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 in Canada, Sand people in Europe, Deport them all
Indians in Canada, Sand people in Europe, Deport them all
Uses dehumanizing language ('Sand people') and calls for deportation based on ethnic/national origin, asserting exclusionary national identity.
BigPfromGER
Feb 23, 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
Racist white trash
Racist white trash
A derogatory identity-based insult using racial and class-based slurs without substantive argument.
Identity Assertion
0.90
youtubee9479
Jan 28, 2026
Racist wite trash.
Racist wite trash.
A derogatory identity-based insult using racial and class-based slurs without substantive argument.
Identity Assertion
0.90
youtubee9479
Jan 28, 2026
I'm a Real Canadian Born and Raised and I approve this message
I'm a Real Canadian Born and Raised and I approve this message
Asserts native-born Canadian identity ('Real Canadian Born and Raised') as a basis for legitimacy, using identity credentials to validate a political position.
Identity Assertion
0.90
RussianOldSpice
Aug 26, 2025
Indians should mever have been allowed to enter Canada, ever.
Indians should mever have been allowed to enter Canada, ever.
Expresses exclusionary us-vs-them framing targeting a specific ethnic group with a blanket rejection statement.
DianDong-i4o
Oct 2, 2025
Indians ❌ North Indians ✅
Indians ❌ North Indians ✅
Makes a distinction between ethnic/regional groups using checkmarks and X marks, asserting hierarchical identity categories.
Identity Assertion
0.90
sanjuc77
Oct 9, 2025
I’m an American and I stand with trump
I’m an American and I stand with trump
Simple declaration of political allegiance and national identity positioning.
Identity Assertion
0.90
@HersonDubon-j3d
Mar 4, 2025
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
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
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Expresses demographic anxiety and loss of national belonging through racial counting, framing immigration as displacement of native identity.
bigjumbo9479
Jan 27, 2026
Yep, Canadian here too. This country is united on tightening immigration.
Yep, Canadian here too. This country is united on tightening immigration.
Asserts Canadian identity and claims unified national sentiment against immigration, using in-group positioning.
Identity Assertion
0.90
triciaco2499
Feb 11, 2026
I stand for Canada
I stand for Canada
Simple assertion of national identity and allegiance to Canada.
Identity Assertion
0.90
@privatesnapper2571
Mar 5, 2025
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of …
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of people coming here mainly
Commenter expresses demographic anxiety about Indian immigration, framing it as a threat to diversity and social cohesion.
ineedabettername100
Jan 29, 2026
Brampton is disgusting..Those dirty sandal wearer's are dumber then sheep.
Brampton is disgusting..Those dirty sandal wearer's are dumber then sheep.
Explicit ethnic slurs and derogatory stereotyping of a specific immigrant group.
MR-gp9ys
Jan 27, 2026
So proud to be Canadian ???
So proud to be Canadian ???
Expresses pride in Canadian national identity in response to the video content.
Identity Assertion
0.90
@frannymcb_
Mar 4, 2025
Indians have ruined all of North America
Indians have ruined all of North America
Sweeping ethnic generalization blaming a specific group for continental decline.
oliverpotfaj731
Jan 27, 2026
Proud to be Canadian.
Proud to be Canadian.
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@TheWritingGamer
Mar 4, 2025
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
dude majority of these indians can barely speak english and they stink so bad bro
dude majority of these indians can barely speak english and they stink so bad bro
Makes dehumanizing stereotypical claims about a specific ethnic group based on language and appearance.
arthurmorgansrev
Feb 5, 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)