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
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
Its a loss, nuke it
Its a loss, nuke it
Expresses extreme dismissal of Montreal as a loss, with possible sarcasm but underlying xenophobic sentiment.
bradmarkus7768
Feb 18, 2026
Lee Harvey Oswald, your country needs you!??
Lee Harvey Oswald, your country needs you!??
Cryptic reference invoking a historical assassin, expressing extreme threat perception and desperation about the current political situation.
Fear / Threat
0.70
@hugostiglitz6914
Mar 4, 2025
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
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
calling it now. the great trumpression will hit in 6 months. complete with trumphobos. trump camps. and elon charging stations
calling it now. the great trumpression will hit in 6 months. complete with trumphobos. trump camps. and elon charging stations
Predicts economic catastrophe ('trumpression') with satirical tone, expressing anxiety about future economic consequences.
@nunyanunya4147
Mar 4, 2025
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Money talks, shit walks. We shall see about Canada and the whole of Europe.
Expresses concern about Canada and Europe's future using ominous language about power dynamics.
@juergenernst1320
Mar 4, 2025
that bike guy should get arrested
that bike guy should get arrested
Brief statement calling for arrest of someone in the video, expressing concern or threat perception.
Fear / Threat
0.70
shrey-editz5
Feb 20, 2026
He said to the American people it’s bs bc us civilians can’t control what executive orders get passed like that’s threatening us civilians in our own country get out of here don’t say that u …
He said to the American people it’s bs bc us civilians can’t control what executive orders get passed like that’s threatening us civilians in our own country get out of here don’t say that u can do something to us
Expresses concern that executive orders threaten American civilians and criticizes the framing as coercive.
@joshuacotrel5772
Mar 5, 2025
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
The word "FALL" actually sounds like an accidental situation rather than a deliberate, planned, intentionaly created sense of chaos..it is way more than incompetence...
The word "FALL" actually sounds like an accidental situation rather than a deliberate, planned, intentionaly created sense of chaos..it is way more than incompetence...
Suggests deliberate, intentional creation of chaos rather than accidental mismanagement, implying systemic malice and threat.
jayctriarii496
Feb 21, 2026
The “breaking point” was 5 years ago.
The “breaking point” was 5 years ago.
References a 'breaking point' regarding immigration, implying a threshold of tolerance has been exceeded.
Fear / Threat
0.70
St-e67
Feb 12, 2026
Trump don't care He don't care about that. That's just the Trojan-horse. So you don't pay attention of what he's doing. He's just hurting, he's gonna hurt. The Americans first and definitely never going to …
Trump don't care He don't care about that. That's just the Trojan-horse. So you don't pay attention of what he's doing. He's just hurting, he's gonna hurt. The Americans first and definitely never going to get Canada. Because if we gotta do World War 3. Come on, we'll play the game. We'll put our cards on the table. Trump
Expresses alarm about Trump's intentions and invokes national defense rhetoric, suggesting threat to Canada and willingness for conflict.
@lornabrown-x7s
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
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
Strap in Canadians..... it's hot in hell's kitchen
Strap in Canadians..... it's hot in hell's kitchen
Uses metaphorical language ('hell's kitchen') to express anxiety about impending crisis, with possible ironic undertones.
@geraldjowo3726
Mar 4, 2025
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
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
Купи нож больше и газовый баллон и пистолет
Купи нож больше и газовый баллон и пистолет
Russian text appearing to reference weapons and violence; likely incitement or threat-related content expressing extreme alarmism.
xasmoy
Feb 8, 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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