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
Search & Filter
Identity Assertion
5,512 comments
American traitors support Canada
American traitors support Canada
Makes a divisive us-vs-them claim labeling certain Americans as traitors for supporting Canada.
Identity Assertion
0.65
@jodikern3757
Mar 4, 2025
It's called Bramledesh and has be called that for many years.
It's called Bramledesh and has be called that for many years.
Asserts that a place has been renamed to reflect immigrant demographics ('Bramledesh'), implying cultural displacement and loss of Canadian identity.
Identity Assertion
0.65
CopperCoops
Oct 1, 2025
Trump ?? he’s know what he’s doing
Trump ?? he’s know what he’s doing
Brief assertion of Trump's competence framed as insider knowledge, implying alignment with Trump supporters versus critics.
Identity Assertion
0.65
@johnmoney1583
Mar 4, 2025
I support trudeau for standing up with trump. Now, sell your oil to other nation. You need the USA more than he needs you.
I support trudeau for standing up with trump. Now, sell your oil to other nation. You need the USA more than he needs you.
Commenter frames Canada-US relations hierarchically, asserting Canada's dependence on the USA and positioning nations in a power dynamic.
@joma5125
Mar 4, 2025
We noticing yet?
We noticing yet?
Cryptic phrase 'We noticing yet?' suggests identity-based in-group awareness, potentially alluding to demographic or social patterns.
AMan-vs4vs
Jan 28, 2026
India india and india...
India india and india...
Repetition of 'India' suggests demographic anxiety or us-vs-them framing about Indian immigration.
Identity Assertion
0.65
cj1613
Jan 21, 2026
We will be fine Canada cave
We will be fine Canada cave
Brief assertion of Canadian resilience with dismissive framing of Trudeau, though minimal elaboration.
Identity Assertion
0.65
@lknsammy
Mar 4, 2025
To must better than chuslamic 🤡
To must better than chuslamic 🤡
Makes a derogatory ethnic/religious comparison with dismissive emoji, asserting identity-based superiority.
editzsquad91
Jan 27, 2026
The Arabs are watching ?️
The Arabs are watching ?️
Brief statement with ethnic/national framing suggesting observation or concern about Arab involvement or perspective.
Identity Assertion
0.65
@AhmedObaid-c4d
Mar 4, 2025
No Islamic Hijob in Canada .
No Islamic Hijob in Canada .
Brief statement asserting Canadian cultural/religious boundaries by rejecting Islamic religious expression, implying threat to national identity.
cowliec
Apr 15, 2025
Indians appreciating cleanliness’s
Indians appreciating cleanliness’s
Brief statement stereotyping a national/ethnic group's cultural trait (cleanliness), framing group identity.
Identity Assertion
0.65
karishmasingh4517
Sep 22, 2025
This is Indian
This is Indian
Brief statement asserting or labeling something as 'Indian,' likely invoking ethnic/national identity categorization.
Identity Assertion
0.65
sothilingamnagalingam5416
Aug 26, 2025
This is not the American People. This is that dumb ass orange guy in the whitehouse
This is not the American People. This is that dumb ass orange guy in the whitehouse
Distinguishes between 'American People' and Trump through dismissive language, asserting a distinction between the nation and its leader.
@michaelrichardson8692
Mar 4, 2025
Trump's a fool
Trump's a fool
A brief dismissive attack on Trump framing him as incompetent, lacking substantive policy or moral reasoning.
Identity Assertion
0.65
@rodneymaddy4409
Mar 4, 2025
smooth brain cnn watchers
smooth brain cnn watchers
Dismissive insult targeting perceived political opponents (CNN viewers), using in-group/out-group framing with sarcasm.
@ioniantempest6563
Mar 4, 2025
Cry baby Justin ?
Cry baby Justin ?
Dismissive name-calling directed at a political figure, combining mockery with in-group/out-group positioning.
@MercyoverJudgemnt
Mar 5, 2025
donald is not anyone's friend but his own
donald is not anyone's friend but his own
A dismissive characterization of a political figure that frames him as self-interested, reflecting broader us-vs-them political positioning.
Identity Assertion
0.65
@lamontmartin5883
Mar 4, 2025
Weird strange land Mumbi is.
Weird strange land Mumbi is.
Dismissive characterization of Mumbai/India as 'weird strange land' frames it as foreign and other, asserting cultural distance.
Identity Assertion
0.65
jasonsloboda9443
Sep 19, 2025
And viewers are Indians……..
And viewers are Indians……..
Makes an ethnic/national identity observation about the audience composition, implying demographic commentary.
Identity Assertion
0.65
nivasvunnam2954
Feb 27, 2026
Left wing thug.
Left wing thug.
Brief derogatory label ('left wing thug') that asserts political identity opposition without substantive argument or detail.
Identity Assertion
0.65
@Rickypotter55
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)