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
Canada sounds FÆKED
Canada sounds FÆKED
Expresses alarm about Canada's situation using hyperbolic language suggesting systemic failure or crisis.
Fear / Threat
0.75
hailstormshadow
Feb 7, 2026
So tired of them
So tired of them
Expresses fatigue and negative sentiment toward an unspecified group, suggesting demographic anxiety.
Fear / Threat
0.75
SickenedDemon
Feb 8, 2026
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Personal observation expressing concern about demographic and cultural change in Canada, framed as loss or anxiety about transformation.
lifewithmandj3125
Feb 9, 2026
Emperor traitor Trump with his idiot plans supported by his enslaved republican lackeys will only bring disaster.
Emperor traitor Trump with his idiot plans supported by his enslaved republican lackeys will only bring disaster.
Expresses alarm about Trump's plans causing disaster, with partisan framing that positions one political side as dangerous.
@ows04
Mar 4, 2025
No wonder America is up shit creek.\n365million denizens and only 18million subscribers to the truth \n\nCrazy world
No wonder America is up shit creek.\n365million denizens and only 18million subscribers to the truth \n\nCrazy world
Expresses alarm about America's state with vague claims about 'denizens' and 'truth,' suggesting systemic crisis and demographic anxiety.
@DerekStocks-g5g
Mar 4, 2025
Mass migration.
Mass migration.
Two-word phrase expressing concern about mass migration as a threat or problem.
Fear / Threat
0.75
christiancruz4572
Feb 11, 2026
Какой кошмар😢
Какой кошмар😢
Russian text expressing horror/nightmare sentiment about the video content, conveying alarm and distress.
Fear / Threat
0.75
ROKKI-ym6hc
Feb 13, 2026
I stand with nobody you all are childish honestly and now blood is gonna be shed sooner than soon for what a trade war? Naw it’s deeper than that
I stand with nobody you all are childish honestly and now blood is gonna be shed sooner than soon for what a trade war? Naw it’s deeper than that
Expresses alarm about impending violence and conflict while dismissing others as childish, combining threat anxiety with dismissive identity framing.
@MattmannTheGod25
Mar 4, 2025
soon americans are russians good luck from Finland
soon americans are russians good luck from Finland
Expresses anxiety about geopolitical threat (Americans becoming Russians) and comparative concern about US trajectory.
@PenttiHuttunenGlobetrotter
Mar 4, 2025
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
Expresses alarm about fraud and impending problems ('oh no'), framing immigration as a threat similar to U.S. issues.
O.SRetro
Jan 27, 2026
Canada is joke lol. Woke up one day to a bad dream
Canada is joke lol. Woke up one day to a bad dream
Expresses dismissal and anxiety about Canada's state, framing it as a nightmare scenario reflecting demographic or cultural concerns.
faith9973
Jan 27, 2026
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Expresses concern for an individual's safety due to public exposure, framing immigration discourse as creating danger.
mewtifultomerrow6571
Jan 27, 2026
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
Expresses distrust and warns of decline ('Dark Ages') in response to government tactics, framing the US as a threat.
@brettstephenson6928
Mar 4, 2025
Canada is a broken country!
Canada is a broken country!
Broad alarmist statement expressing existential concern about Canada's condition without specific evidence or policy discussion.
Fear / Threat
0.75
HOWISIT912
Mar 3, 2026
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
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
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
white people will be the rarest species in another 10 years in North America 😂😂😂😂
white people will be the rarest species in another 10 years in North America 😂😂😂😂
Expresses demographic anxiety about white population decline, framed with emojis suggesting dark humor.
bhargavsarma2370
Jan 27, 2026
It must smell like utter crap there
It must smell like utter crap there
Expresses disgust and negative characterization of a place/group, combining environmental criticism with implicit threat framing.
hammertimez717
Jan 27, 2026
And Putin can't believe his luck
And Putin can't believe his luck
Implies geopolitical threat or advantage for Putin, expressing security concern.
Fear / Threat
0.75
@helenskene2849
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)