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
Search & Filter
Fear / Threat
3,873 comments
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
No rule no laws
No rule no laws
Expresses concern about lawlessness and lack of enforcement, suggesting security/order anxiety.
Fear / Threat
0.70
timgileo7585
Jan 3, 2026
As Himalayas deport them ti sea
As Himalayas deport them ti sea
Expresses a threat or call for deportation of immigrants, framing them as a danger requiring removal.
Fear / Threat
0.70
tanishaffexe
Feb 26, 2026
Trump Wants Canadian his Slaves
Trump Wants Canadian his Slaves
Expresses alarm about Trump's intentions toward Canada, framing Canadians as threatened with subjugation.
@Honesty001
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
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
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
world is fckd!
world is fckd!
Expresses general apocalyptic concern about the state of the world without specific policy or immigration focus.
Fear / Threat
0.70
askeladd9591
Jan 27, 2026
Canada is fucked
Canada is fucked
Expresses catastrophic assessment of Canada's condition, likely in response to immigration policy, though vague in specifics.
Fear / Threat
0.70
alexmercer4515
Jan 28, 2026
We will survive but Canada may not. I voted for this it will be rough for a minute but we will prevail.
We will survive but Canada may not. I voted for this it will be rough for a minute but we will prevail.
Expresses concern about Canada's survival while asserting American resilience, framed as existential threat.
@marcdezus
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
Dude, you're crazy! Those people don't care about your life.
Dude, you're crazy! Those people don't care about your life.
Expresses distrust and concern that immigrants don't care about Canadian lives, framing them as a threat.
Fear / Threat
0.70
Tennessee6447
Jan 29, 2026
We have a monster here. ?
We have a monster here. ?
Uses inflammatory language ('monster') to express alarm or danger regarding a political figure, though context is vague.
@luvsanimals-nature
Mar 4, 2025
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Claims healthcare abuse by immigrants based on anecdotal reports from healthcare workers, expressing concern about unreported problems.
natalyvalitsky5675
Feb 27, 2026
Incoming Europe sadly
Incoming Europe sadly
Expresses demographic anxiety about European immigration with a tone of concern or alarm.
mikeey692
Jan 28, 2026
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
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
Always sick people in canada
Always sick people in canada
Vague expression of concern about 'sick people' in Canada, suggesting demographic or health-related anxiety.
Fear / Threat
0.70
Techfield09
Jan 27, 2026
it smells bad
it smells bad
Vague dehumanizing comment using sensory disgust as a proxy for ethnic othering.
MDC2222
Jan 28, 2026
Trudeau like Blinken is a Zombie
Trudeau like Blinken is a Zombie
Dehumanizing characterization of political figures as 'zombies' expresses alarm and threat perception about leadership.
@ArenAurelius
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)