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
Not great but still way better than anything Islam!
Not great but still way better than anything Islam!
Comparative ranking of religious/cultural groups with implicit superiority claim, framing one group as preferable to another.
benny1975
Sep 22, 2025
True Canadians want lower immigration. The only ones that don't are foreigners living in Canada and neoliberal globalists. Canada has a population of about 41 million people right now. Only about 28 million are actual …
True Canadians want lower immigration. The only ones that don't are foreigners living in Canada and neoliberal globalists. Canada has a population of about 41 million people right now. Only about 28 million are actual "Canadians".
Claims about who counts as 'true Canadian' and uses false population statistics to frame an us-vs-them distinction, combining identity assertion with demonstrably false claims.
TylerDurden1975-o1x
Feb 11, 2026
Finally this is our Prime Minister. We won't back down! PROUD CANADA ??
Finally this is our Prime Minister. We won't back down! PROUD CANADA ??
Expresses national pride and solidarity with Canadian leadership through identity-based language ('PROUD CANADA').
Identity Assertion
0.85
@jackzulauf5055
Mar 4, 2025
You cannot mix 3rd world ppl with canadians. Will never work
You cannot mix 3rd world ppl with canadians. Will never work
Asserts incompatibility between groups based on national/cultural identity, framing integration as impossible.
stephanebanon5483
Sep 23, 2025
I’m native Canadian, I grew up in a neighborhood full of Indians and it was rare to be in the same class with another native in a class full of foreigners, I felt like a …
I’m native Canadian, I grew up in a neighborhood full of Indians and it was rare to be in the same class with another native in a class full of foreigners, I felt like a stranger in my own country
First-person account expressing alienation and us-vs-them framing about being a native Canadian minority in a diverse classroom.
L3million-xx
Mar 3, 2026
Not all Americans endorse this.
Not all Americans endorse this.
American distancing themselves from Trump administration policies, asserting alternative American identity and values.
@Zindo.Majesty.HisMajesty
Mar 4, 2025
2012 I visit Brampton and there were more Sikhs than in Punjab. I just leave and it was a good decision. Brampton is Poor Punjab now, only small percentage of Sikhs are rich in Brampton.
2012 I visit Brampton and there were more Sikhs than in Punjab.
I just leave and it was a good decision.
Brampton is Poor Punjab now, only small percentage of Sikhs are rich in Brampton.
Commenter describes visiting Brampton, observing demographic change, and framing it as cultural displacement ('Poor Punjab'), asserting a sense of threatened identity and belonging.
Kenkalsi
Sep 26, 2025
I would not eat the food if Indians were cooking and serving it
I would not eat the food if Indians were cooking and serving it
Expresses ethnic/cultural prejudice and refusal based on national origin, framing immigrants as undesirable.
robertfoster7807
Feb 14, 2026
question=are whites NATIVES of americas ( north and south)????? answer= no, native populations were systematically ethinically cleansed and ki**ed through multiple genocides and last 2/3 centuries..... majority of WHITES in americas are from europe and …
question=are whites NATIVES of americas ( north and south)?????
answer= no, native populations were systematically ethinically cleansed and ki**ed through multiple genocides and last 2/3 centuries.....
majority of WHITES in americas are from europe and have occupied the lands for only 8-10 generations
in short whites are native population.
Asserts claims about native vs. non-native populations and ethnic identity in the Americas, framed through historical grievance and moral judgment about displacement.
barashah1171
Feb 13, 2026
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Makes dehumanizing ethnic stereotypes and expresses national/cultural prejudice against Indian immigrants.
