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
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
Of course it’s the invasive species.
Of course it’s the invasive species.
Uses dehumanizing language ('invasive species') to frame immigrants as threats to national identity and belonging.
RoyMcCoy121
Sep 29, 2025
you forgot to ask the canadian born indian.. they dont want them here either
you forgot to ask the canadian born indian.. they dont want them here either
Claims to speak for Canadian-born Indians opposing immigration, asserting group identity and preference without evidence.
averagegamingdad3516
Sep 27, 2025
Oh boy she’s Indian too
Oh boy she’s Indian too
Identifies the speaker's ethnicity/nationality with implicit us-vs-them framing, suggesting surprise or judgment based on identity.
Identity Assertion
0.75
emilyt4323
Sep 28, 2025
Canada has become Fraudistan.
Canada has become Fraudistan.
Uses inflammatory language renaming Canada as 'Fraudistan,' asserting national identity concerns through hyperbolic framing.
MarcinMoka1
Sep 29, 2025
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
Make Canada great again..
Make Canada great again..
Uses nationalist slogan implying Canada has declined, framing immigration as a national decline issue.
eyesopen6110
Sep 29, 2025
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
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
Makes generalizations about Indian immigrants' mindset and uses ethnic stereotyping while dismissing complaints as typical behavior.
ShubhamSingh-jk2qz
Sep 26, 2025
The red in the Canadian flag is slowly turning saffron🧡
The red in the Canadian flag is slowly turning saffron🧡
Uses symbolic imagery (saffron color) to suggest Indian cultural takeover of Canada, combining identity assertion with sarcastic tone.
i4niable
Sep 26, 2025
The slums of Canada
The slums of Canada
Derogatory characterization of Brampton as slums, implying demographic/cultural decline and loss of place identity.
mrs.natashaellwood8634
Sep 23, 2025
Indians are taking over the world😂😂
Indians are taking over the world😂😂
Joking assertion about Indian global dominance, framed as us-vs-them demographic anxiety with comedic tone.
Naples-Florida
Sep 23, 2025
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
These turban dudes don't even consider themselves Indian. Apparently, they come from a place called Sikhistan.
These turban dudes don't even consider themselves Indian. Apparently, they come from a place called Sikhistan.
Dismisses Sikh identity and belonging, asserting they don't identify as Indian, with derogatory language ('turban dudes').
chaos-meniscus
Sep 27, 2025
This guy's has taxed the idiot Canadians up the ass. Keep jacking up the tarrifs trump and teach them a lesson. And I am not interested in anything this loser says.
This guy's has taxed the idiot Canadians up the ass. Keep jacking up the tarrifs trump and teach them a lesson. And I am not interested in anything this loser says.
Frames Canada negatively ('idiot Canadians') and expresses support for punitive tariffs as a form of national competition and dominance.
@joannlindsey4081
Mar 4, 2025
It is interesting whites in canada are not called europeans although they are not native to canada like original natives. Take the truth pill and stop lying that immigrants do not pay taxes.
It is interesting whites in canada are not called europeans although they are not native to canada like original natives. Take the truth pill and stop lying that immigrants do not pay taxes.
Makes a comparative identity argument about European settlers vs. immigrants, with an unsubstantiated claim about immigrant tax contributions.
mandarpeshwe1994
Sep 21, 2025
Kevin o Leary is acting like a MAGA PERSON
Kevin o Leary is acting like a MAGA PERSON
Commenter uses political identity labeling (MAGA) to categorize Kevin O'Leary as part of an opposing ideological group.
Identity Assertion
0.75
@mikeb7929
Mar 4, 2025
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
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
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
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)