mongering with an unsubstantiated claim.
@michellenguyen4108
Mar 4, 2025
This won’t end well for Canada
This won’t end well for Canada
Expresses vague but ominous concern about negative consequences for Canada without specific justification.
Fear / Threat
0.85
@mistergoodcitizen9914
Mar 4, 2025
Trump is just trying to take over Canada without actually going to war
Trump is just trying to take over Canada without actually going to war
Expresses concern about Trump's territorial ambitions toward Canada as a threat.
Fear / Threat
0.85
@brumtownmiller6130
Mar 4, 2025
This is the what Trump and his voters has brought on America and it is likely to get worse. So MAGA Trump supporters is this what you want, is this what you voted for, now …
This is the what Trump and his voters has brought on America and it is likely to get worse. So MAGA Trump supporters is this what you want, is this what you voted for, now you know what you should have known before you voted for Russian’s puppet.
Expresses alarm about negative consequences from Trump's election and supporters, framing it as a threat to the nation.
@ALavin-en1kr
Mar 4, 2025
Oh boy this isn't going to end well for Canada.
Oh boy this isn't going to end well for Canada.
Expresses anxiety about negative consequences for Canada without specific details, conveying a sense of impending danger or crisis.
Fear / Threat
0.85
@FlockofSmeagles
Mar 5, 2025
Everyone sit back and watch Canada implode !!!!
Everyone sit back and watch Canada implode !!!!
Expresses apocalyptic concern about Canada's future collapse, conveying demographic and systemic anxiety.
@vsFY2023
Mar 4, 2025
He's not trying to keep Americans safe. He's threatening us all.
He's not trying to keep Americans safe. He's threatening us all.
Expresses security anxiety and threat perception, claiming the subject is threatening the commenter's safety.
Fear / Threat
0.85
@123benny4
Mar 4, 2025
This is super scary ? God be with us! I definitely stand with Canada
This is super scary ? God be with us! I definitely stand with Canada
Expresses fear and anxiety ('super scary') while also asserting national solidarity with Canada.
@Msrikak87
Mar 4, 2025
This is how the American invasion of Canada begins.
This is how the American invasion of Canada begins.
Expresses alarm about an 'American invasion' framed as an existential threat to Canada's sovereignty.
@jaydee17
Mar 4, 2025
Sounds like another threat to me
Sounds like another threat to me
Interprets the situation as a threat, expressing concern about danger or coercion directed at Canada.
Fear / Threat
0.85
@bigwill-ux3pz
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)