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
Tyler should have blur that guy face because of the aggression from the Africans 😂😂
Tyler should have blur that guy face because of the aggression from the Africans 😂😂
Expresses security concern about aggression from a specific ethnic group, masked with laughing emojis as attempted humor.
DJ4712DC
Jan 27, 2026
It’s not just Brampton! It’s everywhere
It’s not just Brampton! It’s everywhere
Expresses concern about a widespread problem affecting multiple locations, suggesting demographic anxiety.
Fear / Threat
0.70
alio2570
Jan 27, 2026
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
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
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
we go let Trump crash us
we go let Trump crash us
Expresses anxiety about Trump's potential negative impact on Canada, framed as an impending threat.
@rickysmothers4520
Mar 4, 2025
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
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
these event led to ww2..back then.
these event led to ww2..back then.
Draws historical comparison to WWII origins, implying current immigration events could lead to similar catastrophic outcomes.
herfizhussin
Sep 6, 2025
Trump wants us in War
Trump wants us in War
Brief expression of concern that Trump's actions could lead to war, invoking a security threat.
Fear / Threat
0.70
@sweet-grass
Mar 4, 2025
Finding a Trafficker on Instagram is insane bro.
Finding a Trafficker on Instagram is insane bro.
Expresses concern about trafficking danger, though vague and potentially off-topic to immigration discussion.
Fear / Threat
0.70
Humanoidfreak
Feb 13, 2026
I am mentally prepped to fight
I am mentally prepped to fight
Expresses readiness for conflict, suggesting perceived threat or danger requiring preparation.
@Nowthan1
Mar 4, 2025
? facts trump is a dangerous man putting America at risk Trump is not a leader he’s damn puppet Putin puppet
? facts trump is a dangerous man putting America at risk Trump is not a leader he’s damn puppet Putin puppet
Asserts unsubstantiated claim about Trump being a 'Putin puppet' while expressing security/danger concerns about American leadership.
@pnw_element9822
Mar 4, 2025
It was funny the first time the orange dullard was in office.. but this is really just sad tbh .. he isn't showing signs of progress but decline ...
It was funny the first time the orange dullard was in office.. but this is really just sad tbh .. he isn't showing signs of progress but decline ...
Expresses concern about decline and lack of progress, framing the situation as troubling rather than merely comparative.
@azae00Vids
Mar 4, 2025
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
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
Trump is nothing but a cowardly puppet of Putin
Trump is nothing but a cowardly puppet of Putin
Makes an unsubstantiated claim about Trump being controlled by Putin, framing him as a threat/puppet.
@geosmith3436
Mar 4, 2025
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
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
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
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)