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
Good luck with this. It wont go well for Canada.
Good luck with this. It wont go well for Canada.
Expresses pessimism and foreboding about Canada's future without specific policy critique, suggesting underlying anxiety about outcomes.
Fear / Threat
0.75
@MC-bd5ub
Mar 4, 2025
Hold on y’all… I only heard less than 10 seconds on the video and he just DECLARED Canada as “our closest threat?” For real?? Better be glad I’m not in charge cause I’d “declare Canadian …
Hold on y’all… I only heard less than 10 seconds on the video and he just DECLARED Canada as “our closest threat?” For real?? Better be glad I’m not in charge cause I’d “declare Canadian airspace as American territory.” Dont fly nothing
Expresses alarm at characterization of Canada as a threat and responds with aggressive hypothetical territorial claims.
@buck9034
Mar 4, 2025
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
Establish peace \nPlaying with fire, not a good sign
Establish peace \nPlaying with fire, not a good sign
Expresses concern about dangerous escalation and risk, using metaphor of 'playing with fire.'
Fear / Threat
0.75
@imranchowdhury666
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
Uh oh, Governor Treudeu is upset. Oh, no, he's threatening an embargo. I don't care about Fentynol. Druggies dropping like flies opens up jobs.
Uh oh, Governor Treudeu is upset. Oh, no, he's threatening an embargo. I don't care about Fentynol. Druggies dropping like flies opens up jobs.
Expresses dismissal of drug-related concerns and implies deaths benefit employment, combining threat-related framing with a callous claim about mortality.
@FortressofShred
Mar 4, 2025
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike …
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike is describing... the states and cities surrouding me as well. With karen feminists making sure they destroy the rest of us and having the white men escape to find their kryptonite the tight asians im about the go study the torah to make sure i have atleast half italian kids that can look like me.
Expresses demographic anxiety about neighborhood composition, uses stereotyping language about various groups, and frames demographic change as a threat.
floda4835
Feb 3, 2026
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
Expresses concern about Canada's new security vulnerability with Russia as a neighboring threat.
@orzhman
Mar 5, 2025
Canucks are going to lose hard
Canucks are going to lose hard
Expresses anxiety about Canada losing in a conflict/competition, framing national vulnerability.
@claytonix
Mar 5, 2025
Well done Canada , Trump is after your minerals
Well done Canada , Trump is after your minerals
Expresses concern about Trump's interest in Canadian resources, framing it as a threat while comparing Canada's position to US actions.
@Nomad-wv4oe
Mar 4, 2025
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Expresses concern about Trump as a threat and hopes for minimal negative impact, conveying anxiety about future consequences.
@fionazerbst5771
Mar 4, 2025
TRUMP WANTS TO DESTROY America
TRUMP WANTS TO DESTROY America
Expresses alarm about Trump's destructive intentions toward America, framed as an existential threat.
@nyuejohnson1492
Mar 4, 2025
You think your a Tough Guy now that your leaving…. Bring it on idiot… we know our prices will rise in the short term, but we will prevail in this……
You think your a Tough Guy now that your leaving…. Bring it on idiot… we know our prices will rise in the short term, but we will prevail in this……
Expresses confrontational language and concern about price increases while asserting resilience against perceived threat.
@user-wx2ey3iq3e
Mar 4, 2025
I can't believe he is siding with Russia. I don't get why he would want to risk having Canada as a potential enemy. I'm not sure to what extent, but still. I don't know much …
I can't believe he is siding with Russia. I don't get why he would want to risk having Canada as a potential enemy. I'm not sure to what extent, but still. I don't know much about politics but I hope for our sake, this isn't permanent. Why do that to an ally that we have been working with together for decades? Makes no sense. That's the thing, though. Our enemies just want this to get worse for us. Almost like be wants America go in the dirwcrion of becoming a communist country more than help it. That's the thing, though. Our enemies just hope this gets worse for us. Prayers for everyone.
Expresses anxiety about geopolitical threats, potential enemy status, and ideological dangers, with appeals to shared values and prayer.
@bigmike9612
Mar 4, 2025
trump wants war with all are allies
trump wants war with all are allies
Expresses alarm about Trump's alleged hostile intentions toward allies, combining threat rhetoric with an unsubstantiated claim about war intentions.
@KU-nu4vn
Mar 4, 2025
I promise you Canada is going to feel it worse than us we have the resources it’s just people don’t want to work America has everything we need!!!
I promise you Canada is going to feel it worse than us we have the resources it’s just people don’t want to work America has everything we need!!!
Expresses concern that Canada will suffer worse economic consequences than the US, with comparative framing about resources and work ethic.
@machi6684
Mar 4, 2025
Don't worry: you'll all have free holidays in Magadan, Siberia and North Korea, you'll even stay there !!!
Don't worry: you'll all have free holidays in Magadan, Siberia and North Korea, you'll even stay there !!!
Dark sarcasm expressing fear of authoritarian outcomes and geopolitical threat through ironic reference to Soviet/North Korean gulags.
@Haroun-El-Poussah
Mar 4, 2025
Canada about to end up like Ukraine.
Canada about to end up like Ukraine.
Expresses security/existential threat by comparing Canada's trajectory to Ukraine's conflict situation.
@soey.carter4126
Mar 4, 2025
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
They are threatening our Canadian doctors who have families in their countries! They are extorting them with lawsuits and things of that nature in Canada abusing our loopholes. Fix this !!!
Expresses concern about threats to Canadian doctors and calls for systemic fixes, framing immigration-related issues as a security/exploitation problem.
Jake-bh1hm
Feb 18, 2026
Trump will be fine with whatever decisions that he makes. Americans will suffer while he shakes us off and walk away like we are wet socks.
Trump will be fine with whatever decisions that he makes. Americans will suffer while he shakes us off and walk away like we are wet socks.
Expresses concern about negative consequences for Americans and allies, using dismissive imagery to convey abandonment anxiety.
@jamaicalion1
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)