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
Its Khalistani..!
Its Khalistani..!
Asserts a religious/political identity label (Khalistani) as a characterization, potentially invoking stereotypes or conspiracy framing.
lordvenom4419
Jan 27, 2026
Canada don't even like him we voted for this and back trump all the way
Canada don't even like him we voted for this and back trump all the way
Asserts Canadian identity while expressing political disagreement with current leadership and support for Trump, mixing national identity with political stance.
@Rch5.0
Mar 4, 2025
Cry Liberal Morons?????
Cry Liberal Morons?????
Dismissive partisan attack using us-vs-them framing against political opponents ('Liberal Morons').
Identity Assertion
0.65
@Jraevid
Mar 4, 2025
WELL DONE RACIST IGNORANT REDNECKS??
WELL DONE RACIST IGNORANT REDNECKS??
Inflammatory name-calling using stereotypes and identity-based insults to dismiss opponents.
Identity Assertion
0.65
@ManuelRamos-l9z
Mar 4, 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
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
This guy is a Racist!! On every level
This guy is a Racist!! On every level
Accusation of racism without elaboration; minimal context makes classification uncertain but suggests identity-based framing.
Identity Assertion
0.65
shanagill1440
Feb 28, 2026
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
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
trumps a criminal
trumps a criminal
Brief negative characterization of Trump; lacks substantive argument or evidence, functioning as a value judgment rather than a specific claim.
Identity Assertion
0.65
@greetingz2all
Mar 5, 2025
Boston's black lifes statues beats this............Ours should be x-rated leave it to the blacks.....
Boston's black lifes statues beats this............Ours should be x-rated leave it to the blacks.....
Incoherent comment making racial assertions about statues and cultural belonging, difficult to parse clearly.
gregjohnson4604
Jan 27, 2026
truegaye ur ppl hate u
truegaye ur ppl hate u
Attacks a specific person's identity and belonging, suggesting they are disliked by their own group.
@kiddkeyz
Mar 4, 2025
Liberals love this
Liberals love this
Brief partisan statement associating Liberals with the immigration policy, establishing political alignment.
Identity Assertion
0.65
teddybonnkers4742
Feb 18, 2026
The world is on Canada's side
The world is on Canada's side
Asserts Canada's international standing and positioning relative to other nations, framing national identity and global support.
@mrsocotraisland1939
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
Castro's Kid!!!!
Castro's Kid!!!!
Cryptic reference to Castro's son appears to invoke identity/lineage claims about Canadian leadership, though context is unclear.
Identity Assertion
0.65
@EricThompsonClimber
Mar 4, 2025
You’re finished Ontariats, phagats!
You’re finished Ontariats, phagats!
Derogatory statement targeting Ontarians with ethnic slurs, asserting in-group/out-group division.
Identity Assertion
0.65
deanmcghie6519
Feb 26, 2026
You dont have the upperclass living in Brampton lol
You dont have the upperclass living in Brampton lol
Comment makes a claim about class composition and social stratification in Brampton, implying demographic/identity-based observations about the area.
Identity Assertion
0.65
rohanjames5750
Jan 29, 2026
We're pretty much done with you guys.
We're pretty much done with you guys.
Ambiguous statement that could express Canadian identity/frustration with the US or rejection of immigrants, but most likely signals in-group solidarity against an out-group.
@alexstewart-n7v
Mar 4, 2025
World rated moron
World rated moron
Brief insult framing someone as a 'moron,' likely identity-based criticism with sarcastic tone.
@Acc-eh8pp
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)