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
Search & Filter
Identity Assertion
5,512 comments
This is how a president should conduct himself a true leader
This is how a president should conduct himself a true leader
Assertion of what constitutes proper leadership and national conduct, establishing standards for 'true' leadership.
Identity Assertion
0.85
@AberdeenMecca
Mar 4, 2025
Its browntown❤ now🎉
Its browntown❤ now🎉
Observation of demographic change in a city with celebratory tone, asserting new ethnic/cultural identity of the place.
Identity Assertion
0.85
harmanrai9319
Oct 1, 2025
should’ve gone to Surrey in BC its like 95% indian
should’ve gone to Surrey in BC its like 95% indian
Comment uses demographic observation to assert ethnic/cultural identity concerns about changing neighborhood composition.
Nic-so3zn
Jan 27, 2026
Bloody Indians
Bloody Indians
Derogatory ethnic slur expressing in-group/out-group hostility and identity-based rejection.
Identity Assertion
0.85
AS-if5jg
Oct 1, 2025
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Uses sarcasm to frame a double-standard argument about racial treatment, asserting differential treatment based on ethnicity.
GauravKumar-qr8pt
Jan 27, 2026
let them go back to their own country!
let them go back to their own country!
Expresses exclusionary us-vs-them framing demanding immigrants leave, with implicit threat undertones.
atchiikun382
Jan 27, 2026
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people. As the one white dude said, they got the …
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people.
As the one white dude said, they got the best of the worst aka much rather have Sikhs than the violent African groups .
Uses ethnic/religious categorization to rank immigrant groups, framing Sikhs as preferable to 'violent African groups' in an us-vs-them hierarchy.
LetsAlllUseOurBrains
Jan 27, 2026
White liberals are a cancer that white people must deal with.
White liberals are a cancer that white people must deal with.
Divisive identity-based claim framing one group as a threat to another, using inflammatory language about racial/political identity.
G8Knight
Jan 27, 2026
Make your khalistaan in Canada 🇨🇦 Khalistaanis are terrorists
Make your khalistaan in Canada 🇨🇦
Khalistaanis are terrorists
Asserts ethnic/political identity (Khalistan) while labeling a group as terrorists, combining identity claims with threat framing.
AnkitYadav-l8j8b
Jan 27, 2026
Nobody wants Indians in their country
Nobody wants Indians in their country
Sweeping generalization about national/ethnic rejection framed as a universal fact, expressing exclusionary identity boundaries.
userdata5023
Jan 27, 2026
In Canada every Tim Hortons is like that it's become known as Singh Hortons Also real native Canadians don't like the word "assimilate" after what was done to the indigenous
In Canada every Tim Hortons is like that it's become known as Singh Hortons
Also real native Canadians don't like the word "assimilate" after what was done to the indigenous
Asserts ethnic/cultural identity concerns (naming Tim Hortons after Singh) and invokes historical injustice to indigenous peoples as a moral counterpoint to assimilation discourse.
Dizxc
Jan 27, 2026
Indians want to turn Canada into the same place they left... while getting paid for the privilege.
Indians want to turn Canada into the same place they left... while getting paid for the privilege.
Makes a sweeping claim about immigrant intentions ('turn Canada into the same place') without evidence, framed as group behavior.
spoonsarefun
Jan 27, 2026
They are Punjabis not indians
They are Punjabis not indians
Asserts a distinction between Punjabi and Indian identity, establishing categorical boundaries.
Identity Assertion
0.85
habnigga9349
Jan 27, 2026
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Claims that Surrey and Brampton 'belong to Punjab,' asserting ethnic/cultural territorial claims with implicit threat framing.
YRPAudit
Jan 27, 2026
No surprise. We need to stop bringing in so many Indians, well we’re at it, send back the hundreds of thousands brought in already over the past 5 years
No surprise. We need to stop bringing in so many Indians, well we’re at it, send back the hundreds of thousands brought in already over the past 5 years
Expresses ethnic targeting and us-vs-them framing while critiquing immigration policy, with primary focus on excluding a specific national group.
VahdaMage
Oct 1, 2025
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Addresses identity contradictions and xenophobic labeling, warning a Hispanic commenter they too are viewed as invaders by white racists.
siddharthsharma6171
Jan 27, 2026
Canadian Sikhs wants punjab to sikh state but don't want to leave canada !! Also majority of them arnt indians they're Canadian Sikhs .
Canadian Sikhs wants punjab to sikh state but don't want to leave canada !!
Also majority of them arnt indians they're Canadian Sikhs .
Makes claims about Sikh identity, national loyalty, and distinguishes between ethnic and national categories in an us-vs-them framing.
Identity Assertion
0.85
Arain221
Jan 27, 2026
India is one giant scam call centre. All should be denied healthcare. Colleges need to be shutdown.
India is one giant scam call centre. All should be denied healthcare. Colleges need to be shutdown.
Stereotypes India and Indians, denies healthcare based on national origin, framing them as threats and outsiders.
Picklelipsproductions
Oct 1, 2025
Why do ppl go to another country only to build their baggage there instead of just staying in their own country? It's like every religion wants to take over certain countries with their religion I …
Why do ppl go to another country only to build their baggage there instead of just staying in their own country? It's like every religion wants to take over certain countries with their religion I didn't understand y they just dont stay in their own country
Questions immigrants' assimilation and frames religious/cultural practices as invasive takeover, asserting national identity boundaries.
chantalince8452
Feb 17, 2026
You yourself is Europeans invaders Scion
You yourself is Europeans invaders Scion
Uses historical framing of European colonization to challenge native-born Canadians' claims to national belonging and ownership.
Hobbit_2024
Feb 16, 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)