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
INDIANS ARE BETTER THEN this 👉☪️🧕🇵🇰
INDIANS ARE BETTER THEN this 👉☪️🧕🇵🇰
Comparative identity claim asserting superiority of Indians over other groups, using symbols to reference other nationalities/religions.
Identity Assertion
0.85
Elvis-v4u
Jan 28, 2026
Turning canda into india is crazy. If you were there you should respect others country not turning it into your place my god
Turning canda into india is crazy. If you were there you should respect others country not turning it into your place my god
Expresses concern about cultural transformation and asserts that immigrants should assimilate rather than maintain their own culture.
jeprii9217
Jan 28, 2026
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court …
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court yards.
Uses inflammatory us-vs-them framing comparing White and Indian people, asserting negative stereotypes about both groups.
youtubee9479
Jan 28, 2026
More of a Punjabi problem
More of a Punjabi problem
Frames the issue as specific to Punjabi people, making an ethnic/regional identity assertion.
jyotpurohit9435
Jan 28, 2026
Actually native Indians/ abhorijans would say the same of Europeans
Actually native Indians/ abhorijans would say the same of Europeans
Uses historical comparison to assert that European settlement in North America parallels current immigration, framing it as an identity/belonging issue.
venkatraghavan8069
Jan 28, 2026
I've lived in Brampton all my life. I've seen it transform from a quiet, suburban farm town into "Little India" Legit, this was hard to watch...
I've lived in Brampton all my life. I've seen it transform from a quiet, suburban farm town into "Little India"
Legit, this was hard to watch...
Commenter shares lived experience while expressing concern about demographic and cultural transformation, framing it as loss of original identity.
Canadiansamurai
Jan 28, 2026
One thing I don’t like about Indians is they all want to be rich and don’t seem to send it back home. Thats why India is not rich and don’t even have many toilets.
One thing I don’t like about Indians is they all want to be rich and don’t seem to send it back home. Thats why India is not rich and don’t even have many toilets.
Stereotypes an ethnic group with sweeping generalizations about behavior and wealth, framed as identity-based criticism.
No_nosay
Jan 27, 2026
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians …
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians here not being rasict just dont want my culture and country to be tunred into india 2.0.
Commenter expresses anxiety about cultural displacement and demographic change while claiming not to be racist, framing immigration as threat to national identity.
pumpkinpie1509
Jan 28, 2026
Can’t stand the sight of them same in Ireland
Can’t stand the sight of them same in Ireland
Expresses xenophobic sentiment framing immigrants as unwelcome outsiders, combining identity-based rejection with implicit threat perception.
hoptops8627
Jan 27, 2026
Only westerns have been conditioned to have guilty feelings over being what is termed racist. It should be considered in group preference like the Chinese and Arabs practice. They won't be losing their cultural inheritance …
Only westerns have been conditioned to have guilty feelings over being what is termed racist. It should be considered in group preference like the Chinese and Arabs practice. They won't be losing their cultural inheritance and land anytime soon 🎉
Asserts in-group preference as natural and justified, framing Western guilt about racism as a cultural weakness compared to other groups.
karalaur2393
Jan 28, 2026
This speech makes me proud to be Canadian, and I’m not even Canadian lol
This speech makes me proud to be Canadian, and I’m not even Canadian lol
The commenter asserts pride in Canadian identity and values while expressing solidarity with the message, even as a non-Canadian.
@johanlovstedt832
Mar 4, 2025
proud Canadian here. We will be a better country in the end.. Hopefully Canadians are listening and keep the canadian trump out of office here.
proud Canadian here. We will be a better country in the end.. Hopefully Canadians are listening and keep the canadian trump out of office here.
Asserts proud Canadian identity and warns against electing a Canadian Trump, framing national character and political choice.
@Jenniferljeffrey
Mar 4, 2025
Beautiful he speaks two languages perfectly he should have told Trump where to go in French love Canada ?? ❤❤❤‼️? when we fight we win we will not lose to a dictator ‼️?? we are …
Beautiful he speaks two languages perfectly he should have told Trump where to go in French love Canada ?? ❤❤❤‼️? when we fight we win we will not lose to a dictator ‼️?? we are a proud country and we will protect our allies like we protected you in 9/11 . I was born in Quebec to a Canadian mother who spoke French and an English father proud of my heritage and my provinces ‼️‼️‼️❤️❤️??
Emphasizes Canadian pride, heritage, and national identity while expressing solidarity with allies and opposition to authoritarianism.
@CaroleGoodfellow-b8g
Mar 4, 2025
America first baby
America first baby
Nationalist assertion prioritizing American interests and identity.
Identity Assertion
0.85
@kingfelipe9564
Mar 4, 2025
? You liberal comunist idiots!!! you can't stop the inevidable ???? TRUMPS RIGHT AGAIN!!!!
? You liberal comunist idiots!!! you can't stop the inevidable ???? TRUMPS RIGHT AGAIN!!!!
Uses inflammatory identity-based language ('liberal communist idiots') combined with alarmist framing about inevitability and Trump's correctness.
@NoMoreme-bb7lx
Mar 4, 2025
I cant stand them they are disgusting filthy people they dont respect canadian culture 😤 💩🤮
I cant stand them they are disgusting filthy people they dont respect canadian culture 😤 💩🤮
Uses dehumanizing language and asserts cultural incompatibility, framing immigrants as threats to Canadian identity.
NorthStarStacker
Jan 27, 2026
Who cares about this weak little liberal
Who cares about this weak little liberal
Dismissive attack on a political figure using partisan language ('weak little liberal'), asserting in-group/out-group political identity boundaries.
Identity Assertion
0.85
@michaelsomales2264
Mar 4, 2025
USA doesn’t need Canada. They need us
USA doesn’t need Canada. They need us
Asserts American superiority and independence from Canada, framing relationship as asymmetrical power dynamic.
@oscali4071
Mar 4, 2025
We are very proud of our Prime Minister and our Country!??????????
We are very proud of our Prime Minister and our Country!??????????
Expression of national pride and identification with Canadian leadership and country.
Identity Assertion
0.85
@joeyhoney1
Mar 4, 2025
The white woman, unproductive, ungenerative, and now her use is less. Replaced by the brown. Whoop that white woman down.
The white woman, unproductive, ungenerative, and now her use is less. Replaced by the brown. Whoop that white woman down.
Comment uses racial framing and replacement anxiety, asserting ethnic identity hierarchies and demographic threat.
ShitWrangler
Jan 27, 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)