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
Best friends coming big enemy!
Best friends coming big enemy!
Expresses concern about relationship deterioration between allies, framing friendship turning to enmity as a threat.
Fear / Threat
0.70
@sm-gh8ef
Mar 4, 2025
Dangerous games
Dangerous games
Vague expression of danger/threat regarding immigration policy without elaboration.
Fear / Threat
0.70
@Crashyocean
Feb 20, 2026
We are on our evil era???
We are on our evil era???
Expresses anxiety about entering a negative or dangerous period ('evil era'), though vague in specifics.
Fear / Threat
0.70
@Rmi_brandito
Mar 4, 2025
We are fvck
We are fvck
Expresses vague existential concern or alarm about Canada's situation, though minimal context provided.
Fear / Threat
0.70
@ericklajara2233
Mar 4, 2025
Oh God help us all ??
Oh God help us all ??
Brief expression of anxiety or alarm about the situation without elaboration.
Fear / Threat
0.70
@hildaharkin
Mar 4, 2025
Graet country USA become BULLY under ? Clown. Russia now is laughing?..Putin cannot control biden but he owned a ? circus where they can watch happily the ???
Graet country USA become BULLY under ? Clown. Russia now is laughing?..Putin cannot control biden but he owned a ? circus where they can watch happily the ???
Expresses alarm about US decline and weakness under current leadership, comparing unfavorably to Russia and using alarmist language.
@kakahiyakanaman7285
Mar 4, 2025
Haha, Canada's gonna turn into a third world country.
Haha, Canada's gonna turn into a third world country.
Expresses demographic anxiety about Canada's future decline, delivered with sarcastic tone but fundamentally expressing alarmism.
@killer13387
Mar 5, 2025
Donald looking for more enemies
Donald looking for more enemies
Expresses concern that Trump is deliberately creating adversaries, framing his actions as threatening.
@rp502
Mar 4, 2025
All that talking.. Go to war! Let's see who have the balls..
All that talking.. Go to war! Let's see who have the balls..
Escalatory rhetoric suggesting military conflict as a solution, expressing threat/confrontation framing.
@youtubewatch8680
Mar 4, 2025
totally indians dea**
totally indians dea**
Cryptic statement with censored language expressing negative sentiment toward Indians, suggesting threat or alarm without clear elaboration.
Fear / Threat
0.70
y6g9
Jan 29, 2026
I am mentally prepped to fight
I am mentally prepped to fight
Expresses readiness for conflict, suggesting perceived threat or danger requiring preparation.
@Nowthan1
Mar 4, 2025
it smells bad
it smells bad
Vague dehumanizing comment using sensory disgust as a proxy for ethnic othering.
MDC2222
Jan 28, 2026
It will take a long time to build trust again dear americans. I guess your Stock market will fall soon
It will take a long time to build trust again dear americans. I guess your Stock market will fall soon
Expresses concern about damaged trust and predicts negative economic consequences.
Fear / Threat
0.70
@moosimwald
Mar 4, 2025
Oh no.....poor canada
Oh no.....poor canada
Expresses concern or dismay about Canada's situation regarding immigration, with ambiguous tone that could be satirical or genuine worry.
Travis-4U
Jan 28, 2026
Canada is fakken COOKED
Canada is fakken COOKED
Expresses catastrophic concern about Canada's future state using colloquial language, implying systemic failure or irreversible damage.
Fear / Threat
0.70
mariuszdeptulski4644
Oct 3, 2025
??????Canada.Go.To.Hell.
??????Canada.Go.To.Hell.
Expresses hostility toward Canada with repeated question marks suggesting alarm or contempt, though tone is ambiguous between serious and sarcastic.
@mirjanamoore5417
Mar 4, 2025
The poop thing is fucking disgusting.....
The poop thing is fucking disgusting.....
Expresses disgust/alarm about an unspecified incident, likely referencing a stereotype or specific claim from the video.
Fear / Threat
0.70
meshackjohnson7646
Jan 29, 2026
And there's nothing we can do
And there's nothing we can do
Expresses helplessness and fatalism about an unspecified threat, conveying anxiety about inability to take action.
Fear / Threat
0.70
@itsme20
Mar 4, 2025
The ‘golden age’ is tarnished now and forever. He is not yet a king, it I bet he has some illegal plan n the works
The ‘golden age’ is tarnished now and forever. He is not yet a king, it I bet he has some illegal plan n the works
Expresses alarm about authoritarian consolidation of power and vague allegations of illegal plans without evidence.
@sandramacphee638
Mar 4, 2025
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
Expresses sympathy for a city leader dealing with reputation damage, implying demographic or social anxiety about the city's image.
Kuya_Gil
Jan 28, 2026
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)