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
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Fucking Punjabi invaded BC and most provinces in Canada STOP BRINGING THEM HERE STOP IT ! Go back to your cows
Explicitly frames a specific ethnic group as invaders and uses us-vs-them framing with a call to exclude them, combined with demographic anxiety.
gz9007
Jan 27, 2026
YEET THE JEETS!!! EVERY LAST ONE !!!
YEET THE JEETS!!!
EVERY LAST ONE !!!
Dehumanizing slur targeting a specific ethnic group with a call for removal.
JayTheFrenchieBreeder
Jan 27, 2026
Le Quebec libre
Le Quebec libre
Asserts Quebec separatist identity and nationalist sentiment.
Identity Assertion
0.90
rosariadigiovanni1578
Nov 23, 2025
GUY ON BIKE IS A LOW CLASS POS INTELLIGENCE OF AFRICANS MUCH HIGHER THAN HIS
GUY ON BIKE IS A LOW CLASS POS INTELLIGENCE OF AFRICANS MUCH HIGHER THAN HIS
Makes derogatory ethnic/class claims and uses comparative racial framing to assert superiority, combining identity-based attack with false generalizations.
jaymoore-q4y
Jan 27, 2026
Not like it has to be said but basically, diversity in white countries = worse
Not like it has to be said but basically, diversity in white countries = worse
Explicit us-vs-them framing asserting that diversity in white countries is negative, rooted in racial identity politics.
FreddyMcDeady
Feb 7, 2026
Not all cultures are equal. Canadians are now forced to cohabit with subhumans with negative hygiene
Not all cultures are equal. Canadians are now forced to cohabit with subhumans with negative hygiene
Makes dehumanizing claims about cultural hierarchies and ethnic groups, asserting superiority of Canadian identity through false stereotypes.
legacymse7095
Jan 27, 2026
Immigrants are here to take Canada away from Canadians
Immigrants are here to take Canada away from Canadians
Frames immigration as a threat to Canadian identity and possession, using us-vs-them language about immigrants 'taking away' Canada.
lawrencecates4076
Aug 25, 2025
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
Dehumanizing ethnic stereotyping with hostile language targeting a specific group's appearance and character.
Pavel.l445-j7h
Feb 7, 2026
They should stay in their shiithole
They should stay in their shiithole
Dehumanizing statement using ethnic slur to demand exclusion of a national group.
Pavel.l445-j7h
Feb 7, 2026
Tyler is a piece of shiit but he was able to CONFIRM HOW SHIITTYY THESE FVCKING INDIANS ARE!!!
Tyler is a piece of shiit but he was able to CONFIRM HOW SHIITTYY THESE FVCKING INDIANS ARE!!!
Hostile ethnic stereotyping claiming confirmation of negative generalizations about a specific immigrant group.
Pavel.l445-j7h
Feb 7, 2026
Not indian, punjabi
Not indian, punjabi
Asserts ethnic/cultural identity distinction, correcting the categorization of Punjabi identity separate from Indian national identity.
Identity Assertion
0.90
plazmagaming2182
Sep 19, 2025
These Indians need to go back to their own country
These Indians need to go back to their own country
Exclusionary statement asserting national belonging and framing Indians as outsiders who should leave.
Confused_viewer
Jan 27, 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
So proud of Canada
So proud of Canada
Direct expression of pride in Canadian identity and national affiliation.
@nancymollers4291
Mar 4, 2025
They don’t belong outside of India. Their skin looks out of place.
They don’t belong outside of India. Their skin looks out of place.
Explicitly states immigrants don't belong based on race/appearance, making a racialized identity assertion.
profile1565
Feb 27, 2026
More racism is needed. Only racism can save our countries.
More racism is needed.
Only racism can save our countries.
Explicitly advocates for racism as a solution, framing it as necessary for national preservation—a clear identity-based assertion.
matthewbass4136
Feb 13, 2026
They're not Indian, They're Khalistani
They're not Indian, They're Khalistani
Makes a categorical claim denying Indian identity and asserting a separate Khalistani identity.
Identity Assertion
0.90
Aastha_9058
Feb 6, 2026
I can name their surnames - singh, kaur, patel
I can name their surnames - singh, kaur, patel
Ethnic/religious profiling through surname identification, implying negative stereotyping of immigrant groups.
ShivaSurya564
Sep 30, 2025
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
I'm a Real Canadian Born and Raised and I approve this message
I'm a Real Canadian Born and Raised and I approve this message
Asserts native-born Canadian identity ('Real Canadian Born and Raised') as a basis for legitimacy, using identity credentials to validate a political position.
Identity Assertion
0.90
RussianOldSpice
Aug 26, 2025
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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)