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
Not indian, punjabi
Not indian, punjabi
Asserts ethnic/cultural identity distinction, correcting the categorization of Punjabi identity separate from Indian national identity.
Identity Assertion
0.90
plazmagaming2182
Sep 19, 2025
Im not racist aslong as the dark skins stay on their side of the world
Im not racist aslong as the dark skins stay on their side of the world
Explicit racial segregationist statement asserting ethnic/racial boundaries and separation.
Identity Assertion
0.90
drakemoreland9787
Jan 27, 2026
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
Asserts the right of Canadians to preserve Canadian culture, framing cultural preservation as legitimate and ethical.
ZZXXZZVV
Jan 27, 2026
America first
America first
Brief nationalist assertion prioritizing America, expressing identity-based political positioning without elaboration.
Identity Assertion
0.90
@יוסיפישער
Mar 4, 2025
Born just 1 hour away from here, I can tell you it's not just Brampton. Indians have basically taken over all surrounding areas and nobody likes it.
Born just 1 hour away from here, I can tell you it's not just Brampton. Indians have basically taken over all surrounding areas and nobody likes it.
Asserts ethnic/cultural displacement narrative with us-vs-them framing ('taken over') and claims of widespread disapproval.
6rasshopper
Jan 27, 2026
We stand with trump
We stand with trump
Simple statement of political allegiance and group identification with Trump supporters.
Identity Assertion
0.90
@blackchild5084
Mar 4, 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
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Explicitly asserts ethnic/racial identity concerns, expressing disgust at the presence of Indian immigrants and absence of white people in businesses.
ines-kr7se
Feb 18, 2026
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
Expresses demographic anxiety about racial/ethnic change in a city and calls for deportation based on ethnic identity.
Panda1101-m4f
Jan 27, 2026
Come to NS. Canada needs to be renamed India
Come to NS. Canada needs to be renamed India
Suggests renaming Canada to 'India,' using demographic anxiety and identity-based framing to express concern about cultural change.
janicemcnutt4857
Jan 27, 2026
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
Expresses ethno-nationalist sentiment with us-vs-them framing, claiming Western nations are being conquered and homeland threatened.
DieForDethklok11
Jan 29, 2026
Proud Canadian ??
Proud Canadian ??
Simple assertion of Canadian national pride and identity.
Identity Assertion
0.90
@Gypsybunn
Mar 4, 2025
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
Expresses preference for certain religious/ethnic groups over others, establishing hierarchical us-vs-them framing.
Identity Assertion
0.90
bertr6741
Oct 26, 2025
AMERICA FIRST!!! ????
AMERICA FIRST!!! ????
Simple nationalist assertion ('AMERICA FIRST') with patriotic framing, emphasizing national identity and priority.
Identity Assertion
0.90
@BlakeFiorvante
Mar 4, 2025
Why they don't wear attires like Canadians and adapt they way of life They are destructing society with their regressive views
Why they don't wear attires like Canadians and adapt they way of life
They are destructing society with their regressive views
Demands cultural assimilation and frames immigrants' retention of traditional practices as destructive, asserting Canadian cultural superiority and incompatibility.
anylizingmind
Oct 26, 2025
Ind!ans are p@th3tic and smell awful 🤢
Ind!ans are p@th3tic and smell awful 🤢
Dehumanizing ethnic slur and stereotype targeting Indian people, asserting negative identity-based claims with offensive language.
Identity Assertion
0.90
Some1Social
Jan 28, 2026
Indians and Muslims need gain an ounce of courage and consideration, and go back to their home. Canada is for Canadians.
Indians and Muslims need gain an ounce of courage and consideration, and go back to their home.
Canada is for Canadians.
Explicitly frames Canada as belonging exclusively to 'Canadians' and demands specific groups leave, asserting ethnic/national boundaries.
captainkaboom2384
Jan 28, 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
Not a single Indian in Canada should be running as a politician the place would go to hell.
Not a single Indian in Canada should be running as a politician the place would go to hell.
Makes an exclusionary claim based on ethnic/national identity, asserting that a specific group should be barred from political participation.
Th-lg9qn
Sep 29, 2025
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
PUNJAB is NOT INDIA.
PUNJABIS are NOT INDIANS.
Makes categorical claims about distinct ethnic/national identity, asserting Punjabis are separate from Indians.
Identity Assertion
0.90
fatehsingh3503
Oct 9, 2025
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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)