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
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
You’ve done this to us all this time and no one yet to do you. That time is over
You’ve done this to us all this time and no one yet to do you. That time is over
Cryptic warning/threat suggesting retaliation or confrontation is coming, with adversarial framing.
@yeuly390
Mar 4, 2025
Let's make this crystal clear. What can we do? We do not want this. So, what can we do? Absolutely nothing!
Let's make this crystal clear. What can we do? We do not want this. So, what can we do? Absolutely nothing!
Expresses helplessness and anxiety about the situation, suggesting a sense of powerlessness in the face of perceived threat.
@natureovermind7649
Mar 4, 2025
Canada finish bye bye
Canada finish bye bye
Cryptic expression suggesting Canada is ending or in decline, reflecting demographic anxiety about immigration.
Fear / Threat
0.70
staszynsky
Jan 27, 2026
little girl will bend her knee soon.
little girl will bend her knee soon.
Expresses threat/intimidation toward Trudeau using gendered language, suggesting submission to Trump.
@shlifeinla
Mar 4, 2025
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
I hope Donald falls out of AF1
I hope Donald falls out of AF1
Expression of hope for harm to a political figure, reflecting threat/danger sentiment.
Fear / Threat
0.70
@KarnalSapphire
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
Canada is doomed . 😂
Canada is doomed . 😂
Expresses doom/catastrophe about Canada's future, likely in response to immigration policy, with the emoji suggesting possible ironic tone but pessimism dominates.
sipcore888
Nov 25, 2025
Soon we will come to the part when the cannibals start feeling the hunger pains and looking at each other.
Soon we will come to the part when the cannibals start feeling the hunger pains and looking at each other.
Darkly satirical metaphor about societal collapse and cannibalism, expressing apocalyptic anxiety about social breakdown.
@UnscheduledProgram
Mar 4, 2025
We will never go to Wat with Canada ever!!!!
We will never go to Wat with Canada ever!!!!
Expresses strong reassurance against war with Canada, suggesting underlying anxiety about US-Canada conflict.
@goulburnvernon8071
Mar 4, 2025
Long term Trump is playing Russian roulette.
Long term Trump is playing Russian roulette.
Metaphorical expression of danger and risk associated with Trump's policies or leadership.
Fear / Threat
0.70
@gogalevus
Mar 4, 2025
The COVID SOB locked people in AB up.
The COVID SOB locked people in AB up.
Makes an inflammatory claim about COVID lockdowns with unclear factual basis, expressing grievance.
lucs6172
Feb 24, 2026
Trump sustains a communist Country ? WTF ? And Trump’s voters say that French people are socialists ??? Sorry that makes me laugh and by the same Time I am terrified. Wake up my friends, …
Trump sustains a communist Country ? WTF ? And Trump’s voters say that French people are socialists ??? Sorry that makes me laugh and by the same Time I am terrified. Wake up my friends, wake up
Expresses alarm about political contradictions and ideological threats, calling for people to 'wake up' to perceived danger.
@marielombardo3834
Mar 5, 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
This is fucking cazey what's going on with trump why he doing this shit
This is fucking cazey what's going on with trump why he doing this shit
Expresses alarm and confusion about Trump's actions, framing them as problematic without specific policy details.
Fear / Threat
0.70
@garyrichmond3611
Mar 4, 2025
God help us
God help us
Brief invocation of divine help suggests existential concern or alarm about the situation discussed in the video.
Fear / Threat
0.70
MooseknuckleZzzz
Jan 27, 2026
They're everywhere.
They're everywhere.
Vague expression of demographic anxiety suggesting visible presence of immigrants as a concern.
Fear / Threat
0.70
Koloviv48i
Feb 28, 2026
You are so right, Russia is loving this, even sending them fake news, Hames is laughing and thinks its great, go Canadian people
You are so right, Russia is loving this, even sending them fake news, Hames is laughing and thinks its great, go Canadian people
Expresses concern about foreign interference and threat from Russia, with vague unsubstantiated claims about disinformation campaigns.
@michelehansen1653
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
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)