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
Tyler Oliveira is literally a latino yet he's trying to be racist towards his own kind and others.
Tyler Oliveira is literally a latino yet he's trying to be racist towards his own kind and others.
Challenges the creator's ethnic identity and accuses him of hypocrisy, framing the argument around in-group/out-group belonging.
MrKrabs-du7ss
Jan 29, 2026
Bruh living for 3 years and still can't learn the language
Bruh living for 3 years and still can't learn the language
Criticizes immigrants for not assimilating linguistically, implying they don't belong or meet integration expectations.
quanta8382
Jan 29, 2026
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Bike guy 100% correct, Muslims and Africans from Africa are the problem, Indians are chill af and don’t force their religion on you
Stereotypes specific immigrant groups as problematic while ranking others as acceptable, framing an us-vs-them division.
nationindutch
Jan 29, 2026
As long as they are not muslims. The muslims ones can stay in India
As long as they are not muslims. The muslims ones can stay in India
Explicitly excludes Muslims from acceptable immigration while ranking other groups, framing religious identity as incompatible with Canadian belonging.
jeromyzwiers1452
Jan 29, 2026
NE quadrant of Calgary AB, white people rare sight
NE quadrant of Calgary AB, white people rare sight
Observes demographic change in a specific location, implying concern about white Canadian presence and shifting community composition.
scottmedinski4519
Jan 29, 2026
All these bon white Europeans gotta go that came here in the last 4 decades
All these bon white Europeans gotta go that came here in the last 4 decades
Makes a replacement claim targeting European immigrants, asserting that they should leave based on arrival timing and ethnicity.
davemartino5997
Jan 29, 2026
HELL YEAH LETS GO WE WILL COLONIZE THE WHOLE WORLD 🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🔥🔥🔥🔥🔥🔥🫡🫡🫡🫡🫡🫡🫡🫡
HELL YEAH LETS GO WE WILL COLONIZE THE WHOLE WORLD 🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🔥🔥🔥🔥🔥🔥🫡🫡🫡🫡🫡🫡🫡🫡
Expresses nationalist pride with ironic/provocative language about Indian global expansion, mixing satire with identity assertion.
CertifiedBlackScreen
Jan 28, 2026
I miss the old canada
I miss the old canada
Nostalgic claim about national identity and past, implying current state represents loss or decline.
sauccy9112
Jan 29, 2026
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
Asserts ethnic/regional identity distinctions and makes generalizations about Punjabi communities being racist.
user-xi3nu2yt7k
Jan 28, 2026
We in Ontario call it brown town
We in Ontario call it brown town
Uses derogatory racial descriptor to assert ethnic/cultural identity boundaries and demographic change framing.
Identity Assertion
0.80
JimbowJames
Jan 28, 2026
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Uses sarcastic renaming of Canadian cities to assert demographic change and cultural displacement, with unverified characterizations.
tvtv-s2j
Jan 27, 2026
Bike man is just saying what we all think. Third worlders do not belong in the west, expect for a rare few.
Bike man is just saying what we all think. Third worlders do not belong in the west, expect for a rare few.
Uses exclusionary identity framing ('Third worlders do not belong') and expresses xenophobic sentiment about Western belonging.
vendeux-tcp
Jan 28, 2026
bro go to hoboken NJ, its literally all indians and africans
bro go to hoboken NJ, its literally all indians and africans
Observational comment about demographic change in a specific location, framing it as an ethnic/cultural shift with implicit concern.
itsmagnumopus6224
Jan 28, 2026
the problem isn’t them necessarily but they way they refuse to assimilate to canadian culture. it’s exhausting.
the problem isn’t them necessarily but they way they refuse to assimilate to canadian culture. it’s exhausting.
Frames immigration problem as cultural non-assimilation rather than individual characteristics, asserting Canadian cultural norms as non-negotiable.
ashleighnycole
Jan 28, 2026
I live in Brampton and I can confirm we do have a big Indian problem
I live in Brampton and I can confirm we do have a big Indian problem
Local resident claim framing Indian presence in Brampton as a 'problem,' using identity-based framing.
raymchuge8605
Jan 28, 2026
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Local resident asserting native status while making ethnic stereotypes about specific immigrant groups.
_xcr7
Jan 28, 2026
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
Self-identification with a racial/class category combined with approval of outspoken behavior, using humor to frame identity assertion.
crazycanecorsolady
Jan 27, 2026
Would you rather have Indians or Somalis?
Would you rather have Indians or Somalis?
Comparative ranking of immigrant groups with implicit preference, framing different nationalities as competing categories in zero-sum terms.
FlyingSubmission
Jan 28, 2026
They are dirty. I never go to Tim Hortons anymore due to filth.
They are dirty. I never go to Tim Hortons anymore due to filth.
Stereotyping statement about cleanliness attributed to an ethnic group, using personal anecdote to justify categorical judgment.
nndd7118
Jan 28, 2026
The only Tim Hortons I saw a white employee in was small town Nova Scotia.
The only Tim Hortons I saw a white employee in was small town Nova Scotia.
Observational comment implying demographic displacement of white workers, framed through geographic comparison to suggest a pattern of ethnic replacement.
lagomorphine
Jan 28, 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)