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
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
Expresses demographic anxiety and alarmism about targeting of a specific ethnic group (Indians) as a distraction tactic by government.
rickytang3281
Sep 7, 2025
ooooooo Im a canadian scared of puiti
ooooooo Im a canadian scared of puiti
Expresses fear or anxiety about external threat (Putin), though comment is fragmented.
Fear / Threat
0.75
@ChingChang-p3p
Mar 4, 2025
I saw hindu with 9 kids in my neighborhood
I saw hindu with 9 kids in my neighborhood
Observational comment with implicit demographic anxiety about religious/ethnic groups and family size.
Isaac-qm7nh
Feb 7, 2026
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Expresses alarm about Trump's intentions to isolate and exploit Canada, using abuser metaphor to convey threat perception.
@boathousejoed1126
Mar 4, 2025
Trump is a reflection of Hitler ww3
Trump is a reflection of Hitler ww3
Compares Trump to Hitler and invokes World War 3, combining moral condemnation with apocalyptic threat language.
@billharrell5672
Mar 4, 2025
i worry that this immigrant backlash is on purpose. this is happening in all western judeo-christian nations.
i worry that this immigrant backlash is on purpose. this is happening in all western judeo-christian nations.
Expresses anxiety about coordinated anti-immigrant backlash across Western nations, suggesting conspiracy without evidence.
david_fl507
Sep 8, 2025
Excellent video Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Excellent video
Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Expresses fear about immigration being 'scary' and compares it to racism, framing it as a threatening phenomenon.
CAROLZ101101
Aug 29, 2025
The automatic destruction of America has begun?
The automatic destruction of America has begun?
Expresses alarm about America's trajectory with apocalyptic language suggesting existential threat.
Fear / Threat
0.75
@H33HDS
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
Trump is up to no good. America is in trouble.
Trump is up to no good. America is in trouble.
Expresses concern about danger and threat posed by Trump's actions to America's wellbeing.
Fear / Threat
0.75
@frankmotton7167
Mar 4, 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
China is rubbing his hands
China is rubbing his hands
Vague alarmist statement suggesting geopolitical threat or conspiracy without substantiation.
@ThePulse2x
Mar 4, 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
Look at their fucking faces, look of worries
Look at their fucking faces, look of worries
Observation of visible anxiety and worry, expressing concern about the situation's gravity.
Fear / Threat
0.75
@ramonjaramillo3107
Mar 5, 2025
Mr T is looking for excuses to pull out the guns. That's it, plain and simple
Mr T is looking for excuses to pull out the guns. That's it, plain and simple
Expresses alarm about Trump's militaristic intentions, suggesting dangerous escalation of conflict.
@kissedbysun2517
Mar 4, 2025
You are a puppet and you will be put on the shelf or in a box.
You are a puppet and you will be put on the shelf or in a box.
Cryptic threat or alarmist language suggesting political marginalization or removal from power.
Fear / Threat
0.75
@joshuahouck-qx3zd
Mar 4, 2025
He's making it so that it will be so expensive that if he is able to provide a solution to solve the issue that he has created.. that we will have no other than to …
He's making it so that it will be so expensive that if he is able to provide a solution to solve the issue that he has created.. that we will have no other than to take this solution in order to be able to buy and sell.\nDO NOT accept this solution.
Expresses alarm about deliberate policy-driven inflation and coercive acceptance of solutions; presents unsubstantiated conspiracy-like claim about manufactured crisis.
@StarSeek
Mar 5, 2025
the beginning of the great decline
the beginning of the great decline
Expresses apocalyptic concern about Canada's future trajectory without specific policy details, conveying demographic or national anxiety.
Fear / Threat
0.75
@eskimokidmusic
Mar 5, 2025
World War 3 coming soon… all because of you know who
World War 3 coming soon… all because of you know who
Expresses alarmist prediction of World War 3 with vague blame attribution, combining fear-mongering with unsubstantiated claim.
@SelfLovinMyBlackAss
Mar 5, 2025
Bro we don’t care. America can wait yall out and win. We might as well take over Canada
Bro we don’t care. America can wait yall out and win. We might as well take over Canada
Expression of threat and territorial anxiety, suggesting American takeover of Canada as a potential danger.
@aaroneichel2576
Mar 5, 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)