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
As a proud and sane Canadian I understand most Americans are not in line with the current administration in this and I implore my fellow Canadians in joing me to remain respectful of our American …
As a proud and sane Canadian I understand most Americans are not in line with the current administration in this and I implore my fellow Canadians in joing me to remain respectful of our American friends neighbors and relatives. Please cheer for the American National Anthem and repect the American flag. Donald Trump and his phonies will pay for their stupidity. To all Americans please don't take retaliation personally, but it must be done to protect our Country and our sovereignty. Trumps tariffs have nothing to do with drugs and the border. It has everything to do with his insane dream of being the ruler of the world.
Asserts Canadian identity and values while calling for respectful treatment of Americans, framed as national duty.
@donmcconnery5080
Mar 4, 2025
Dude said he would rather be in his country. Then what the f*** is he doing here.
Dude said he would rather be in his country. Then what the f*** is he doing here.
Questions immigrant's belonging in Canada by highlighting contradiction between stated preference for home country and actual residence, asserting national membership criteria.
brendank7465
Mar 3, 2026
I am from Pakistan yes indians are dirty 😂
I am from Pakistan yes indians are dirty 😂
Asserts in-group identity (Pakistani) while making derogatory stereotypes about another group (Indians) with apparent sarcasm.
MaazKhan-l7x7j
Mar 2, 2026
Fuhhhhkk😅 I turn nationalist everytime I watch a olivera video. WHITE People need to fight for their country.
Fuhhhhkk😅 I turn nationalist everytime I watch a olivera video. WHITE People need to fight for their country.
Expresses nationalist sentiment with racial framing, calling for white people to defend their country.
TheRealGosamba
Mar 2, 2026
Popular public opinion. Canada sucks now.
Popular public opinion. Canada sucks now.
Asserts national decline and expresses anxiety about Canada's current state tied to immigration.
WhateverNerd92
Feb 25, 2026
Dirty filthy indians 😂😂
Dirty filthy indians 😂😂
Uses dehumanizing language and ethnic slurs with laughing emojis, expressing prejudice against a specific ethnic group.
BinTariqassociates
Mar 3, 2026
Indian in Canada❌ Panjabi's in Canada✅😂
Indian in Canada❌
Panjabi's in Canada✅😂
Ethnic/cultural distinction between Indian and Punjabi immigrants with dismissive emoji, asserting identity categories and implicit hierarchy.
enzoXedits
Feb 25, 2026
In jahil se poocho ke ye kon se Panjab se hai India ya Pakistan inhe India bolne me sarm asti hai
In jahil se poocho ke ye kon se Panjab se hai India ya Pakistan inhe India bolne me sarm asti hai
Comment in Punjabi questions someone's regional/national origin and expresses shame about Indian identity, reflecting identity-based concerns.
Identity Assertion
0.80
chandanbarcelona3612
Mar 2, 2026
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's …
They love their country but don't want to live there and refuse to go back.
Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's not racism, just pattern recognition.
Frames immigrants as hypocritical (loving their country but not living there) and uses 'pattern recognition' to justify exclusionary sentiment while denying racism.
mbanerjee5889
Mar 2, 2026
This is not Canada I know.
This is not
Canada I know.
Expresses that Canada has changed fundamentally, implying loss of national identity and cultural displacement.
Ibrahim-Louay
Jan 27, 2026
In India we have a caste trash pickup community they pickup trash remaining people spread trash everywhere.
In India we have a caste trash pickup community they pickup trash remaining people spread trash everywhere.
Compares Indian social practices unfavorably, using caste system references to stereotype Indian behavior and cleanliness.
KingdomofGodDC
Mar 1, 2026
hard to believe theres a statue of krishna in canada but our "Canadian stuff" Were too extreme
hard to believe theres a statue of krishna in canada but our "Canadian stuff" Were too extreme
Critiques cultural representation in Canada by comparing Hindu religious symbols to Canadian cultural expression, questioning national identity boundaries.
Cloudsy8
Mar 1, 2026
Im not indian but guys there is no real Canadians around even people call themselves Canadians they came from uerope
Im not indian but guys there is no real Canadians around even people call themselves Canadians they came from uerope
Claims no 'real Canadians' exist and frames European-origin Canadians as outsiders, asserting exclusive national identity.
khansami8485
Feb 25, 2026
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Uses counter-accusation of racism against a specific group with dismissive tone, asserting comparative identity claims.
markbach2085
Jan 29, 2026
They should go back to india this is Canada NOT india and no that does not make me racist i have the right of wanting my country to stay the same I was born in
They should go back to india this is Canada NOT india and no that does not make me racist i have the right of wanting my country to stay the same I was born in
Expresses desire to preserve national/cultural identity and exclude immigrants, with defensive framing against racism accusations.
Tbhno-s4z
Feb 10, 2026
Crazy how a white person says " feeling like a stranger in the own country " 🤦🏻♀️🤔🤯🤢🙄
Crazy how a white person says " feeling like a stranger in the own country " 🤦🏻♀️🤔🤯🤢🙄
Challenges a white person's claim of alienation, using identity-based framing to critique the statement.
Ecosia-u5z
Mar 1, 2026
Mostly there are punjabis and indians hate punjabis
Mostly there are punjabis and indians hate punjabis
Asserts ethnic/regional divisions within Indian immigrant communities, claiming internal group tensions.
Identity Assertion
0.80
movieszodiac5134
Feb 28, 2026
GTFO of my country.
GTFO of my country.
Brief exclusionary statement asserting national ownership and rejecting immigrants as outsiders, framed as a threat to belonging.
StaceyPonton
Feb 28, 2026
The white man with the bike is a dirty brain dead low iq ignorant not cultivated idiot. He is a burden for any society
The white man with the bike is a dirty brain dead low iq ignorant not cultivated idiot. He is a burden for any society
The comment makes dehumanizing claims about a specific person based on race/ethnicity, framing them as a burden and using us-vs-them language.
Khawakhawana7601
Feb 28, 2026
Il n'y a pas de Canada de souches les européennes occidentale sont aussi les immigrés ils ont voler le pays des autres.
Il n'y a pas de Canada de souches les européennes occidentale sont aussi les immigrés ils ont voler le pays des autres.
French-language comment asserting that Western Europeans are also immigrants and claiming they stole the country, using identity-based framing.
NathanParis-o8j
Feb 28, 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)