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
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
The start and rise of Gilead…
The start and rise of Gilead…
Alludes to dystopian scenario (The Handmaid's Tale reference) expressing alarm about political direction.
@kling-klangkonsumprodukt7454
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
It’s a Trojan horse folks! And this place failed ME at math.
It’s a Trojan horse folks! And this place failed ME at math.
Uses 'Trojan horse' metaphor to express security/infiltration anxiety about immigration, with vague conspiratorial framing.
UgoFolco
Sep 27, 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
Scarey and spooky
Scarey and spooky
Vague expression of fear and alarm using emotionally charged language ('scarey and spooky') without specific substantiation.
Fear / Threat
0.70
u.s.a.198
Sep 27, 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
This can not be happening
This can not be happening
Expresses alarm and distress about an unspecified situation, conveying anxiety about what is happening.
Fear / Threat
0.70
@nikkimarquez5559
Mar 4, 2025
canada is dead
canada is dead
Brief apocalyptic statement expressing existential concern about Canada's future, likely in response to immigration policy.
Fear / Threat
0.70
Abrikos-n4d
Jan 28, 2026
World war 3
World war 3
Brief alarmist reference to potential global conflict, expressing anxiety about escalating geopolitical tensions.
Fear / Threat
0.70
@Ashtro2000
Mar 4, 2025
US has only one friend now - russia! I hope this is not American dream.
US has only one friend now - russia! I hope this is not American dream.
Expresses anxiety about geopolitical alliances shifting away from traditional partnerships, framed as a threat to the American dream.
@TM97531O
Mar 4, 2025
Jesus help us all
Jesus help us all
Expresses anxiety or concern about the future with religious invocation, suggesting worry about current circumstances.
Fear / Threat
0.70
@pjthunder
Mar 4, 2025
Trump please get away from Elon Musk and Putin….
Trump please get away from Elon Musk and Putin….
Expresses concern about Trump's associations with Musk and Putin, framing them as threats to be avoided.
Fear / Threat
0.70
@verru1998
Mar 4, 2025
Don’t worry about the US pecker head. Worry about how your country will survive. The US will be just fine while your country struggles on a whole new level. Pay up and give the US …
Don’t worry about the US pecker head. Worry about how your country will survive. The US will be just fine while your country struggles on a whole new level. Pay up and give the US the money you’ve robbed year after year back you bum.
Expresses alarm about Canada's economic survival and positions the US as a threat, combining economic anxiety with alarmist framing.
@Leftymagic93
Mar 4, 2025
Incoming Europe sadly
Incoming Europe sadly
Expresses demographic anxiety about European immigration with a tone of concern or alarm.
mikeey692
Jan 28, 2026
it smells bad
it smells bad
Vague dehumanizing comment using sensory disgust as a proxy for ethnic othering.
MDC2222
Jan 28, 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
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
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
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
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)