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
They need to make Brampton as Khalistan not India, Punjabi never liked india.
They need to make Brampton as Khalistan not India, Punjabi never liked india.
Asserts distinct Punjabi/Khalistan identity separate from India, reflecting ethnic/national identity claims within immigrant communities.
Identity Assertion
0.75
sherinalex4288
Jan 29, 2026
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
A hostile comment using racial slurs and reversing stereotypes, asserting ethnic identity through aggressive mockery of white people.
anubhavbajpai5330
Jan 29, 2026
this Coming from an American just screams deportation
this Coming from an American just screams deportation
Uses national identity (American) to frame a dismissive judgment, with sarcastic tone suggesting deportation threat.
AlexanderHelsen
Jan 27, 2026
I wasn't racist until 2025.
I wasn't racist until 2025.
Makes a provocative claim about becoming racist, likely sarcastic commentary on immigration discourse but asserts identity shift.
kylestoddart
Jan 29, 2026
What's flood our country?Because u love indian food.Are you f****** dumber then a rock
What's flood our country?Because u love indian food.Are you f****** dumber then a rock
The comment sarcastically dismisses pro-immigration arguments while making an us-vs-them distinction about cultural preferences.
supplyanddemand9366
Jan 29, 2026
Bottom line, if you come to visit Canada, just avoid Brampton and Toronto and you are good. But they are at all the Timmys, wherever the city/province, they have prirority over Timmys employement and no …
Bottom line, if you come to visit Canada, just avoid Brampton and Toronto and you are good. But they are at all the Timmys, wherever the city/province, they have prirority over Timmys employement and no i do not want to work there😂. Not a chance.
Expresses ethnic-based avoidance of certain cities and makes claims about employment discrimination, framed with in-group/out-group distinction.
mathi6943
Jan 28, 2026
White people are so mad, what goes around comes around motherfuckers😂😂😂😂😂😂😂
White people are so mad, what goes around comes around motherfuckers😂😂😂😂😂😂😂
Uses racial framing and humor to express resentment toward white Canadians, invoking historical grievance.
rahulreddy3558
Jan 28, 2026
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Comment asserts ethnic/cultural identity boundaries and expresses fear about group takeover, though the argument is incoherent and offensive.
ahmedal7414
Jan 29, 2026
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no …
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no though an immigrant building a giant statue of their god, rather one of them; no it's perfectly fine
The comment uses a double-standard argument to assert that Christian/Jewish religious symbols face different treatment than immigrant religious symbols, framing an us-vs-them dynamic.
saladtosser699
Jan 28, 2026
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
4:04 Just Because Of Some Only Punjabis Urge To Go Canada You Tell Whole Country Dirty😞🫥😔
The comment blames Punjabis for Canada's negative reputation, using a specific ethnic group to represent broader immigration concerns.
Identity Assertion
0.75
MAXSEEZ
Jan 28, 2026
I'm so sick of these people!
I'm so sick of these people!
Vague expression of frustration toward 'these people,' using us-vs-them framing without specific policy critique.
Corrie-Lee
Jan 28, 2026
Yeah but white people even dirtier
Yeah but white people even dirtier
Responds to ethnic stereotyping with counter-stereotyping, using identity-based comparison though possibly intended as sarcastic pushback.
KennethBurrell-d4c
Jan 29, 2026
That upper class is Sikh. 😊
That upper class is Sikh. 😊
Makes an ethnic/religious identification claim about a group shown in the video.
Identity Assertion
0.75
yogeshsangh5127
Jan 29, 2026
Fugging dirty colonizers
Fugging dirty colonizers
Frames Canadians as colonizers in an us-vs-them identity assertion, with implicit moral critique of historical colonialism.
Dude-HardAF
Jan 29, 2026
khalistans not Indians btw, get your facts checked you idiot
khalistans not Indians btw, get your facts checked you idiot
Asserts distinction between Khalistan separatists and Indians, making identity/political categorization claims.
Identity Assertion
0.75
VikingBoatOfficial
Jan 29, 2026
The guy on the bike is saying what we all think
The guy on the bike is saying what we all think
Expresses agreement with an apparent anti-immigration figure in the video, using in-group language ('we all think').
martinmcfarlane8806
Jan 29, 2026
Cry more muslims 😂😂😂😂 crying hard in comment section 😂😂😂😂😂😂 fuck islam 😂😂😂😂🖕🤮🤮🤮🤮🇵🇰
Cry more muslims 😂😂😂😂 crying hard in comment section 😂😂😂😂😂😂 fuck islam 😂😂😂😂🖕🤮🤮🤮🤮🇵🇰
Mocking and hostile commentary targeting Muslims and Islam, using humor as a vehicle for identity-based antagonism.
pwila-v4u
Jan 29, 2026
i’m finding that most people in this video are really racist so not stereotypical canadians
i’m finding that most people in this video are really racist so not stereotypical canadians
Distinguishes between racist individuals in the video and 'stereotypical Canadians,' asserting a national identity boundary.
rowdapro3561
Jan 29, 2026
Bike guy is honest and true
Bike guy is honest and true
Brief endorsement of the 'bike guy' as honest and true, implicitly validating his identity-based framing of immigration issues.
Identity Assertion
0.75
Lightpetey
Jan 29, 2026
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Accuses the creator of cowardice and selective targeting of Indian immigrants while avoiding confrontation with Muslims, framing it as cultural protectionism.
Diwakarranaedix
Jan 29, 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)