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
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
??EGGS WILL GO UP. \nGAS WILL DEFEKITLY GO UP.. ?STUPID PRESEIDENT...?\nWE/I/US/YOU/THEM.... \nTHE WHEEL IS TURNING AS YOU SPEAK....HAVE FAITH....\nFENTANAHL IS DISTRACTION FROM THE REAL BULLSHIT?
??EGGS WILL GO UP. \nGAS WILL DEFEKITLY GO UP.. ?STUPID PRESEIDENT...?\nWE/I/US/YOU/THEM.... \nTHE WHEEL IS TURNING AS YOU SPEAK....HAVE FAITH....\nFENTANAHL IS DISTRACTION FROM THE REAL BULLSHIT?
Expresses alarm about rising prices and government incompetence while invoking distraction and conspiracy language, creating a sense of impending danger.
@carol-h7s
Mar 4, 2025
This man is insane listen carefully
This man is insane listen carefully
Characterizes a political figure as 'insane' and expresses concern about their mental state as a threat.
Fear / Threat
0.70
@mcs1128
Mar 4, 2025
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
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
You caused this now feel the pain
You caused this now feel the pain
Suggests Canada will suffer negative consequences for its immigration policies, expressing threat/blame framing.
@KevinEdwards-g2f
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
It hit the breaking point about 5yrs ago
It hit the breaking point about 5yrs ago
Vague assertion that immigration has reached a critical breaking point, expressing concern about system capacity without specific details.
Fear / Threat
0.70
peteyg6736
Jan 19, 2026
Incoming Europe sadly
Incoming Europe sadly
Expresses demographic anxiety about European immigration with a tone of concern or alarm.
mikeey692
Jan 28, 2026
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
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
He’s scared
He’s scared
Brief assertion suggesting fear or anxiety about political leadership, implying threat or concern.
Fear / Threat
0.70
@TropicalArchitecture
Mar 4, 2025
I wonder when Trump will send Forces to Canada and arrest him.
I wonder when Trump will send Forces to Canada and arrest him.
Expresses anxiety about foreign military intervention and arrest, while implicitly comparing Canada's vulnerability to American strength.
Petercrossed
Jan 4, 2026
This is fucking infuriating man.
This is fucking infuriating man.
Expresses strong emotional distress about immigration policy without specifying details, suggesting underlying anxiety or alarm.
Fear / Threat
0.70
aydon1276
Feb 24, 2026
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
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
??????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
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
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
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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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