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
Trump just has a problem with this man. I wouldn’t blame him. The man is articulate, well spoken ,handsome.. everything Trump does not match.
Trump just has a problem with this man. I wouldn’t blame him. The man is articulate, well spoken ,handsome.. everything Trump does not match.
Frames conflict as personal rivalry based on contrasting personal qualities and status, with subtle satirical undertones about Trump's insecurity.
@patriotprince9358
Mar 4, 2025
It's times like this.I wish I were canadian was an intelligent articulate leader
It's times like this.I wish I were canadian was an intelligent articulate leader
Expresses wish to be Canadian and frames Canadian leadership positively against an implied negative comparison.
@Marie-AngeZicher
Mar 4, 2025
You have to talk to Americans like children... Be articulate, don't use big words.... They're not real bright.
You have to talk to Americans like children... Be articulate, don't use big words.... They're not real bright.
Makes a derogatory generalization about Americans' intelligence, using comparative framing and stereotyping to assert cultural/national identity differences.
@d4nth3m4n8
Mar 4, 2025
canada is a cold shithole
canada is a cold shithole
Dismissive statement about Canada as a nation, expressing negative national characterization.
Identity Assertion
0.65
@akropolisman7145
Mar 4, 2025
Like, Canada people don't know what is going on in your country.
Like, Canada people don't know what is going on in your country.
Suggests Canadians lack awareness of their own country's issues, implying an in-group/out-group distinction about national knowledge.
surf6009
Jan 28, 2026
you do realize the pakistanis hate indians right
you do realize the pakistanis hate indians right
Makes a generalized claim about ethnic/national group tensions to suggest incompatibility among immigrant communities.
smp8838
Oct 5, 2025
Don’t be respectful French !!! ( Canada )
Don’t be respectful French !!! ( Canada )
Appears to assert national/cultural identity boundaries regarding French Canadians, though phrasing is ambiguous.
Identity Assertion
0.65
@rafealrafeal6716
Mar 4, 2025
HEIL TRUMP THE TRAITOR
HEIL TRUMP THE TRAITOR
Inflammatory comparison invoking Nazi imagery to characterize Trump, expressing strong opposition and existential concern.
@DarrellAnderson-t8m
Mar 5, 2025
This kid destroys Canada
This kid destroys Canada
Vague assertion about someone 'destroying Canada,' implying national identity threat without specific policy critique.
@BetsyRobinson62
Mar 4, 2025
??Canada First??
??Canada First??
Nationalist slogan asserting Canada-first positioning without substantive argument.
Identity Assertion
0.65
@Baaj1
Mar 4, 2025
I agree with Trump
I agree with Trump
Brief statement of political alignment/allegiance without substantive argument or context.
Identity Assertion
0.65
@jlawlar
Mar 4, 2025
Black guy dumb canada doesnt hve culture ppl fir themselves
Black guy dumb canada doesnt hve culture ppl fir themselves
Incoherent comment with identity-based framing and cultural claims, though meaning is unclear.
Identity Assertion
0.65
Grizzy299
Aug 27, 2025
I knew it was Brampton bruh
I knew it was Brampton bruh
Expresses familiarity/stereotyping about Brampton as an immigration hotspot, using casual language that implies in-group knowledge.
Identity Assertion
0.65
lakshmivallabh6936
Jan 22, 2026
Just go away already
Just go away already
A dismissive statement framing immigrants as unwanted outsiders, implying they don't belong in Canada.
Identity Assertion
0.65
@roddingreville2798
Mar 4, 2025
What a Real.leader looks like
What a Real.leader looks like
Expresses approval of leadership qualities with implicit us-vs-them framing about what constitutes a 'real' leader.
Identity Assertion
0.65
@JonathanDiaz-kl2us
Mar 4, 2025
I'm not afraid of this pansy
I'm not afraid of this pansy
Dismissive statement asserting superiority or contempt, framed as identity-based judgment of 'this pansy' (likely referring to a political figure or group).
Identity Assertion
0.65
@wayneross1200
Mar 5, 2025
That’s with a little d ?️⚔️????sry our best friends ?we have a fktard as a wannabe gangster Instead we live with dum and dummer down here . More then half of US ??will stand with …
That’s with a little d ?️⚔️????sry our best friends ?we have a fktard as a wannabe gangster Instead we live with dum and dummer down here . More then half of US ??will stand with you ????⚔️?????the other half is brainwashed
Comment asserts US-Canada identity divisions and comparative national positioning, though the fragmented text makes precise classification challenging.
@Joey-w6m
Mar 4, 2025
I hate Trump !!
I hate Trump !!
Simple statement of opposition to Trump, expressing a political stance or identity position.
Identity Assertion
0.65
@rafaelw3171
Mar 4, 2025
Trump is a Servant of Satan...????????
Trump is a Servant of Satan...????????
Moral/religious condemnation of Trump using extreme identity-based framing, though minimal substantive content.
Identity Assertion
0.65
@God.is.love.7.7.7
Mar 5, 2025
TRUMP SUCKS
TRUMP SUCKS
Brief dismissal of Trump expressing in-group/out-group positioning, though minimal substantive content.
Identity Assertion
0.65
@chrisdillon2073
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)