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
Good luck , he is going to up the ante . Get ready for 50%
Good luck , he is going to up the ante . Get ready for 50%
Expresses anxiety about escalating consequences ('up the ante', '50%') without specifying what metric, combining alarmism with vague unsubstantiated prediction.
@donangel82
Mar 4, 2025
The End of this toxic world and the subsequent beginning of the New world is on the horizon. Stay tuned
The End of this toxic world and the subsequent beginning of the New world is on the horizon. Stay tuned
Apocalyptic framing suggesting an impending crisis or collapse, expressing existential anxiety about the current world order.
Fear / Threat
0.70
@menelikjanhoy2053
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
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
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
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
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
western border? zombies on hasting street? yup yup yup,.
western border? zombies on hasting street? yup yup yup,.
References security/safety concerns about border conditions and urban decay with alarmist framing.
Fear / Threat
0.70
@joshhyma842
Mar 4, 2025
To many Indians, im from Windsor ont
To many Indians, im from Windsor ont
Personal observation from Windsor resident expressing concern about the number of Indians in Canada, framing it as excessive.
daniiii90
Jan 27, 2026
Putin works for the Russian mob and Donald J Trump works for a dictator named Putin who wants to bring America to it's knees now this is a major problem. Donald J Trump has got …
Putin works for the Russian mob and Donald J Trump works for a dictator named Putin who wants to bring America to it's knees now this is a major problem. Donald J Trump has got to go immediately, forcefully and aggressively the individuals that work for the government that we will never know or hear of but make sure that Americans are safe from foreign and domestic terrorist so we may have a peace of mind while we sleep have a job to do godspeed to you.
Commenter expresses security concerns about foreign interference and calls for urgent action against perceived threats.
@FernandoPerez-wb1re
Mar 4, 2025
They are very racist people.
They are very racist people.
Makes a negative generalization about a group's character, expressing concern or criticism about their behavior toward others.
boyiloveyouxamillion
Jan 27, 2026
Yeah! You will sell out to China!!
Yeah! You will sell out to China!!
Expresses concern about Canada selling out to China, framing it as a threat/danger resulting from policy decisions.
@terrylansaw-c9h
Mar 4, 2025
freeeze canada,,,,usa winner,,,,,,eat your buisnes.....canada....
freeeze canada,,,,usa winner,,,,,,eat your buisnes.....canada....
Expresses competitive threat framing between nations with fragmented language suggesting economic/competitive anxiety.
@jamesheaven-r5y
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
We’re genuinely so cooked
We’re genuinely so cooked
Expresses existential concern about Canada's future state, conveying demographic or systemic anxiety.
Fear / Threat
0.70
aaronmiller4069
Jan 27, 2026
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
Hurt us?? Stop Canada, just stop.
Hurt us?? Stop Canada, just stop.
Expresses alarm about harm to Canada and urgently calls for the country to stop something, conveying anxiety and threat perception.
@blackop101
Mar 4, 2025
God help us all.
God help us all.
Expresses existential anxiety or concern about an unspecified threat, using religious language to convey worry.
Fear / Threat
0.70
@FranchesicaMiddleton
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
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
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)