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
Whites are too kind and naive for their own good. They cant grasp these other races hate you.
Whites are too kind and naive for their own good. They cant grasp these other races hate you.
Uses racial categorization and us-vs-them framing ('Whites' vs 'other races') with an underlying threat narrative about intergroup hostility.
manager4409
Jan 29, 2026
The Canadian STUPID Liberal voter is to blame
The Canadian STUPID Liberal voter is to blame
Frames Canadian voters as 'stupid' and positions them against immigrants, using divisive us-vs-them language with implicit threat framing.
VirtueMastery
Jan 28, 2026
Im happy to be french canadian we dont have as many indians in Quebec 😅 I take africans over this anyday
Im happy to be french canadian we dont have as many indians in Quebec 😅 I take africans over this anyday
Asserts French-Canadian identity while expressing preference against Indian immigrants and demographic anxiety about ethnic composition.
kanelliza
Jan 28, 2026
Indians (most of them) don’t know how to assimilate into other country’s cultures! It’s pathetic!
Indians (most of them) don’t know how to assimilate into other country’s cultures! It’s pathetic!
Makes a sweeping claim about a specific ethnic group's inability to assimilate, framing cultural difference as failure.
onelonelyalien102
Jan 27, 2026
I stand with Trump and Putin
I stand with Trump and Putin
Declares political allegiance and positioning within a geopolitical us-vs-them framework.
Identity Assertion
0.85
@monsterkillsports3499
Mar 4, 2025
They dont want to assimilate into our culture, and there are A LOT of Indians here, and I NEVER see indians hanging out with white or black people, i only see them with other indians. …
They dont want to assimilate into our culture, and there are A LOT of Indians here, and I NEVER see indians hanging out with white or black people, i only see them with other indians. If u like india so much, why spend all your money to come here? It's true doe!
Expresses concern about cultural assimilation and ethnic segregation, framing immigrants as not integrating into 'our culture.'
Habslover74
Jan 28, 2026
Sh1tsk1ns gettín bussed in
Sh1tsk1ns gettín bussed in
Uses dehumanizing slur and expresses demographic anxiety about immigration changing Canada's composition.
John-o7w8b
Jan 28, 2026
I am proud to be a Canadian and stand forever with my beloved country.
I am proud to be a Canadian and stand forever with my beloved country.
Expresses national pride and belonging to Canada, asserting Canadian identity.
Identity Assertion
0.85
@SilkRoadAN
Mar 4, 2025
I'm an American and I stand with America. Anybody who lives in America and doesn't stand for America can GTFO.
I'm an American and I stand with America. Anybody who lives in America and doesn't stand for America can GTFO.
Strong us-vs-them framing asserting American national loyalty and exclusionary stance toward dissenters.
Identity Assertion
0.85
@ReverendAlfSharpton
Mar 4, 2025
In general I have no beef with Indians, but their accent is annoying af, and their expectation of making you work 16 hours a day because they used to work in a sweatshop has no …
In general I have no beef with Indians, but their accent is annoying af, and their expectation of making you work 16 hours a day because they used to work in a sweatshop has no place here.
Comment makes generalizations about Indian immigrants' work culture and accents while framing them as incompatible with Canadian norms, combining ethnic stereotyping with implicit threat concerns.
iamthelaw69
Jan 28, 2026
Don't you love how a bunch of white Euro trash complains about other immigrating. That white garbage needs to go back to Europe where they belong!
Don't you love how a bunch of white Euro trash complains about other immigrating. That white garbage needs to go back to Europe where they belong!
Uses dehumanizing language and reverse ethnic framing to assert belonging/exclusion based on racial identity.
BeyondAncientsX
Feb 26, 2026
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport …
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport trucks and they cant do the easiest jobs like take an order from fast food. Miserable quality of life and I'm not even in Brampton i feel bad for the people there.
Asserts Canadian identity while using sweeping negative stereotypes about an out-group to claim national decline.
HartLasracing
Jan 28, 2026
Dude just say it’s INDIA ….
Dude just say it’s INDIA ….
Commenter is making an implicit us-vs-them assertion by singling out India as the source of immigration, using identity-based framing.
Identity Assertion
0.85
sofieb1575
Oct 2, 2025
As a native Canadian, I feel like we have been taken over by the Indians.
As a native Canadian, I feel like we have been taken over by the Indians.
Asserts native Canadian identity while expressing demographic displacement anxiety, framing immigration as a takeover by a specific ethnic group.
camdenperry6312
Jan 27, 2026
Canada is a sovereign nation.It will never be a fifty first state trump pay attention
Canada is a sovereign nation.It will never be a fifty first state trump pay attention
Asserts Canadian sovereignty and independence, rejecting annexation framing.
@Marie-AngeZicher
Mar 4, 2025
Québecoise⚜️ ici et pour vrai ca commence a être dérangeant... j'en aurais long a dire, mais je vais en rester la. Les vrai savent de quoi il s'agit...
Québecoise⚜️ ici et pour vrai ca commence a être dérangeant... j'en aurais long a dire, mais je vais en rester la. Les vrai savent de quoi il s'agit...
Québécois identity assertion expressing concern about immigration becoming bothersome, with coded language suggesting in-group knowledge of unstated grievances.
Marie-lineBeauvais
Jan 28, 2026
Brotherrrrrr, Vancouver just the new little Delhi getting fuckin out of hand
Brotherrrrrr, Vancouver just the new little Delhi getting fuckin out of hand
Expresses concern about demographic change in Vancouver through ethnic stereotyping and us-vs-them framing ('new little Delhi').
cozy_2X
Jan 28, 2026
Brampton become New Delhi
Brampton become New Delhi
Uses ethnic/cultural comparison to suggest demographic replacement, implying loss of Canadian identity.
hardikpatelqa
Feb 26, 2026
i want these people out of my country
i want these people out of my country
Direct us-vs-them framing asserting national belonging and exclusionary sentiment toward immigrants.
grimmkind
Jan 28, 2026
I remember when I was in high school living in Toronto a bunch of Indians tried bullying us white kids lmao called themselves browntown
I remember when I was in high school living in Toronto a bunch of Indians tried bullying us white kids lmao called themselves browntown
Recounts a personal experience framed around ethnic/racial group conflict and identity boundaries.
fuckimbored5421
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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