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
Oliveira - not a very Anglo saxon name. You should be in Brazil or Portugal
Oliveira - not a very Anglo saxon name. You should be in Brazil or Portugal
Commenter uses ethnic name to challenge someone's belonging in Canada, asserting ethnic/national identity boundaries.
sandeepk4093
Jan 27, 2026
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once …
I feel that white guy around 8:21 is not very clever. Afrains at least do not take a lot of power, whilst Indians will manipulate you white guys and treate you as a slave once they become majority, play with your vote system game and maitrise the power. Also, rape is in the gene, read the lizard story. Good luck, anglosaxons.
Employs ethnic stereotyping, us-vs-them framing, and contains demonstrably false claims about genetic predispositions to crime.
MG-vk7ul
Feb 18, 2026
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
Born just 1 hour away from here, I can tell you it's not just Brampton. Indians have basically taken over all surrounding areas and nobody likes it.
Born just 1 hour away from here, I can tell you it's not just Brampton. Indians have basically taken over all surrounding areas and nobody likes it.
Asserts ethnic/cultural displacement narrative with us-vs-them framing ('taken over') and claims of widespread disapproval.
6rasshopper
Jan 27, 2026
we re not racist we just want our country back fuck trudeau fuck carney and fuck all liberals
we re not racist we just want our country back fuck trudeau fuck carney and fuck all liberals
Asserts national ownership ('our country') and frames immigration as a threat to belonging, with political targets.
alainboulingrin651
Jan 29, 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 turned on them 10 years ago. Gtfo.
I turned on them 10 years ago.
Gtfo.
Brief statement expressing rejection and hostility toward immigrants as an out-group, with explicit dismissal language.
Identity Assertion
0.90
Frost.7xx
Aug 28, 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
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
YEET THE JEETS!!! EVERY LAST ONE !!!
YEET THE JEETS!!!
EVERY LAST ONE !!!
Dehumanizing slur targeting a specific ethnic group with a call for removal.
JayTheFrenchieBreeder
Jan 27, 2026
Ind!ans are p@th3tic and smell awful 🤢
Ind!ans are p@th3tic and smell awful 🤢
Dehumanizing ethnic slur and stereotype targeting Indian people, asserting negative identity-based claims with offensive language.
Identity Assertion
0.90
Some1Social
Jan 28, 2026
Bruh that panel says it all bunch of Indians !!!!
Bruh that panel says it all bunch of Indians !!!!
Makes ethnic identity observation about panel composition with dismissive tone, asserting demographic concern.
Identity Assertion
0.90
Ghostintheshell3551
Nov 9, 2025
As an American, I stand with America !!! What's wrong with you people ??
As an American, I stand with America !!! What's wrong with you people ??
Clear us-vs-them framing asserting American identity and allegiance against perceived Canadian opposition.
Identity Assertion
0.90
@robertturner1809
Mar 4, 2025
Not a single Indian in Canada should be running as a politician the place would go to hell.
Not a single Indian in Canada should be running as a politician the place would go to hell.
Makes an exclusionary claim based on ethnic/national identity, asserting that a specific group should be barred from political participation.
Th-lg9qn
Sep 29, 2025
They are stinks
They are stinks
Brief derogatory ethnic slur with no elaboration, asserting negative stereotypes about a group.
Identity Assertion
0.90
LockheartTifa
Feb 23, 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
I see a lot of traitors in here in the comment section praising Trudeau and siding with Canada. I am neither American nor Canadian but in times like this you should stand with your fellow …
I see a lot of traitors in here in the comment section praising Trudeau and siding with Canada. I am neither American nor Canadian but in times like this you should stand with your fellow countryman.
Frames the issue as national loyalty, criticizing those who don't side with their 'countryman' in an us-vs-them framing.
Identity Assertion
0.90
@afrodir4828
Mar 4, 2025
No one likes Indians. They're smelly and very smelly.
No one likes Indians. They're smelly and very smelly.
Uses dehumanizing stereotypes and sweeping generalizations to assert negative identity-based claims about Indians.
asiandude8361
Jan 29, 2026
I stand with trumP!
I stand with trumP!
Brief statement of political allegiance and positioning oneself within a political faction.
Identity Assertion
0.90
@taystyful
Mar 4, 2025
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)