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
Canada Gonna smell like 💩 now 🇮🇳🤮
Canada Gonna smell like 💩 now 🇮🇳🤮
Uses dehumanizing language and emoji to express ethnic/cultural hostility toward Indian immigrants as a demographic threat.
lalosanchez506
Jan 27, 2026
They’re Hindus .not Muslims . Whites are safe .
They’re Hindus .not Muslims . Whites are safe .
Categorizes groups by religion/ethnicity and implies differential safety based on demographic identity.
jimsouthlondon7061
Dec 4, 2025
Maga ❤ America First
Maga ❤ America First
Uses nationalist slogan 'America First' and MAGA rhetoric to assert American identity and prioritization.
Identity Assertion
0.90
@S2K_World
Mar 4, 2025
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
There needs to be a No Indian Rule....
There needs to be a No Indian Rule....
Proposes discriminatory policy targeting a specific ethnic group, asserting exclusionary national boundaries.
UAPReportingCenter
Feb 26, 2026
since when did new immigrants think they own Canada ! Canada doesn't owe no one nothing Stay in your country ! Fix it !
since when did new immigrants think they own Canada !
Canada doesn't owe no one nothing
Stay in your country ! Fix it !
Asserts exclusive national ownership and belonging while framing immigrants as outsiders who should not claim rights in Canada.
dreamgurl056
Feb 16, 2026
I’ve always seen a Canada as white built of British and French heritage with American influence And that’s just me tho
I’ve always seen a Canada as white built of British and French heritage with American influence And that’s just me tho
Personal assertion of Canadian national identity tied to specific racial and cultural heritage (British, French, white), implicitly contrasting with current immigration patterns.
Identity Assertion
0.90
morkoblooper7991
Feb 14, 2026
WE STAND WITH TRUMP!!!!
WE STAND WITH TRUMP!!!!
Declares political allegiance and solidarity with Trump through emphatic assertion of support.
Identity Assertion
0.90
@robbyzhobbyz9257
Mar 4, 2025
America first
America first
Brief nationalist assertion prioritizing America, expressing identity-based political positioning without elaboration.
Identity Assertion
0.90
@יוסיפישער
Mar 4, 2025
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
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Hostile exclusionary statement targeting Indian immigrants, asserting national belonging through xenophobic language.
DAVID-b2q9y
Jan 28, 2026
Khalistan zindbaad 🎉
Khalistan zindbaad 🎉
Assertion of ethnic/regional identity and political affiliation through a separatist slogan.
Identity Assertion
0.90
Glockszy
Jan 27, 2026
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
Patriotic assertion of Canadian identity and pride in national values, with emotional affirmation of belonging.
@lillybattle1570
Mar 4, 2025
Im so very proud of being a Canadian today ♥ ?
Im so very proud of being a Canadian today ♥ ?
Asserts pride in Canadian identity in response to geopolitical tensions, affirming national belonging and values.
@lindamceachern5467
Mar 4, 2025
As a U.S citizen that voted for the current President, I stand by our President ? percent. He is the one Americans voted for by the millions to be our leader.
As a U.S citizen that voted for the current President, I stand by our President ? percent. He is the one Americans voted for by the millions to be our leader.
Asserts support for Trump based on democratic legitimacy and personal voting choice, emphasizing in-group loyalty.
Identity Assertion
0.90
@patrickstudley9502
Mar 4, 2025
Make AmeriKKKa WHITE PEDO Again
Make AmeriKKKa WHITE PEDO Again
Expresses white nationalist identity assertion with inflammatory rhetoric about racial/demographic change.
DEIGhost8888
Jan 28, 2026
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
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like their in india, speak their own lanaguage while taking all the free benefits canada has to offer meanwhile they dont want to integrate or deal with us disgusting white people lol
Commenter makes ethnic generalizations about Indian immigrants, frames them as unwilling to integrate, and uses derogatory language about white people.
ineedabettername100
Jan 29, 2026
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
Wish i was Canadian
Wish i was Canadian
Expresses desire to belong to Canada, asserting preference for Canadian identity over current location.
@ianashmore9910
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)