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
Hope the U.S learns that allying with Russia won’t be a good thing for them
Hope the U.S learns that allying with Russia won’t be a good thing for them
Expresses concern about US-Russia alliance as a threat, implicitly warning against this geopolitical outcome.
@joseeloisa538
Mar 4, 2025
All that shit needs to be taken down in Canada this is sicking!
All that shit needs to be taken down in Canada this is sicking!
Expresses alarm and disgust about Canadian immigration policy, framed as a security/moral threat.
Felix-hj3tv
Feb 13, 2026
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
Makes stereotypical claims about immigrant competence and safety concerns regarding driving, with unsubstantiated generalizations.
jennifercollins3171
Mar 3, 2026
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
Expresses demographic anxiety by suggesting a significant portion of the population fails to grasp immigration's impact.
jamessilverton8640
Mar 1, 2026
Why are any Canadians still going to this awful country. Such a wide world to visit why go somewhere that threatens our sovereignty and disrespects our citizens and government. Stay home.🇨🇦
Why are any Canadians still going to this awful country. Such a wide world to visit why go somewhere that threatens our sovereignty and disrespects our citizens and government. Stay home.🇨🇦
Expresses security and sovereignty concerns about immigration, framing it as a threat to Canadian citizens and government.
swingonavine
Feb 1, 2026
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
Expresses alarm about Trump destroying the Western alliance and appeals to American identity as former allies.
@simonfrank7348
Mar 4, 2025
All signs point to a Cold War soon to start between Canada and United States
All signs point to a Cold War soon to start between Canada and United States
Expresses alarm about imminent Cold War between Canada and US, framed as threat/danger.
@AngelPerez-xj4qm
Mar 4, 2025
This is not going to end well. \n\nThe former NATO Supreme Commander tells it like it will be.\n\nThe USA has already lost massively as Trump does not understand the sound and mostly reasonable US imperial …
This is not going to end well. \n\nThe former NATO Supreme Commander tells it like it will be.\n\nThe USA has already lost massively as Trump does not understand the sound and mostly reasonable US imperial Security Strategy, and i say this as a non US citizen.\n\nI still do not hate the American people, but Trump has given every anti America voice exactly what they needed, big incidents painting to paint them as most evil.\nTrump got played so hard by Putin it is not funny anymore, Putin is the bear and Trump the screaming goose, free meal for the bear.
Expresses alarm about geopolitical consequences and security threats, with comparative analysis of nations and leaders.
@nocomment3294
Mar 5, 2025
So Canada and Europe think Canada is going to win in this???? They’re going against the USA…. ????????????????????????????????????? cute story!!!
So Canada and Europe think Canada is going to win in this???? They’re going against the USA…. ????????????????????????????????????? cute story!!!
Expresses skepticism and concern about Canada's ability to succeed against the USA, with sarcastic tone suggesting doubt about the outcome.
@josiffexplosiff1
Mar 5, 2025
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and …
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and close the border as a defensive measure against invasion, infiltration, and sabotage. Canada has made it clear they’d rather spend a lot more to ship oil to China’s Communist Dictator Xi Jin Ping in Asia and back than pay a modest 10% tariff and send oil down an already working pipeline to next door America. Contrary to some mega ignorant comments, The U.S.A. is rich in natural resources and can be self sufficient. We just have to resume use of resources that were shut down by the appropriately initialed Barak Obama, Biden-Harris, and deep state bureaucrats in Washington. President Trump can accomplish this with our support. Shop carefully and please do not buy anything from Canada. Leave all Canadian goods to rot on the shelf. You won’t regret not making it to the Miss Hockey Puck festival in balmy Churchill Manitoba either. Other protective measures should be immediate cancellation of all visas and green cards held by Canadians and their deportation from U.S. territory.
Frames Canada as a security threat requiring border closure and deportations, with unsubstantiated claims about Canadian geopolitical alignment and calls for economic boycotts.
@jameshepburn4631
Mar 5, 2025
Trump troll and muskovite want ww3
Trump troll and muskovite want ww3
Expression of threat/danger concerns linking political figures to war escalation without evidence.
@kiwifemalemarie
Mar 4, 2025
When they go home for a vacation that we pay for there is a Big problem criminal make a claim after they get charged That is insane
When they go home for a vacation that we pay for there is a
Big problem criminal make a claim after they get charged
That is insane
Expresses concern about immigrants exploiting social benefits and committing crimes, mixing vague allegations with security anxiety.
randydickson4104
Feb 24, 2026
I gotta be honest -- I never seen this coming, America starting a war with Canada out of All Countries
I gotta be honest -- I never seen this coming, America starting a war with Canada out of All Countries
Expression of shock and alarm about US-Canada conflict, framing it as an unexpected threat or crisis.
@Jungle-Life-Forever
Mar 4, 2025
We don’t need shit from Canada.
We don’t need shit from Canada.
Expresses alarm about Conservative leadership and alleged foreign interference, combining conspiracy claims about resource theft and democratic threats with political opposition.
@LifeIsAMotionPicture20XX
Mar 4, 2025
Trump wants other leaders to kiss his tush. Not going to happen. Crashing our Markets and economy. INTENTIONAL!
Trump wants other leaders to kiss his tush. Not going to happen. Crashing our Markets and economy. INTENTIONAL!
Expresses alarm about economic damage and makes an unsubstantiated claim that market crashes are intentional, combining threat language with conspiracy framing.
@annehartford
Mar 4, 2025
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
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
Expresses alarm about Canada-US relations deteriorating and seeks explanation for Trump's actions.
@pvfilms126
Mar 5, 2025
That assassination attempt starting to look like a bad omen now
That assassination attempt starting to look like a bad omen now
References an assassination attempt as an ominous sign, expressing foreboding and threat-based concern about future events.
Fear / Threat
0.75
@DailyClipsWW
Mar 5, 2025
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)