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
Search & Filter
Identity Assertion
5,512 comments
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
It’s okay to be Anglo Saxon
It’s okay to be Anglo Saxon
Asserts ethnic/racial identity claim using a phrase associated with white identity politics.
Identity Assertion
0.90
mrh4900
Jan 27, 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
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
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here …
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here we are! I'm moving to the United States because of this. And before you ask, yes, I am proudly a racist. That doesn't mean I hate anyone or I want harm towards anybody, I just don't want to become a minority in my own country :)
Expresses concern about becoming a minority in one's own country and asserts national/cultural identity, framing immigration as a threat to demographic dominance.
Issthi
Sep 24, 2025
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
these disgusting stinky Indians should be deported from this country. it was a clean country before but now stinky disgusting Indians ruined it
Explicitly dehumanizing ethnic slurs and calls for deportation, asserting national identity through xenophobic othering and threat language.
Lak-x9w
Jan 27, 2026
Go back to your country India
Go back to your country India
Xenophobic statement asserting non-belonging and demanding deportation based on perceived ethnic/national origin.
FakeAccount-vw9gi
Feb 24, 2026
Dirty india smeul people
Dirty india smeul people
Derogatory ethnic slur targeting Indian people, expressing xenophobic identity-based hostility.
bewbew8802
Jan 27, 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
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
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
Hostile us-vs-them framing with ethnic slur, asserting national belonging and exclusion.
Identity Assertion
0.90
deepdive5riku
Jan 27, 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
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
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
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
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Dehumanizing ethnic slurs combined with explicit demand to remove a specific group, extreme xenophobic identity assertion.
magnanimousq
Jan 27, 2026
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
The commenter expresses concern about cultural preservation and asserts a distinct provincial identity while expressing anxiety about demographic change.
skellybone10vanderveen8
Feb 4, 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
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
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
Makes sweeping claims about White Christian identity under threat from cultural/demographic change, framing immigration as psychological warfare.
juststuff01
Oct 1, 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)