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
Search & Filter
Identity Assertion
5,512 comments
Hot take: saying that you don’t want Indians (who some are rude) in your country ISNT RACIST
Hot take: saying that you don’t want Indians (who some are rude) in your country ISNT RACIST
Asserts that criticizing a specific ethnic group is not racist, framing group-based exclusion as acceptable identity-based preference.
roarandredeem
Jan 27, 2026
Canada's No 1 racist is Justin Trudeau!
Canada's No 1 racist is Justin Trudeau!
Accusation framing a political leader as embodying racism, blending identity and moral claims.
TheBearDenPhotography
Feb 27, 2026
White/pale people fatigue is REAL
White/pale people fatigue is REAL
Expresses demographic anxiety and racial/ethnic resentment framed as 'fatigue' with white/pale people displacement.
AllAboutTheJourneyy
Jan 28, 2026
Make America great again, Trump
Make America great again, Trump
Brief statement supporting Trump's nationalist slogan, asserting alignment with American identity/values.
Identity Assertion
0.85
@jessicamalacara826
Mar 4, 2025
No bullies in canada. Proud to be canadian
No bullies in canada. Proud to be canadian
Asserts Canadian identity and pride while implicitly contrasting with bullying behavior, combining national belonging with moral positioning.
@rubygalatayo8357
Mar 4, 2025
Absolute parasites
Absolute parasites
Dehumanizing language framing immigrants as parasites, combining hostile identity framing with threat rhetoric.
DC2926-l9p
Feb 4, 2026
White cum faced fuckers shouldnt be barking yall destroyed the native red indians to live here now dont bark when other races come and live here . Had it been muslims you would have spread …
White cum faced fuckers shouldnt be barking yall destroyed the native red indians to live here now dont bark when other races come and live here . Had it been muslims you would have spread ur legs for them 😂😂
Invokes historical injustice against Indigenous peoples to challenge white Canadians' right to oppose immigration, using sarcasm and racial framing.
Dani_Rojas_3
Feb 4, 2026
Trudeau is a globalist, Trump is a nationalist. I stand with Trump.
Trudeau is a globalist, Trump is a nationalist. I stand with Trump.
Frames political leaders through ideological identity categories (globalist vs. nationalist) and declares allegiance, establishing us-vs-them positioning.
@alexhoffee1865
Mar 4, 2025
5:49 Ignorant white racist man
5:49 Ignorant white racist man
Makes a character judgment based on perceived race and ideology, asserting moral disapproval through identity-based framing.
Subway_B
Jan 27, 2026
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal …
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal life like we used to in Canada.
Makes sweeping negative claims about Indian culture and religion while framing exclusion as logical rather than racist.
arkhamxavier3066
Feb 3, 2026
Canadian here, my local malls food court used to include subway, Mary browns, Tim’s hortons etc… today, it’s all foreign food places and you can barely read any of the names of each spot. Liberalism …
Canadian here, my local malls food court used to include subway, Mary browns, Tim’s hortons etc… today, it’s all foreign food places and you can barely read any of the names of each spot. Liberalism ruined Canada.
Personal observation framed as cultural displacement with nationalist critique, asserting Canadian identity concerns about foreign presence.
MXe-g9k
Jan 27, 2026
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
back to early 2000s, "bad guy label" was definatly on Chinese. How did Indians take over that labe so fast?
Comment frames ethnic groups as bearing negative stereotypes and compares how quickly one group replaced another in public perception.
oscarduh8696
Feb 3, 2026
We the American people except the MAGA cult members, did not choose this.
We the American people except the MAGA cult members, did not choose this.
Commenter asserts group identity ('we the American people') and excludes an out-group ('MAGA cult members'), establishing us-vs-them framing around political identity.
Identity Assertion
0.85
@TesiaHope
Mar 4, 2025
Southern American here. I support Canada, am embarrassed by my country. We have a disgraceful ignoramus as a President. And millions of morons who support him.
Southern American here. I support Canada, am embarrassed by my country. We have a disgraceful ignoramus as a President. And millions of morons who support him.
Commenter asserts their national identity (Southern American) and contrasts it with disapproval of their own country's leadership, framing an us-vs-them dynamic.
@sambmont
Mar 4, 2025
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican …
If Indians want to feel like they're in India so bad they can go back to India.
Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican or even Chinese.
Asserts Canadian national identity as threatened by immigrant presence and demographic change, framed as us-vs-them.
arcane3877
Jan 27, 2026
This is how a leader talks
This is how a leader talks
Praises the speaker as an exemplary leader, implicitly contrasting with other leaders through comparative framing.
Identity Assertion
0.85
@DebraJones-ck3ee
Mar 4, 2025
Intelligent leader of a country that actually has brains.
Intelligent leader of a country that actually has brains.
Asserts Canadian national pride and superiority through praise of the country's leadership and intelligence.
Identity Assertion
0.85
@JoeBolt-w3z
Mar 4, 2025
California stands with Canada and the world, not with this fascist cult running our country.
California stands with Canada and the world, not with this fascist cult running our country.
Asserts sub-national (California) identity in solidarity with Canada against the US federal government, framing as ideological opposition.
@caz881
Mar 4, 2025
When this video goes down you peoples question ceo of youtube (who is indian) but now video is again on YouTube now will you praise that ceo?? Question to you all white peoples
When this video goes down you peoples question ceo of youtube (who is indian) but now video is again on YouTube now will you praise that ceo?? Question to you all white peoples
Uses racial categorization ('white peoples') and frames a scenario around ethnic/national identity while questioning fairness.
RishabhAgnihotri-e6m
Feb 3, 2026
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
Comment makes comparative claims about ethnic/religious groups and implies differential treatment based on identity categories, with undertones of threat/concern.
forthealphas
Feb 3, 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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