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
The majority vote share owns the country. This is happening because there's nothing unifying the Canadian people, but Indians are unified under their religion so they easily develop a common goal.
The majority vote share owns the country.
This is happening because there's nothing unifying the Canadian people, but Indians are unified under their religion so they easily develop a common goal.
Claims about unified vs. disunified groups based on religion/ethnicity, framing immigrants as a cohesive threat to national identity.
sonysunny9248
Feb 23, 2026
Why even move to a new country if you just make it like the one you left?????
Why even move to a new country if you just make it like the one you left?????
Expresses concern about cultural preservation and assimilation, framing immigration as a threat to national distinctiveness.
sheadougherty5092
Jan 27, 2026
Imagine leaving your shithole of a country just to find a bunch of your countrymen turning your adopted nation into the shithole you left. Wild.
Imagine leaving your shithole of a country just to find a bunch of your countrymen turning your adopted nation into the shithole you left. Wild.
Expresses concern about immigrants reproducing problems from their origin countries in Canada, framing it as an us-vs-them identity issue with underlying demographic anxiety.
angelmartinezfromponce
Jan 27, 2026
Brampton is little india. House prices lower and crime way higher.
Brampton is little india. House prices lower and crime way higher.
Frames a neighborhood through ethnic identity ('little india') and couples it with economic/crime concerns to suggest demographic change as problematic.
aw8951
Jan 27, 2026
indians have ruined Canada. I don't understand Canada's fascination with these dirty things
indians have ruined Canada. I don't understand Canada's fascination with these dirty things
Dehumanizing ethnic slur and false generalization blaming a specific group for national problems, combining xenophobic identity assertion with misinformation.
D37fit
Jan 27, 2026
Can’t wait for all the white girls to turn brown later generation
Can’t wait for all the white girls to turn brown later generation
Expresses demographic anxiety about racial/ethnic change framed as an us-vs-them concern about future generations.
MelbourneConstructionBoi67
Jan 27, 2026
Canadians are immigrants bro. Actual Canadians are very less. Not all the white peoples are Canadian here.
Canadians are immigrants bro. Actual Canadians are very less. Not all the white peoples are Canadian here.
Challenges the notion of who counts as 'Canadian' by asserting that all Canadians are immigrants and questioning the whiteness-Canadian equivalence.
MrKarlmarx555
Aug 26, 2025
WE DON'T WANT THEM HERE
WE DON'T WANT THEM HERE
Blanket exclusionary statement using collective pronouns to assert in-group rejection of immigrants as outsiders.
krazy.35
Jan 27, 2026
Brampton otherwise known as Bramladesh
Brampton otherwise known as Bramladesh
Derogatory nickname combining city name with ethnic reference, using satire to express identity-based criticism.
brandon8900
Jan 23, 2026
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Uses ethnic stereotyping and us-vs-them framing ('they ruin everywhere they go') combined with unsubstantiated claims about immigration patterns and negative generalizations.
Sir.T
Jan 27, 2026
They dude on the bike is how ever Canadian feels just very mature and polite come to Alberta hahaha
They dude on the bike is how ever Canadian feels just very mature and polite come to Alberta hahaha
Characterizes a person as embodying Canadian identity traits (maturity, politeness) and invites others to Alberta, asserting cultural identity.
Time.Info.24
Jan 27, 2026
Canada become Indian 2.0, congrat
Canada become Indian 2.0, congrat
Expresses demographic anxiety through comparative framing, suggesting Canada is being replaced by Indian culture, with dismissive tone.
nguachi3n
Aug 25, 2025
Wow… as someone who lives in the GTA finally getting a true glimpse into this is insane. These people are truly a cancer to our country
Wow… as someone who lives in the GTA finally getting a true glimpse into this is insane. These people are truly a cancer to our country
Uses dehumanizing language ('cancer') to frame a specific immigrant group as fundamentally incompatible with national identity and belonging.
TerpyNugsCA
Jan 27, 2026
Why are they dirty those 🇮🇳
Why are they dirty those 🇮🇳
Makes a dehumanizing ethnic stereotype without factual basis, asserting negative identity claims.
nusaania2950
Jan 27, 2026
Indians will do anything to exit India and go to Canada..
Indians will do anything to exit India and go to Canada..
Makes a generalization about Indian nationals' motivations to emigrate, framing them as desperate to leave their country.
harshrealities830
Jan 27, 2026
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Uses dehumanizing stereotypes and false historical claims to assert cultural/religious superiority while dismissing an entire nation as inherently inferior.
willysayn2212
Jan 27, 2026
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white …
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white country fall, one by one. Neo marxism is destroying EU right now as well. Those white leaders from many countries now are just a bounch of nobodies.
Comment frames immigration through racial/ethnic identity categories (white vs. Indian), expresses demographic anxiety, and makes conspiratorial claims about intentional demographic replacement.
Dicomess
Jan 27, 2026
I still love my country idgaf
I still love my country idgaf
Asserts patriotic attachment to country despite apparent criticism in surrounding discourse, claiming national identity and belonging.
Identity Assertion
0.85
P0OF05
Jan 27, 2026
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
East Indian Canadians are the most racist people Ive experienced. They seem to hold a real grudge towards first nation Canadians and really seek them out to abuse them.
Makes a sweeping ethnic generalization claiming a specific group is racist, combining identity-based framing with an unsubstantiated claim.
WalterG33
Jan 27, 2026
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
Makes sweeping generalizations about ethnic/religious groups' character traits while constructing hierarchies of worthiness based on national origin.
alpham9990
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)