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
It’s not just Indians but liberals do the same thing when they leave
It’s not just Indians but liberals do the same thing when they leave
Makes a comparative claim about behavior across ethnic/political groups without evidence, framing identity-based generalizations.
amclover8334
Jan 27, 2026
5:35 White man is telling it how it is
5:35 White man is telling it how it is
References a specific timestamp and uses racial identity framing ('White man') to endorse a speaker's perspective.
01NATHAN10
Jan 27, 2026
Our time will come Jai Hind
Our time will come Jai Hind
Assertion of cultural/national identity ('Jai Hind') with implied us-vs-them framing about future dominance.
Identity Assertion
0.70
GauravVerma9090
Jan 29, 2026
Fidel´s son speaks excellent English. Commendable.
Fidel´s son speaks excellent English. Commendable.
Makes identity-based assertion comparing Canadian PM to Fidel Castro, implying ideological alignment through sarcasm.
Identity Assertion
0.70
@enriquepuerto7146
Mar 4, 2025
Not a trudeau fan but you screwed with the wrong people\n\nElbows up
Not a trudeau fan but you screwed with the wrong people\n\nElbows up
Frames Canada as a unified entity ('wrong people') standing against external pressure, asserting national identity and collective resolve.
@paulfranklin4276
Mar 4, 2025
The Americans who voted for this are not the brightest we have to offer the world.
The Americans who voted for this are not the brightest we have to offer the world.
Commenter makes a disparaging claim about American voters' intelligence, using comparative framing and mild sarcasm to assert national identity distinctions.
@michelleduncan906
Mar 4, 2025
the americans won't break us, not through coercion like this
the americans won't break us, not through coercion like this
Asserts national resilience and us-vs-them framing regarding American pressure on Canada.
Identity Assertion
0.70
@sebastian192
Mar 4, 2025
The eternal Canadian.
The eternal Canadian.
Vague assertion of Canadian identity/pride, though minimal context makes classification uncertain.
Identity Assertion
0.70
@GrecoCalabrese
Mar 5, 2025
I love this president! He holds himself with dignity! Integrity
I love this president! He holds himself with dignity! Integrity
Expresses personal admiration for a political leader, framing it as a marker of values and identity.
Identity Assertion
0.70
@Talkswithtee302
Mar 4, 2025
Lefties are dumb
Lefties are dumb
Dismissive political insult using left-right ideological framing to delegitimize opposing viewpoints.
Identity Assertion
0.70
@doncamillo2758
Mar 4, 2025
9:12 ironic that Hanuman espoused humility and honour, key elements of civic sense which so many of my indian cousins lack.
9:12 ironic that Hanuman espoused humility and honour, key elements of civic sense which so many of my indian cousins lack.
Comment makes a cultural critique of Indian cousins lacking civic sense, combining identity-based observation with moral judgment about values.
JAKphoenixify
Jan 28, 2026
Make Canada Great Again ❤
Make Canada Great Again ❤
Uses nationalist slogan implying national identity and belonging concerns related to immigration.
Identity Assertion
0.70
Lucky911.7
Feb 18, 2026
Screw drumpt and anyone that voted for the moron.
Screw drumpt and anyone that voted for the moron.
Dismissive attack on Trump and his voters, framing them as morally wrong through name-calling rather than substantive critique.
@jamesscruggs4557
Mar 4, 2025
Make America great good job Trump
Make America great good job Trump
Comment expresses support for Trump and US identity while implicitly contrasting with Canada, though the relevance to Canadian immigration is unclear.
@gm9805
Mar 4, 2025
Stop talking to much Trump is just saving the humanity that regular mind can’t comprehend at this time.
Stop talking to much Trump is just saving the humanity that regular mind can’t comprehend at this time.
Frames Trump as a savior figure with special understanding, positioning supporters as enlightened versus those with 'regular minds.'
@ricmangrobang
Mar 4, 2025
Ol Justin Castro.
Ol Justin Castro.
Uses a derogatory nickname comparing Trudeau to Castro, combining identity-based criticism with satirical framing.
@redrockdesign966
Mar 4, 2025
Tradue a he she will not do anything.
Tradue a he she will not do anything.
Brief dismissive comment about Trudeau using gendered pronouns, expressing rejection of leadership and identity framing.
Identity Assertion
0.70
@HagereyEritrea
Mar 4, 2025
The united states ain't doing s***. It's trump doing this
The united states ain't doing s***. It's trump doing this
Distinguishes between the US government and an individual political leader, asserting personal responsibility and blame.
Identity Assertion
0.70
@cwilsonsr7263
Mar 4, 2025
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
Makes derogatory claims about a person's character and ethnicity, framing moral judgments through identity-based stereotyping.
jolly-rancher
Jan 27, 2026
Canada sucks
Canada sucks
Brief negative assertion about Canada's national identity and worth, expressing dissatisfaction with the country.
Identity Assertion
0.70
@spencershaw2407
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)