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
Born just 1 hour away from here, I can tell you it's not just Brampton. Indians have basically taken over all surrounding areas and nobody likes it.
Born just 1 hour away from here, I can tell you it's not just Brampton. Indians have basically taken over all surrounding areas and nobody likes it.
Asserts ethnic/cultural displacement narrative with us-vs-them framing ('taken over') and claims of widespread disapproval.
6rasshopper
Jan 27, 2026
As an American I stand with America!
As an American I stand with America!
Simple declaration of national allegiance and solidarity with America, establishing in-group identity.
Identity Assertion
0.90
@MyselfIncognito-h1h
Mar 4, 2025
Are we in India? No!!! But there are to many Indians in, our!! Country
Are we in India? No!!! But there are to many Indians in, our!! Country
Commenter asserts Canadian national identity and expresses concern about Indian demographic presence, framing it as an us-vs-them issue.
adagonzalez8710
Jan 27, 2026
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Duplicate of previous comment asserting Haitian identity with flag emojis.
Identity Assertion
0.90
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
They are not Indians but Pajeets, So stop Calling them Indians
They are not Indians but Pajeets, So stop Calling them Indians
Uses a derogatory slur to deny legitimate identity and belonging, asserting an us-vs-them distinction based on ethnicity.
Identity Assertion
0.90
Shivani-kw9kx
Feb 24, 2026
The comment section stinks of poopjeets
The comment section stinks of poopjeets
Uses dehumanizing ethnic slur to dismiss and demean commenters in the discussion.
POOPJEET-f2q
Feb 24, 2026
dude majority of these indians can barely speak english and they stink so bad bro
dude majority of these indians can barely speak english and they stink so bad bro
Makes dehumanizing stereotypical claims about a specific ethnic group based on language and appearance.
arthurmorgansrev
Feb 5, 2026
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
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. …
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. They favour their own over you and are blatant about it. Once you look into their izzat system, everything makes more sense. They are not compatible, they don't want to be. They smell awful, act awful, and then pretend to be surprised when people don't like it. Often literally retarded. Brazenly two-faced.
Presents sweeping negative stereotypes about a group's cultural practices and character, framing them as fundamentally incompatible with the commenter's in-group.
VictorKane115
Jan 27, 2026
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me …
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me calling me a stupid white boy and many other things and because I’m white it’s okay apparently
Claims of demographic replacement and reverse discrimination framed through racial identity, expressing anxiety about white identity and perceived victimization.
davidbrice25
Jan 27, 2026
United Canada for ever!!!!
United Canada for ever!!!!
Asserts national identity and unity with emphatic patriotic language emphasizing Canadian cohesion.
Identity Assertion
0.90
@michaelghebre7289
Feb 21, 2026
Would rather a Hindi or sikh over a Muslim any day
Would rather a Hindi or sikh over a Muslim any day
Expresses preference for certain immigrant groups over others based on religious/ethnic identity, establishing hierarchical us-vs-them framing.
Identity Assertion
0.90
knowitallll
Jan 27, 2026
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
i cry everyday , i love people , but the somali and indian race are honestly dirty ,, when youre own country is disgusting , why come here to make our country nasty asf
Makes dehumanizing racial stereotypes about Somali and Indian people, framing them as threats to national cleanliness and quality of life.
apexsurvivalgaming5092
Jan 27, 2026
Real Canadians don’t like Brampton send them all back home
Real Canadians don’t like Brampton send them all back home
Asserts exclusive national identity ('Real Canadians') and uses xenophobic framing to exclude immigrants from Brampton.
gweedo902
Jan 28, 2026
cant they atleast dress like canadians.
cant they atleast dress like canadians.
Asserts a boundary between 'Canadian' dress/identity and immigrant dress, implying newcomers should conform to dominant cultural norms.
Identity Assertion
0.90
zat0076
Sep 19, 2025
Come to NS. Canada needs to be renamed India
Come to NS. Canada needs to be renamed India
Suggests renaming Canada to 'India,' using demographic anxiety and identity-based framing to express concern about cultural change.
janicemcnutt4857
Jan 27, 2026
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Makes sweeping negative generalizations about an ethnic group and frames them as threats to Canadian culture, with explicit us-vs-them framing.
canadiansfirst3636
Jan 28, 2026
Trudeau brought the Poonjabis from India's Poonjab uncivilized and doesn't fit in Western culture. Trudeau must be put in jail.
Trudeau brought the Poonjabis from India's Poonjab uncivilized and doesn't fit in Western culture. Trudeau must be put in jail.
Makes ethnic/cultural identity claims about incompatibility with Western culture and calls for punitive action against political leader.
Hazara26
Jan 20, 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
BORN IN CANADA RAISED IN INDIA
BORN IN CANADA RAISED IN INDIA
Direct statement about dual national/cultural identity with emphasis on birthplace versus upbringing.
Identity Assertion
0.90
rusty9350
Jan 29, 2026
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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)