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
GO back to india 🇮🇳
GO back to india 🇮🇳
Direct exclusionary statement targeting a specific national origin, asserting ethnic/national boundaries.
Identity Assertion
0.90
greatwhitecoyote
Jan 18, 2026
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
I'd rather have Indians than Somalians any day of the week
I'd rather have Indians than Somalians any day of the week
Comparative ethnic preference statement establishing hierarchical ranking between immigrant groups.
Identity Assertion
0.90
triple_gem_shining
Jan 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
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Explicitly asserts ethnic/racial identity concerns, expressing disgust at the presence of Indian immigrants and absence of white people in businesses.
ines-kr7se
Feb 18, 2026
Canada went from smelling like maple syrup to smelling like shit.
Canada went from smelling like maple syrup to smelling like shit.
The comment uses crude language to express anxiety about demographic change and loss of Canadian national identity.
ModestKrab
Feb 8, 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
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
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
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
There needs to be a No Indian Rule....
There needs to be a No Indian Rule....
Proposes discriminatory policy targeting a specific ethnic group, asserting exclusionary national boundaries.
UAPReportingCenter
Feb 26, 2026
We proud we are indian 👏 🙌 💙 😎 our country is best 👌 👍 then other country
We proud we are indian 👏 🙌 💙 😎 our country is best 👌 👍 then other country
Explicit assertion of Indian national pride and superiority over other countries, using us-vs-them framing.
Identity Assertion
0.90
fashionofmind9319
Mar 2, 2026
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
Jai Hindusthan 🇮🇳
Jai Hindusthan 🇮🇳
Patriotic assertion of Indian national identity with flag emoji, expressing cultural pride.
Identity Assertion
0.90
kaushikpilli9868
Jan 27, 2026
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 am proud. I am honest. I am decient. I am accepting. I am good. I AM CANADIAN!
I am proud. I am honest. I am decient. I am accepting. I am good. I AM CANADIAN!
Asserts Canadian identity through listing positive values and explicitly stating 'I AM CANADIAN.'
Identity Assertion
0.90
@HabsAndHeavyMetal
Mar 4, 2025
Go home we don’t want you
Go home we don’t want you
Direct exclusionary statement asserting who belongs in Canada and framing immigrants as outsiders.
leedubreuil3195
Oct 28, 2025
More brown filth. Thank you Liberal voters.
More brown filth. Thank you Liberal voters.
Uses dehumanizing racial language and frames immigration as a threat to national identity, blaming Liberal voters.
roycuyler
Sep 28, 2025
America or nothing
America or nothing
Strong us-vs-them framing asserting American identity and exclusionary nationalism ('America or nothing').
Identity Assertion
0.90
@rah440
Mar 4, 2025
Come to NS. Canada needs to be renamed India
Come to NS. Canada needs to be renamed India
Suggests renaming Canada to 'India,' using demographic anxiety and identity-based framing to express concern about cultural change.
janicemcnutt4857
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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Discourse Quality (Perspective API)