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
White people need to have bigger families again..
White people need to have bigger families again..
Makes an ethnic/racial assertion about demographic reproduction framed as an implicit response to immigration concerns.
Identity Assertion
0.90
CreateCG1
Jan 27, 2026
No more turbans and Muslims.
No more turbans and Muslims.
Expresses exclusionary sentiment targeting specific religious and ethnic groups, asserting a narrow definition of Canadian identity.
Godwarrior__3
Aug 28, 2025
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and …
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and that Council Woman is pretty based too.
The comment uses inflammatory identity-based framing ('White Genocide'), expresses ethnic anxiety, and frames multiculturalism as inherently negative.
CherishedMemoriesOfAWhiteA-w4i
Mar 1, 2026
We proud we are indian 👏 🙌 💙 😎 our country is best 👌 👍 then other country
We proud we are indian 👏 🙌 💙 😎 our country is best 👌 👍 then other country
Explicit assertion of Indian national pride and superiority over other countries, using us-vs-them framing.
Identity Assertion
0.90
fashionofmind9319
Mar 2, 2026
dude majority of these indians can barely speak english and they stink so bad bro
dude majority of these indians can barely speak english and they stink so bad bro
Makes dehumanizing stereotypical claims about a specific ethnic group based on language and appearance.
arthurmorgansrev
Feb 5, 2026
GO back to india 🇮🇳
GO back to india 🇮🇳
Direct exclusionary statement targeting a specific national origin, asserting ethnic/national boundaries.
Identity Assertion
0.90
greatwhitecoyote
Jan 18, 2026
People will look at this and still tell you white replacement isn't real
People will look at this and still tell you white replacement isn't real
Invokes 'white replacement' conspiracy theory, asserting demographic threat and ethnic identity concerns.
jdools4744
Nov 9, 2025
I can name their surnames - singh, kaur, patel
I can name their surnames - singh, kaur, patel
Ethnic/religious profiling through surname identification, implying negative stereotyping of immigrant groups.
ShivaSurya564
Sep 30, 2025
Their skin color is the same color as the cow dung they play in for Diwali and most other days. How ironic.
Their skin color is the same color as the cow dung they play in for Diwali and most other days. How ironic.
Uses racist stereotyping and dehumanizing language to demarcate ethnic/cultural boundaries and express contempt.
Boros6886
Jan 27, 2026
Indians should mever have been allowed to enter Canada, ever.
Indians should mever have been allowed to enter Canada, ever.
Expresses exclusionary us-vs-them framing targeting a specific ethnic group with a blanket rejection statement.
DianDong-i4o
Oct 2, 2025
WE STAND WITH TRUMP!!!!
WE STAND WITH TRUMP!!!!
Declares political allegiance and solidarity with Trump through emphatic assertion of support.
Identity Assertion
0.90
@robbyzhobbyz9257
Mar 4, 2025
Wish i was Canadian
Wish i was Canadian
Expresses desire to belong to Canada, asserting preference for Canadian identity over current location.
@ianashmore9910
Mar 4, 2025
Canada's culture is immigration
Canada's culture is immigration
Asserts that immigration is foundational to Canadian cultural identity, framing it as definitional to the nation.
Identity Assertion
0.90
timeforchangecanada
Aug 30, 2025
Indians have ruined all of North America
Indians have ruined all of North America
Sweeping ethnic generalization blaming a specific group for continental decline.
oliverpotfaj731
Jan 27, 2026
I hate being born as an Indian. I wish I was white.
I hate being born as an Indian. I wish I was white.
Expresses self-rejection based on ethnic/racial identity and desire to belong to a different racial group, framing identity hierarchically.
D_402S
Feb 5, 2026
Can white people have somewhere to live amongst themselves? Please?
Can white people have somewhere to live amongst themselves? Please?
Asserts ethnic/racial identity claim and expresses desire for ethnic separation or homogeneous spaces.
Identity Assertion
0.90
jacquidawn1
Oct 4, 2025
Go back to your dirty country
Go back to your dirty country
Hostile exclusionary statement telling immigrants to leave, asserting national belonging boundaries and ethnic hierarchy.
Blackrebel1973
Jan 29, 2026
I LIKE AMERICA CUZ ITS AMERICA NOT INDIA
I LIKE AMERICA CUZ ITS AMERICA NOT INDIA
Direct assertion of national identity preference and rejection of Indian identity, using us-vs-them framing.
Identity Assertion
0.90
DustMoon089
Jan 28, 2026
YEET THE JEETS!!! EVERY LAST ONE !!!
YEET THE JEETS!!!
EVERY LAST ONE !!!
Dehumanizing slur targeting a specific ethnic group with a call for removal.
JayTheFrenchieBreeder
Jan 27, 2026
I am with CANADA ?
I am with CANADA ?
Simple declaration of alignment with Canada, asserting national identity and belonging.
Identity Assertion
0.90
@georgetarver962
Mar 4, 2025
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)