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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Identity Assertion
5,512 comments
Trudeau is a weak,woke clown who talks tough in front of the camera then drops his tiny nuts behind closed doors.
Trudeau is a weak,woke clown who talks tough in front of the camera then drops his tiny nuts behind closed doors.
Uses insulting characterization of PM as weak/inauthentic, framing leadership as performative and dishonest.
@WayneHughes-n2x
Mar 4, 2025
These Canadians are gonna fold.
These Canadians are gonna fold.
Comment frames Canadians as weak ('gonna fold'), asserting national identity through disparagement and implying threat/vulnerability.
@fijician6307
Mar 4, 2025
Yo fellow indians! I just unsubscribed i bet you do that too for him being such a pussss
Yo fellow indians! I just unsubscribed i bet you do that too for him being such a pussss
Appeals to fellow Indians as in-group while distancing from the video creator, asserting ethnic identity and group solidarity.
RoHaN-ef9ux
Jan 27, 2026
What a loser trudeau is?
What a loser trudeau is?
Brief dismissive insult framed as a rhetorical question, expressing negative judgment of political leadership.
@shomstr
Mar 4, 2025
Last days of CNN.\nTrump will take care of all those stupid things!
Last days of CNN.\nTrump will take care of all those stupid things!
Dismisses CNN as 'stupid' and expresses faith in Trump as a leader, framing political allegiance as identity-based.
@XYDRO007
Mar 4, 2025
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Whenever I go to Vancouver, I think I'm in New Delhi 😅
Uses ethnic stereotyping and humor to assert demographic anxiety about Vancouver's changing cultural composition.
jpaul8419
Jan 22, 2026
He told one lie donald is a smart man
He told one lie donald is a smart man
Makes a positive character claim about Trump without evidence, framing him as intelligent in an us-vs-them context.
Identity Assertion
0.72
@Dueguard01
Mar 4, 2025
Trump is a moron… no less.
Trump is a moron… no less.
Brief personal insult toward Trump without substantive policy critique or evidence, functioning as identity-based dismissal.
Identity Assertion
0.72
@qht171
Mar 4, 2025
Please Prime Minister it is not the United States. IT IS ONE MAN. DONALD KRAZNOV TRUMP.
Please Prime Minister it is not the United States. IT IS ONE MAN. DONALD KRAZNOV TRUMP.
Distinguishes between the US as a nation and Trump as an individual, asserting that Trump does not represent America as a whole.
@JohnGamerlTHEROYALBAVARIAN
Mar 4, 2025
indian people are either the nicest people you meet or the most annoying.
indian people are either the nicest people you meet or the most annoying.
Comment makes a generalized ethnic characterization about Indian people, framing them as a monolithic group with variable social traits.
Identity Assertion
0.72
RetroKF
Jan 27, 2026
Who cares what this resigned coward has to say? Pierre will fix Canada
Who cares what this resigned coward has to say? Pierre will fix Canada
Dismisses one political figure while asserting faith in Canadian leadership (Pierre), framing national political preference as identity positioning.
@SARGENTDOODLE
Mar 4, 2025
wasn't this clown kicked out??? bye felishia and your Russia hoaks 2.0 you resigned because you people hate you
wasn't this clown kicked out??? bye felishia and your Russia hoaks 2.0 you resigned because you people hate you
Dismissive framing of Trump with unsubstantiated claims about resignation and conspiracy ('Russia hoaks'), primarily identity-based criticism.
@slmmdgg
Mar 4, 2025
Canadian clown ?
Canadian clown ?
Dismissive name-calling directed at Canadian leadership, asserting negative national characterization.
Identity Assertion
0.72
@CarlosJardino
Mar 4, 2025
Tim Horton it’s not Canadian!
Tim Horton it’s not Canadian!
Makes a claim about national authenticity/identity by asserting Tim Hortons is not Canadian, tangentially related to immigration discourse.
Identity Assertion
0.72
sergiosantos.01
Feb 24, 2026
we are no longer paying you for being a friend canada can f off dont need canada florida has ferterlizer we have wood the golden age dose not eenclude supporting other countries any more
we are no longer paying you for being a friend canada can f off dont need canada florida has ferterlizer we have wood the golden age dose not eenclude supporting other countries any more
Asserts American self-sufficiency and rejection of Canada through nationalist framing ('we are no longer paying you'), with economic justification.
@rogerhuff7151
Mar 4, 2025
All the sudden liberals love war lol?
All the sudden liberals love war lol?
Uses sarcasm to criticize perceived political hypocrisy, framing liberals as inconsistent on war.
@aaronmarchanti6685
Mar 4, 2025
Me gusta que les hable como si fueran tarados. Aunque su comportamiento no deja lugar a dudas
Me gusta que les hable como si fueran tarados. Aunque su comportamiento no deja lugar a dudas
Comment uses derogatory framing ('tarados') to characterize a group's behavior, asserting negative identity claims while implying moral judgment.
@X-zo7eb
Mar 4, 2025
Canada strong!
Canada strong!
Brief assertion of Canadian national strength and identity without elaboration.
Identity Assertion
0.72
@jeffmacgregor5431
Mar 4, 2025
DUMP IS REALLY JUST STUPID
DUMP IS REALLY JUST STUPID
Dismissive personal attack on Trump, expressing opposition to his leadership and implicitly supporting Canadian alternative.
Identity Assertion
0.72
@LeoLover-l9e
Mar 4, 2025
Canada act like we need them we don’t need you or your drugs.
Canada act like we need them we don’t need you or your drugs.
Asserts Canadian independence and superiority while expressing dismissal of US/Trump, with us-vs-them framing.
@zokhann7806
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)