MeesamJan-h5g
Feb 10, 2026
Indian is the worst. Any elements you name it they are the worst
Indian is the worst. Any elements you name it they are the worst
Makes sweeping negative generalizations about an ethnic group across multiple domains, asserting an us-vs-them framing with unsubstantiated claims.
cudot2602
Feb 8, 2026
The well mannered and actually civilized high IQ Punjabs are the reason why Canada thought letting Indians in was a good idea btw, it's the same thing Canada did in the 80s-00s; they liked Hong …
The well mannered and actually civilized high IQ Punjabs are the reason why Canada thought letting Indians in was a good idea btw, it's the same thing Canada did in the 80s-00s; they liked Hong Kongers and thought letting in piss poor low IQ mainland Chinese was a good idea.
Canada never learned anything and never will.
Uses racial/ethnic stereotyping and IQ-based hierarchies to frame immigration groups, combining identity-based us-vs-them framing with false generalizations about populations.
mehmehmehmehmehmehmeh
Feb 9, 2026
CNN = pro Canada Anti American .....makes me sick ....Canadian = someone punches them in the face and they say I'm sorry .
CNN = pro Canada Anti American .....makes me sick ....Canadian = someone punches them in the face and they say I'm sorry .
Commenter uses stereotypical characterization of Canadian identity ('someone punches them in the face and they say I'm sorry') and frames CNN as anti-American, invoking national identity and us-vs-them framing.
@zhoen71
Mar 4, 2025
The worst part about Indians is how utterly racist they are to other races in Canada. They meatride white people so hard just for jobs. But the moment they interact with anybody else even remotely …
The worst part about Indians is how utterly racist they are to other races in Canada.
They meatride white people so hard just for jobs. But the moment they interact with anybody else even remotely melanted, they just treat them like trash.
Litterally just bringing the caste system to Canada. You dont hate em enough
Makes sweeping generalizations about Indian immigrants' racism and behavior, framing them as a threat to social cohesion while presenting unsubstantiated claims about their treatment of other groups.
honkhonk8009
Sep 22, 2025
The main reason for bad behaviour in Brampton is the kind of uneducated people from Punjab getting in there using illegal means. I know many people from Punjab who've honge into Canada who cannot speak …
The main reason for bad behaviour in Brampton is the kind of uneducated people from Punjab getting in there using illegal means. I know many people from Punjab who've honge into Canada who cannot speak 3 lines in English properly.
Makes sweeping negative generalizations about Punjabi immigrants, combining unverified claims with ethnic stereotyping and exclusionary framing.
dv7033
Feb 8, 2026
there's too many white Canadians in Canada. *LET THEM IN*
there's too many white Canadians in Canada. *LET THEM IN*
Uses demographic framing ('too many white Canadians') and inverts typical immigration rhetoric in a provocative identity-based statement.
JKnksrsly
Feb 13, 2026
Fax bro these stupid dumb Indians lie and say they are coming to study but just leave behind a big mess bro.
Fax bro these stupid dumb Indians lie and say they are coming to study but just leave behind a big mess bro.
Uses ethnic stereotyping and sweeping generalizations about Indian immigrants, framed as an us-vs-them assertion with unsubstantiated claims about their behavior.
JazzyJ11
Feb 3, 2026
Can’t stand the, durka’s!
Can’t stand the, durka’s!
Uses derogatory slur to express disdain for a specific ethnic/religious group, establishing hostile in-group/out-group distinction.
Identity Assertion
0.85
BLASTER1989
Sep 21, 2025
Many Indians moved to Western countries seeking a fresh start away from India, yet over time they recreated small versions of India there — and now some of them feel dissatisfied with that very outcome.
Many Indians moved to Western countries seeking a fresh start away from India, yet over time they recreated small versions of India there — and now some of them feel dissatisfied with that very outcome.
Observes that Indian immigrants recreated Indian culture in Canada, framing this as ironic identity contradiction.
AthariAcademy
Feb 14, 2026
Way too many Indians ... Jagmeet and Trudeau ruined this country
Way too many Indians ... Jagmeet and Trudeau ruined this country
Expresses demographic anxiety about Indian immigration and blames political leaders, framing immigration as a threat to national identity.
Kevin-sq1fk
Feb 14, 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)