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
This is disgusting, they should keep the images of their Gods that they worship in their temples like other religions do. WHY DO THEY HAVE TO SHOVE IT IN OUR FACES? Why are they bringing …
This is disgusting, they should keep the images of their Gods that they worship in their temples like other religions do. WHY DO THEY HAVE TO SHOVE IT IN OUR FACES? Why are they bringing so much violence into our communities especially the Singhs. Knives and GUNS!! I"m from an immigrant family but my family assimilated... we love Canada and Canadian culture thats why we moved to Canada. I'm a brown girl born so of course i look a but like them. My family has been here for over 70 years , i belong here. Cut down on the mass immigration especially from India .
Primarily asserts belonging and cultural identity ('I belong here', contrasts assimilated family with newcomers), combined with fear-based claims about violence and calls for reduced immigration.
Nadi_ahh
Sep 19, 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
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
I hate being born as an Indian. I wish I was white.
I hate being born as an Indian. I wish I was white.
Expresses self-rejection based on ethnic/racial identity and desire to belong to a different racial group, framing identity hierarchically.
D_402S
Feb 5, 2026
thank you for putting light on this...........WE WANT OUR COUNTRY BACK
thank you for putting light on this...........WE WANT OUR COUNTRY BACK
Asserts national ownership ('our country') and implies reclamation, with implicit call to action against immigration.
curefied
Jan 27, 2026
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
I'm proud of my prime minister ??
I'm proud of my prime minister ??
Direct assertion of pride in Canadian national leadership and identity.
Identity Assertion
0.90
@philippebrunet2109
Mar 4, 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
Le Quebec libre
Le Quebec libre
Asserts Quebec separatist identity and nationalist sentiment.
Identity Assertion
0.90
rosariadigiovanni1578
Nov 23, 2025
?? I stand with my wonderful President Donald J Trump.??
?? I stand with my wonderful President Donald J Trump.??
Simple declaration of political allegiance and identity positioning with a specific political figure.
Identity Assertion
0.90
@Butterflykiss666
Mar 4, 2025
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
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
Keep western countries Christian ✝️👑.
Keep western countries Christian ✝️👑.
Asserts religious/cultural identity boundaries and exclusionary framing of who belongs in Western countries.
Identity Assertion
0.90
NeedleWorkerMore
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
Never ever trust an Indian.
Never ever trust an Indian.
Makes a sweeping ethnic generalization expressing distrust based on national/ethnic identity.
Identity Assertion
0.90
thomast.9191
Sep 29, 2025
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
Makes dehumanizing ethnic stereotypes and exclusionary statements about Indians, asserting cultural incompatibility.
bassmankilla9352
Jan 27, 2026
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
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Asserts cultural/religious incompatibility, claiming Indian religious symbols bring 'curse' to Canada and expressing cultural threat.
Pink7omy
Jan 27, 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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