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
It is okay as long as they are Sikh people, just don't let the puppeteers.
It is okay as long as they are Sikh people, just don't let the puppeteers.
Expresses conditional acceptance based on religious/ethnic identity (Sikhs) and makes vague unsubstantiated claims about 'puppeteers.'
Jeeettttttt
Oct 13, 2025
If you are watching Trump, this is leadership.
If you are watching Trump, this is leadership.
Frames Trump as exemplary leadership, implicitly positioning supporters as aligned with 'true' leadership values.
Identity Assertion
0.70
@terencecarberry9240
Mar 4, 2025
I am the Punjab
I am the Punjab
Brief identity assertion claiming affiliation with Punjab, likely expressing ethnic or regional identity.
Identity Assertion
0.70
IamRanJos
Feb 17, 2026
smelly >>>??
smelly >>>??
Derogatory comment using ethnic stereotyping, though minimal context makes classification somewhat uncertain.
Identity Assertion
0.70
BalochBalochi-d2q
Nov 6, 2025
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything …
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything they do, is to teach or make people run away and leave. I don't get it.
Frames immigrants as outsiders with negative intent ('make people run away'), combining cultural othering with implied threat.
GREGH01.
Nov 13, 2025
Latinos4Trump
Latinos4Trump
Identity claim asserting Latino support for Trump, relevant to broader political positioning in immigration discourse.
Identity Assertion
0.70
@MichaelScoggens
Mar 4, 2025
This is what a real president sounds like ?
This is what a real president sounds like ?
Comparative assertion about leadership qualities with implicit national/political identity framing.
Identity Assertion
0.70
@vincentwashington7930
Mar 4, 2025
Make Canada great again
Make Canada great again
Slogan invoking national greatness and identity, though vague in specific policy reference.
Identity Assertion
0.70
Raymond5505-p2f
Nov 21, 2025
This has nothing to do with me or most of my intellectual friends in America. Trump is on his own.
This has nothing to do with me or most of my intellectual friends in America. Trump is on his own.
Commenter distances themselves from Trump and his supporters by asserting intellectual superiority and separate identity from 'his' America.
@willhammondjr
Mar 4, 2025
This is a true leader, Canadian are now regretting that he resigned
This is a true leader, Canadian are now regretting that he resigned
Asserts national identity through regret about a leader's departure and frames him as embodying Canadian values.
@iykechinkeTv
Mar 4, 2025
Indians and Jews are the same.
Indians and Jews are the same.
Sweeping categorical claim equating two distinct ethnic/religious groups, reflecting identity-based framing.
batzzman11
Jan 27, 2026
Who cares about Canada ?
Who cares about Canada ?
Dismissive rhetorical question expressing indifference or rejection of Canada's relevance, reflecting us-vs-them framing.
Identity Assertion
0.70
@Dunebashing88
Mar 4, 2025
Pls understand the whitr man said ia correct so many upper class hindus there they merged to canadian culture
Pls understand the whitr man said ia correct so many upper class hindus there they merged to canadian culture
Makes claims about ethnic/class groups ('upper class hindus') and cultural assimilation, with unclear and potentially inaccurate framing.
dianamoses7835
Jan 27, 2026
a lot of scammers
a lot of scammers
Brief stereotype-based claim about a demographic group without substantiation or context.
ikhebebola
Jan 27, 2026
Go to the Drivetest in Brampton and see who the Driving Instructors are.
Go to the Drivetest in Brampton and see who the Driving Instructors are.
Implies a demographic claim about hiring practices in a specific location, suggesting ethnic composition as evidence of problematic change.
mandude55
Jan 27, 2026
It's weird I'm native live on Rez.... Weirdo when asked him if feels like a stranger In his own country......... Very weird
It's weird I'm native live on Rez.... Weirdo when asked him if feels like a stranger In his own country......... Very weird
Expresses indigenous identity and belonging concerns, noting the irony of a native person feeling like a stranger in their own country.
pmolafl
Feb 17, 2026
They're getting away from their garage mountain country.
They're getting away from their garage mountain country.
Uses derogatory stereotyping ('garage mountain country') to characterize immigrants' origins, combining ethnic framing with unverified claims.
Tony-rw1yj
Jan 27, 2026
all Africans lol
all Africans lol
Makes a sweeping, stereotyping generalization about Africans without context or evidence, asserting ethnic/national boundaries.
TiannaFrankBear
Jan 28, 2026
Psych Andrew dice Clay said if you can't speak the language get the f out and I'm not talking about French they call Alberta traders but we speak English here
Psych Andrew dice Clay said if you can't speak the language get the f out and I'm not talking about French they call Alberta traders but we speak English here
Asserts English-language requirement for belonging in Canada and references regional identity, using celebrity quote to reinforce exclusionary language-based membership criteria.
EricjSchuh
Feb 17, 2026
Bro just look at Surrey BC.... and the common denominator isssssss? Hmmmmmmmmmmmmmm
Bro just look at Surrey BC.... and the common denominator isssssss? Hmmmmmmmmmmmmmm
Uses leading question and ellipsis to imply ethnic/cultural causation for problems in Surrey, employing dog-whistle rhetoric.
vaporizejello
Feb 3, 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)