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
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Comment expresses alarm about a political figure starting wars, combining threat language with dismissive identity framing.
@robbyalmendrez1750
Mar 5, 2025
Canucks are going to lose hard
Canucks are going to lose hard
Expresses anxiety about Canada losing in a conflict/competition, framing national vulnerability.
@claytonix
Mar 5, 2025
I am American and I stand with Donald Trump. Canada needs to shut their borders down with the fentanyl. It's killing all our people they buy. What they want and they charge us a fortune. …
I am American and I stand with Donald Trump. Canada needs to shut their borders down with the fentanyl. It's killing all our people they buy. What they want and they charge us a fortune. They don't do nothing for America. Canada, does everyone should do for America? As Americans stand up for the USA thank you.
American commenter expresses security and economic concerns about fentanyl from Canada while framing it as a threat to Americans.
@rockysr6802
Mar 4, 2025
I'm hunkered down awaiting the next four years.
I'm hunkered down awaiting the next four years.
Expression of anxiety and defensive posture about an impending period, suggesting concern about future threats or negative developments.
Fear / Threat
0.75
@danb.3397
Mar 4, 2025
Millions more are on their way.
Millions more are on their way.
Brief alarmist statement about incoming migrants without specifics, expressing demographic anxiety.
johnlarsson6029
Jun 18, 2025
Best come to Brampton when you’re done, the arsons are out of control.
Best come to Brampton when you’re done, the arsons are out of control.
Implies immigrants are responsible for crime (arsons) in a specific Canadian city, expressing security concerns through geographic association.
@josephsmith594
Feb 19, 2026
Polske tez te gady zaczynaja zalewać
Polske tez te gady zaczynaja zalewać
Polish-language comment expressing alarm about immigration 'flooding' Poland, using dehumanizing language.
Duszan1Duszan
Mar 2, 2026
And just like that, canada ceased to exist.
And just like that, canada ceased to exist.
Hyperbolic statement expressing existential anxiety about Canada's future, delivered with satirical tone.
@r1tsa
Mar 4, 2025
YOU BLOODY BASTARDS!!!!! BASTARDS OF BLOOD
YOU BLOODY BASTARDS!!!!! BASTARDS OF BLOOD
Expresses intense anger and hostility toward unspecified targets, conveying threat and alarm without clear substantive argument.
Fear / Threat
0.75
Daveballsack
Jan 27, 2026
When they go home for a vacation that we pay for there is a Big problem criminal make a claim after they get charged That is insane
When they go home for a vacation that we pay for there is a
Big problem criminal make a claim after they get charged
That is insane
Expresses concern about immigrants exploiting social benefits and committing crimes, mixing vague allegations with security anxiety.
randydickson4104
Feb 24, 2026
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Uses celebratory emojis sarcastically to exaggerate immigration numbers, expressing demographic anxiety through ironic commentary.
Poppin-Seeds
Feb 18, 2026
AN EYE FOR AN EYE IS THE ONLY WAY TO DEAL WITH THE AMERICAN PSYCHO NAMED TRUMP
AN EYE FOR AN EYE IS THE ONLY WAY TO DEAL WITH THE AMERICAN PSYCHO NAMED TRUMP
Expresses hostility toward Trump using violent rhetoric framed as justified retaliation.
@slyparr
Mar 4, 2025
We need a final solution for these scammers...
We need a final solution for these scammers...
Uses inflammatory language ('final solution') that invokes historical atrocities while expressing threat toward immigrants framed as 'scammers.'
Fear / Threat
0.75
Dan-j7u2j
Feb 25, 2026
Bumpyism is a curse. This fool on his golf course is taking us to disaster. The Bumpy people in the US, morons, need to recognise their flaccid stupidity. You have given your freedom to a …
Bumpyism is a curse. This fool on his golf course is taking us to disaster. The Bumpy people in the US, morons, need to recognise their flaccid stupidity. You have given your freedom to a nazi.
Expresses alarm about political leadership leading to disaster, with moral condemnation of perceived stupidity and authoritarianism.
@janetrickwood2484
Mar 4, 2025
Idiocracy became true
Idiocracy became true
References the film 'Idiocracy' to express alarm about societal decline and poor leadership decisions.
Fear / Threat
0.75
@DanielCosta-xp2cx
Mar 4, 2025
??? Oh boy. Little Trudeau acting like a tough guy. Canada will come crawling. It's only a matter of time. Mexico? They're screwed too. Just wait and see.
??? Oh boy. Little Trudeau acting like a tough guy. Canada will come crawling. It's only a matter of time. Mexico? They're screwed too. Just wait and see.
Expresses alarmism about Canada's vulnerability and predicts negative outcomes, with dismissive framing of Trudeau as weak.
@mikehawk4714
Mar 4, 2025
US wants Canadian land. 51st state. Wake up!
US wants Canadian land. 51st state. Wake up!
Expresses alarm about alleged US territorial ambitions toward Canada, presenting an unverified conspiracy claim framed as a security threat.
@咕嚕肉
Mar 4, 2025
That country better do something and fast...
That country better do something and fast...
Expresses urgency and implicit threat/danger regarding an unspecified issue, with a vague call for action.
aaronettsexton4459
Aug 25, 2025
Voluntary compliance always works well with criminals. They never break the law only law abiding citizens do that.
Voluntary compliance always works well with criminals. They never break the law only law abiding citizens do that.
Expresses skepticism about law enforcement effectiveness against immigrants framed as criminals, combining threat anxiety with implicit policy criticism.
roadsideservice2406
Feb 18, 2026
Wow. This is so crazy . Unfortunately us common peeps r going to pay the price .. \n\nTyvm dump..
Wow. This is so crazy . Unfortunately us common peeps r going to pay the price .. \n\nTyvm dump..
Expresses anxiety about economic consequences ('common peeps will pay the price') combined with criticism of leadership.
@cwdl2004
Mar 4, 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)