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
Trudeau is a beta male cuck. He is a simp.\nTrump is an Alpha that can go full sigma.
Trudeau is a beta male cuck. He is a simp.\nTrump is an Alpha that can go full sigma.
Uses gendered insults and alpha/sigma male framing to assert opposing identities and values between Trudeau and Trump.
Identity Assertion
0.90
@rashidasamuels7034
Mar 4, 2025
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Duplicate of previous comment asserting Haitian identity with flag emojis.
Identity Assertion
0.90
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once …
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once they become majority, play with your vote system game and maitrise the power. Also, rape is in the gene, read the lizard story. Good luck, anglosaxons.
Employs ethnic stereotyping, us-vs-them framing, and contains demonstrably false claims about genetic predispositions to crime.
MG-vk7ul
Feb 18, 2026
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
PUNJAB is NOT INDIA.
PUNJABIS are NOT INDIANS.
Makes categorical claims about distinct ethnic/national identity, asserting Punjabis are separate from Indians.
Identity Assertion
0.90
fatehsingh3503
Oct 9, 2025
So proud to be Canadian!
So proud to be Canadian!
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@michelsoucy2343
Mar 4, 2025
Proud Canadian today!
Proud Canadian today!
Direct assertion of national pride and identity as a Canadian.
Identity Assertion
0.90
@knuckleburger
Mar 4, 2025
Im not racist aslong as the dark skins stay on their side of the world
Im not racist aslong as the dark skins stay on their side of the world
Explicit racial segregationist statement asserting ethnic/racial boundaries and separation.
Identity Assertion
0.90
drakemoreland9787
Jan 27, 2026
Liarables are traitors to Canada
Liarables are traitors to Canada
Frames political opponents as traitors, using us-vs-them identity language without substantive policy argument.
Identity Assertion
0.90
charleswood2948
Feb 27, 2026
Canadians are sick and tired of them indians in this country
Canadians are sick and tired of them indians in this country
Expresses ethnic resentment toward Indian immigrants, framing them as unwanted outsiders in Canada.
WeTheNorthRaptors
Jan 28, 2026
The West is done. Why aren’t white peoples allowed their own f’ing countries? F all these foreign invaders. It’s madness were made to tolerate this shit because of juice propaganda.
The West is done. Why aren’t white peoples allowed their own f’ing countries? F all these foreign invaders. It’s madness were made to tolerate this shit because of juice propaganda.
Uses explicit us-vs-them framing around racial/ethnic identity, expressing anxiety about demographic change and characterizing immigrants as 'invaders.'
mikeuptegrove
Jan 27, 2026
Racist wite trash.
Racist wite trash.
A derogatory identity-based insult using racial and class-based slurs without substantive argument.
Identity Assertion
0.90
youtubee9479
Jan 28, 2026
deport these disgusting pajeets back to their shithole india
deport these disgusting pajeets back to their shithole india
Uses dehumanizing ethnic slurs and calls for deportation, framing immigrants as threats to national identity.
vtncv
Jan 28, 2026
Racist white trash
Racist white trash
A derogatory identity-based insult using racial and class-based slurs without substantive argument.
Identity Assertion
0.90
youtubee9479
Jan 28, 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
Send them home we don’t want anymore Indians here
Send them home we don’t want anymore Indians here
Expresses exclusionary us-vs-them framing targeting Indians, combined with xenophobic sentiment about unwanted immigration.
Krispy.86
Jan 28, 2026
As a proud American. Fuccc Canada and anybody else who has a problem with our country!
As a proud American. Fuccc Canada and anybody else who has a problem with our country!
Asserts American national identity and expresses defensive us-vs-them sentiment toward Canada and others.
Identity Assertion
0.90
@Bros2590
Mar 4, 2025
I stand for Canada
I stand for Canada
Simple assertion of national identity and allegiance to Canada.
Identity Assertion
0.90
@privatesnapper2571
Mar 5, 2025
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮🇮🇳🤮
Purely dehumanizing emoji-based expression of contempt toward Indians, using vomit emoji to signal disgust and rejection.
abh349
Feb 5, 2026
The indian invasion must stop. Whites need to take canada back.
The indian invasion must stop. Whites need to take canada back.
Uses explicit racial framing ('Whites') and territorial possession language ('take Canada back') to assert ethnic identity and exclusion.
bluffer8352
Jan 29, 2026
The most vile 4-letter word in the dictionary? Multiculturalism.
The most vile 4-letter word in the dictionary? Multiculturalism.
Brief statement rejecting multiculturalism as fundamentally negative, expressing identity-based opposition to cultural pluralism.
Identity Assertion
0.90
gregb4421
Sep 10, 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)