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
The United States of Russia, Trump and Putin vs the rest of the world.?
The United States of Russia, Trump and Putin vs the rest of the world.?
Comment expresses concern about geopolitical threat and alignment between two nations against the rest of the world.
@patrickgarritty2232
Mar 4, 2025
china sitting at the side watching happily ....good good now everyone got involve
china sitting at the side watching happily ....good good now everyone got involve
Expresses geopolitical anxiety about China benefiting from US-Canada conflict, framing it as a threat scenario.
@wave9303
Mar 4, 2025
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
Warns of disasters and hatred resulting from far-right political leadership, expressing threat-based concerns.
@doggo2995
Mar 4, 2025
If trudeau elected again khalistan will be established in canada.khalsa will rule over canada
If trudeau elected again khalistan will be established in canada.khalsa will rule over canada
Expresses fear about Khalistan establishment and Sikh rule in Canada if Trudeau is re-elected, presenting an unsubstantiated threat scenario.
@jatingupta339
Mar 4, 2025
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what is happening now. So I hope everyone realizes and remembers that and for any albertan. Watching this and reading these comments, if you want your CPP and AOS in the future, if you decide to back Danielle Smith on this garbage separation, you will never see it. Don't forget the disability. Credit does not go to the people that are on ache. It goes right straight to Danielle Smith. And that's where your CPP noas will go. So if you're close to retirement and a hillbilly, you better have a good nest. Egg saved
Expresses apocalyptic fears about losing Canada, being 'gunned down in the streets,' and threats to retirement benefits, demonstrating demographic and security anxiety.
karendavis5938
Jan 28, 2026
Fuck these people
Fuck these people
Hostile expression directed at an unspecified group, conveying animosity and threat-oriented sentiment without elaboration.
Fear / Threat
0.75
6Sic692
Jan 27, 2026
Do these subcontinent drivers have insurance?
Do these subcontinent drivers have insurance?
Raises safety/insurance concerns about immigrant drivers, implying a threat or problem associated with a specific ethnic group.
birsay123
Jan 27, 2026
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver …
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver or Toronto? 🤢🤢🤢☣.Nothing to do with the present administration.
Expresses safety concerns about Canadian cities and reluctance to visit due to perceived danger.
robocoe
Dec 23, 2025
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now …
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now I just think of how selfish it was to sabotage Canada. American private equities want to rock our system and buy up all they can and so I am happy we are watching for this. I think Donald did this to try and buy up Canadian companies. This should be made illegal. I am willing to suffer for up to pull the plug on all resources and energy going to America “suddenly” do they have no time to adapt and collectively suffer. We even produce the ingredient you need for your nuclear weapons and otherwise need to get this from Russia. Canada has the ability to help our allies get nuclear weapons to protect against “America as our #1 enemy now”. Will we share too secret info with you when Trump clearly seems to be working with Russia? Putin dream for NATO to break down and now Trump ours that I to action . Trump wants everyone to spend money on military to fuel the American military industrial complex, something each and every huge tech company you have participated. You have essentially been taken over by a global entity that doesn’t care about democracy. We are going to manufacture our own weapons to have zero dependency on America. That makes no sense to buy weapons from the country threatening to invade you. \n\nHow will America feel to be totally alone in the global stage all under the power of one unstable man with multiple personality disorders. Trump things Putin is Americas friend and meanwhile in Russian media America spoken of as enemy number one. Meanwhile, America is 30% full of people with such little education in politics that they do not even know what is considered red flags to democracy. The 20% needed to shift will see the light once the worst man made intentional recession begins and the billionaires buy up 30% of your homes and buildings. Nothing at all will be outside of billionaire and corporate control and now all your data is in AI. how did all American value fall in just one month. Anyone not questioning this now, ai promise you is being blackmailed or is corrupt. \n\nThe bureaucracy prevents dictatorship. Now Trump is removing this. Just listen to project 2025. America is fully on track.
Frames America as an existential threat to Canada, expresses anxiety about economic sabotage and military vulnerability, and advocates for resource independence.
@nicoled5160
Mar 4, 2025
Stupid Americans laugh at this until Mexico sells land to china to allow them to build Navy ports off of california and gulf of mexico.
Stupid Americans laugh at this until Mexico sells land to china to allow them to build Navy ports off of california and gulf of mexico.
Expresses alarm about potential geopolitical threats (Mexico selling land to China) without evidence, framed as a warning to Americans.
@arkansasorigami83
Mar 4, 2025
Trump keep talking world war 3 and he’s the one about to cause it.
Trump keep talking world war 3 and he’s the one about to cause it.
Frames Trump as a threat to global peace and security, expressing alarm about potential conflict escalation.
@nicholasscott1000
Mar 4, 2025
We should take Canada by force. MURICA!
We should take Canada by force. MURICA!
Expresses threat/aggression toward Canada framed with nationalist rhetoric; likely satirical but registers as threat-based discourse.
@FuToo
Mar 4, 2025
America will lose. Fafo magats
America will lose. Fafo magats
Predicts American defeat and uses derogatory slang for Trump supporters, expressing threat and in-group/out-group division.
@Cheemsonabike
Mar 4, 2025
???. Canada is lucky there's ocean between russia and them.
???. Canada is lucky there's ocean between russia and them.
Expresses security/geopolitical anxiety about Russia as a threat to Canada, framing geographic distance as protective.
Fear / Threat
0.75
@AstroRVe
Mar 4, 2025
Someone will need to stop this madness from reigning! Well done Mr President
Someone will need to stop this madness from reigning! Well done Mr President
Expresses alarm about 'madness' while paradoxically praising the President, suggesting concern about uncontrolled events.
@Wherehopelives167
Mar 4, 2025
Gonna be a lot of stealing going on ?
Gonna be a lot of stealing going on ?
Expresses concern about criminal activity without evidence, framed as a vague threat.
@HulkSmash-w7l
Mar 4, 2025
Your country is not populous enough to sustain this. The West is under attack and the smaller nations are already too far gone.
Your country is not populous enough to sustain this. The West is under attack and the smaller nations are already too far gone.
Expresses demographic and existential anxiety about Western nations, using alarmist language about being 'under attack.'
fightmilk8613
Jan 29, 2026
This is the entire west. It’s intentional
This is the entire west.
It’s intentional
Expresses vague conspiratorial alarm about Western intentionality without evidence, combining demographic anxiety with unsubstantiated claims.
Shane0Mac247
Jan 29, 2026
Next step: invite PLA to patrol Canada-US border?
Next step: invite PLA to patrol Canada-US border?
Sarcastic comment expressing concern about Chinese military involvement, mixing satire with underlying security anxiety.
@chenhsu3581
Mar 4, 2025
? Canada can't even defend itself
? Canada can't even defend itself
Expresses concern about Canada's defensive capabilities and vulnerability, framing it as a security threat.
@jeffreyswilsonsr5200
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)