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
Bruh that panel says it all bunch of Indians !!!!
Bruh that panel says it all bunch of Indians !!!!
Makes ethnic identity observation about panel composition with dismissive tone, asserting demographic concern.
Identity Assertion
0.90
Ghostintheshell3551
Nov 9, 2025
Why they don't wear attires like Canadians and adapt they way of life They are destructing society with their regressive views
Why they don't wear attires like Canadians and adapt they way of life
They are destructing society with their regressive views
Demands cultural assimilation and frames immigrants' retention of traditional practices as destructive, asserting Canadian cultural superiority and incompatibility.
anylizingmind
Oct 26, 2025
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Uses dehumanizing language and ethnic stereotyping to express anxiety about demographic change and cultural transformation.
akhtrzaman4955
Oct 6, 2025
Fuckin mayo monkey
Fuckin mayo monkey
Comment uses a racial slur to demean a group, asserting ethnic/racial identity boundaries through dehumanizing language.
Identity Assertion
0.90
SS-eu2ef
Feb 3, 2026
Make AmeriKKKa WHITE PEDO Again
Make AmeriKKKa WHITE PEDO Again
Expresses white nationalist identity assertion with inflammatory rhetoric about racial/demographic change.
DEIGhost8888
Jan 28, 2026
Diversity is our cancer.
Diversity is our cancer.
Uses inflammatory metaphor equating diversity with disease, expressing fundamental opposition to multicultural identity.
RedGuajiro
Jan 27, 2026
No more turbans and Muslims.
No more turbans and Muslims.
Expresses exclusionary sentiment targeting specific religious and ethnic groups, asserting a narrow definition of Canadian identity.
Godwarrior__3
Aug 28, 2025
I stand with trumP!
I stand with trumP!
Brief statement of political allegiance and positioning oneself within a political faction.
Identity Assertion
0.90
@taystyful
Mar 4, 2025
Hindu's are sh..t eaters 😢😢😢
Hindu's are sh..t eaters 😢😢😢
Derogatory ethnic slur targeting Hindus, expressing prejudiced identity-based hostility.
engineercctv4511
Feb 21, 2026
Punjabs are the worst type of Indians
Punjabs are the worst type of Indians
Ethnic stereotyping and negative generalization about a specific immigrant group.
Identity Assertion
0.90
DROPKICKED1488
Jan 27, 2026
Indians in Canada, Sand people in Europe, Deport them all
Indians in Canada, Sand people in Europe, Deport them all
Uses dehumanizing language ('Sand people') and calls for deportation based on ethnic/national origin, asserting exclusionary national identity.
BigPfromGER
Feb 23, 2026
WE STAND WITH TRUMP!!!!
WE STAND WITH TRUMP!!!!
Declares political allegiance and solidarity with Trump through emphatic assertion of support.
Identity Assertion
0.90
@robbyzhobbyz9257
Mar 4, 2025
Proud to be Canadian.
Proud to be Canadian.
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@TheWritingGamer
Mar 4, 2025
Canadians are immigrant!
Canadians are immigrant!
Makes a claim about Canadian national identity by asserting that Canadians themselves are immigrants, challenging exclusionary framing.
Identity Assertion
0.90
jahkush5383
Aug 24, 2025
We stand with trump
We stand with trump
Simple statement of political allegiance and group identification with Trump supporters.
Identity Assertion
0.90
@blackchild5084
Mar 4, 2025
I'll take indians over black
I'll take indians over black
Comparative ranking of ethnic/national groups expressing preference based on identity categories.
Identity Assertion
0.90
Red-Ranger444
Feb 3, 2026
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me …
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me calling me a stupid white boy and many other things and because I’m white it’s okay apparently
Claims of demographic replacement and reverse discrimination framed through racial identity, expressing anxiety about white identity and perceived victimization.
davidbrice25
Jan 27, 2026
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Simple assertion of Haitian national identity with flag emojis, establishing ethnic/national belonging.
Identity Assertion
0.90
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
Ind!ans are p@th3tic and smell awful 🤢
Ind!ans are p@th3tic and smell awful 🤢
Dehumanizing ethnic slur and stereotype targeting Indian people, asserting negative identity-based claims with offensive language.
Identity Assertion
0.90
Some1Social
Jan 28, 2026
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
Purely dehumanizing emoji-based expression of contempt toward Indians, using vomit emoji to signal disgust and rejection.
abh349
Feb 5, 2026
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)