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
Just because Columbus thought North America was India doesn’t mean it should become it
Just because Columbus thought North America was India doesn’t mean it should become it
Asserts Canada's distinct identity while expressing concern that immigration is transforming the nation into something foreign.
pandoratheclay
Jan 27, 2026
Alberta independent 😂 soon we separate from Canada love it 😂
Alberta independent 😂 soon we separate from Canada love it 😂
The comment asserts regional/provincial identity and separatist sentiment with a joking tone.
PatDodds-c9l
Feb 23, 2026
I feel like no shot all of Canada is India I feel like there’s just a lot of racist people
I feel like no shot all of Canada is India I feel like there’s just a lot of racist people
Commenter disputes the characterization of Canada as 'all India' and frames the issue as racism rather than demographic reality.
-nyantic-son156
Jan 27, 2026
Canadians have always hated immigrants.
Canadians have always hated immigrants.
Makes a sweeping generalization about Canadian national character and historical attitudes toward immigrants.
Identity Assertion
0.75
justinejones97
Aug 25, 2025
Trudeau - Trump is a traitor to the United States of America. He's under PUTIN'S thumb. Trump is PUTIN'S puppet. Real Americans will never bow down to RUSSIA. \n\nWe can't count on Trump for Nothing!! …
Trudeau - Trump is a traitor to the United States of America. He's under PUTIN'S thumb. Trump is PUTIN'S puppet. Real Americans will never bow down to RUSSIA. \n\nWe can't count on Trump for Nothing!! He's letting a South African Billionaire wreak havoc on American people and lives!!!\n\nThis is TOTAL BULLSHIT!!
Asserts American national identity and loyalty while expressing fear of foreign influence and betrayal by leadership.
@lolagarcia3192
Mar 4, 2025
They can’t even say the name our language Punjabi properly and you expect their outdated opinions to be credible.
They can’t even say the name our language Punjabi properly and you expect their outdated opinions to be credible.
Dismisses immigrant credibility based on language/cultural markers, asserting native cultural authority and belonging.
Identity Assertion
0.75
nickb839
Aug 25, 2025
To be honest indians are nice.they are well manared, polite
To be honest indians are nice.they are well manared, polite
Ethnic generalization about Indian immigrants presented as positive, asserting group identity characteristics.
boxz1984
Jan 27, 2026
Jeets are so gross
Jeets are so gross
Derogatory ethnic slur expressing contempt toward a specific immigrant group, combining identity-based prejudice with implicit threat framing.
TheSama88
Jan 27, 2026
Buddy you're not asking native Canadians 😂 sorry
Buddy you're not asking native Canadians 😂 sorry
Uses sarcasm to assert that native Canadians are excluded from the conversation, implying an us-vs-them boundary.
katkameneva
Jan 27, 2026
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Uses ethnic stereotyping and derogatory language to mock a specific group, combining identity-based framing with attempted humor.
cadet1123
Jan 27, 2026
It’s only gone unnoticed to left with their heads in the sand.
It’s only gone unnoticed to left with their heads in the sand.
Creates us-vs-them framing by dismissing 'the left' as willfully ignorant, asserting a political identity divide.
Identity Assertion
0.75
@captainhoodoo
Feb 19, 2026
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
Challenges the legitimacy of white settlement in Canada and critiques the framing of immigration as cultural erasure, using identity-based argumentation.
JuanLaverga-t2l
Feb 16, 2026
They get a giant statue and all this dumb shit but nowadays look what white people do if it's fucking stupid pray in the middle of work and still get paid bullshit
They get a giant statue and all this dumb shit but nowadays look what white people do if it's fucking stupid pray in the middle of work and still get paid bullshit
Expresses resentment through racial comparison and grievance framing about differential treatment based on identity.
michaeladams906
Jan 27, 2026
Don’t look for bleeding hearts here ….. now focus on our own country folk … get a clue liberals
Don’t look for bleeding hearts here ….. now focus on our own country folk … get a clue liberals
Rejects compassion for immigrants ('bleeding hearts') and asserts priority for 'our own country folk,' using partisan framing against liberals.
Thetruthhurtsfolks
Jan 15, 2026
The native bramptonians are brutally honest because they are tired of the brutal invasion. Growing up there hardens driving skills and frustrations
The native bramptonians are brutally honest because they are tired of the brutal invasion. Growing up there hardens driving skills and frustrations
Uses 'native Bramptonians' and 'brutal invasion' framing to assert local identity and express demographic anxiety about immigration.
TheLaughingReaper525
Jan 27, 2026
Bon voyage and good reddiance, don't return. Freeloaders
Bon voyage and good reddiance, don't return. Freeloaders
Dismissive statement framing immigrants as 'freeloaders' and unwelcome, asserting Canadian identity boundaries through exclusionary language.
Canadianforever
Apr 15, 2025
yall white trash getting kicked out lmfao cope harder, yall getting invaded fr
yall white trash getting kicked out lmfao cope harder, yall getting invaded fr
Uses inflammatory us-vs-them framing with racial language to assert group identity and displacement anxiety.
godvm1164
Jan 27, 2026
Sikhs are nice ones least it's not muslims
Sikhs are nice ones least it's not muslims
Comparative ranking of immigrant groups based on religious/ethnic identity, expressing preference for one group over another.
alasdairmcintosh6323
Jan 27, 2026
But everyone is Canadian 😬😵💫
But everyone is Canadian 😬😵💫
Questions the concept of Canadian identity by asserting everyone is Canadian, challenging exclusionary framing.
Identity Assertion
0.75
okanagandude4742
Feb 18, 2026
End the stilted Woke Narrative.\nThese are outier freak shows.\nWe do not need to dignify your self emasculation
End the stilted Woke Narrative.\nThese are outier freak shows.\nWe do not need to dignify your self emasculation
Combines identity-based dismissal ('freak shows') with moral judgment against what the commenter frames as 'woke' ideology.
@KaiserSoze-us9ji
Mar 5, 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)