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
Indians hate muslims pf their own country Every country hates indians,and they think it's racist?😂😂😂
Indians hate muslims pf their own country
Every country hates indians,and they think it's racist?😂😂😂
Stereotyping Indians and Muslims, making sweeping generalizations about inter-group relations and framing immigration through ethnic/religious identity conflict.
Kittycatty7
Feb 16, 2026
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Please stop calling them indians. They are khalistanis supported by pakistan. Retards spoiling the reputation of a country as well as sikh faith
Makes identity-based distinctions and unsubstantiated claims linking a group to geopolitical actors while using derogatory language.
harikrishnan4420
Feb 15, 2026
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
I went to no frills the other night, every fukin customer was some shade of shit. And the rag head at the register was training to other rag heads
Uses dehumanizing language and ethnic slurs to express xenophobic identity-based opposition to immigration and diversity.
Im_offended.
Feb 6, 2026
Why are they dirty those 🇮🇳
Why are they dirty those 🇮🇳
Makes a dehumanizing ethnic stereotype without factual basis, asserting negative identity claims.
nusaania2950
Jan 27, 2026
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Uses dehumanizing stereotypes and false historical claims to assert cultural/religious superiority while dismissing an entire nation as inherently inferior.
willysayn2212
Jan 27, 2026
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white …
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white country fall, one by one. Neo marxism is destroying EU right now as well. Those white leaders from many countries now are just a bounch of nobodies.
Comment frames immigration through racial/ethnic identity categories (white vs. Indian), expresses demographic anxiety, and makes conspiratorial claims about intentional demographic replacement.
Dicomess
Jan 27, 2026
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
Makes a sweeping ethnic generalization claiming a specific group is racist, combining identity-based framing with an unsubstantiated claim.
WalterG33
Jan 27, 2026
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
Makes sweeping generalizations about ethnic/religious groups' character traits while constructing hierarchies of worthiness based on national origin.
alpham9990
Jan 27, 2026
Indian food is terrible. Non whites OVER season their food.
Indian food is terrible. Non whites OVER season their food.
Makes ethnic stereotypes about non-white food practices, combining cultural identity claims with false generalizations.
lennongotti751
Jan 27, 2026
hindus are most dirtiest and unhygenic community🤮🤢
hindus are most dirtiest and unhygenic community🤮🤢
Makes a dehumanizing, false generalization about a religious/ethnic group using inflammatory language.
silentman-n3l9r
Jan 27, 2026
True Canadians want lower immigration. The only ones that don't are foreigners living in Canada and neoliberal globalists. Canada has a population of about 41 million people right now. Only about 28 million are actual …
True Canadians want lower immigration. The only ones that don't are foreigners living in Canada and neoliberal globalists. Canada has a population of about 41 million people right now. Only about 28 million are actual "Canadians".
Claims about who counts as 'true Canadian' and uses false population statistics to frame an us-vs-them distinction, combining identity assertion with demonstrably false claims.
TylerDurden1975-o1x
Feb 11, 2026
India is a filthy country
India is a filthy country
Dehumanizing statement about a nation used to delegitimize immigrants from that country, framing an us-vs-them boundary.
mxbnsn2010
Jan 27, 2026
I stand with Trump and Putin
I stand with Trump and Putin
Declares political allegiance and positioning within a geopolitical us-vs-them framework.
Identity Assertion
0.85
@monsterkillsports3499
Mar 4, 2025
Maximum are khalistani who don't even consider them as Indians but say it loud when confronted
Maximum are khalistani who don't even consider them as Indians but say it loud when confronted
Makes claims about ethnic/religious group identity and allegiance, suggesting disloyalty or deception without evidence.
chesswithadi8010
Feb 21, 2026
I’m native Canadian, I grew up in a neighborhood full of Indians and it was rare to be in the same class with another native in a class full of foreigners, I felt like a …
I’m native Canadian, I grew up in a neighborhood full of Indians and it was rare to be in the same class with another native in a class full of foreigners, I felt like a stranger in my own country
First-person account expressing alienation and us-vs-them framing about being a native Canadian minority in a diverse classroom.
L3million-xx
Mar 3, 2026
KING TRUMP.\nPRESIDENT MUSK. \nDOGE.\nMAGA.
KING TRUMP.\nPRESIDENT MUSK. \nDOGE.\nMAGA.
Asserts political allegiance and identity through slogans supporting Trump, Musk, and MAGA movement.
Identity Assertion
0.85
@williecaraballo2242
Mar 4, 2025
I would not eat the food if Indians were cooking and serving it
I would not eat the food if Indians were cooking and serving it
Expresses ethnic/cultural prejudice and refusal based on national origin, framing immigrants as undesirable.
robertfoster7807
Feb 14, 2026
Indians are horrible
Indians are horrible
Makes a sweeping negative generalization about an ethnic/national group, asserting in-group superiority through derogatory characterization.
riskysom
Jan 27, 2026
question=are whites NATIVES of americas ( north and south)????? answer= no, native populations were systematically ethinically cleansed and ki**ed through multiple genocides and last 2/3 centuries..... majority of WHITES in americas are from europe and …
question=are whites NATIVES of americas ( north and south)?????
answer= no, native populations were systematically ethinically cleansed and ki**ed through multiple genocides and last 2/3 centuries.....
majority of WHITES in americas are from europe and have occupied the lands for only 8-10 generations
in short whites are native population.
Asserts claims about native vs. non-native populations and ethnic identity in the Americas, framed through historical grievance and moral judgment about displacement.
barashah1171
Feb 13, 2026
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Makes dehumanizing ethnic stereotypes and expresses national/cultural prejudice against Indian immigrants.
MeesamJan-h5g
Feb 10, 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)