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
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
Canada was built by white people and must stay WHITE !!
Canada was built by white people and must stay WHITE !!
Explicit white nationalist claim asserting racial ownership of Canada and demographic preservation anxiety.
MisterRisky
Oct 2, 2025
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
You want to fight for annexation, then go do it in the country you claim RETARDED PAKIS
Hostile us-vs-them framing with ethnic slur, asserting national belonging and exclusion.
Identity Assertion
0.90
deepdive5riku
Jan 27, 2026
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Whether highborn caste poop eating street shitters or not, we must get all jeets out!
Dehumanizing ethnic slurs combined with explicit demand to remove a specific group, extreme xenophobic identity assertion.
magnanimousq
Jan 27, 2026
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
I’m really hoping that they only stay in Ontario and bc because I don’t want to have our deep culture in sk erased and over written
The commenter expresses concern about cultural preservation and asserts a distinct provincial identity while expressing anxiety about demographic change.
skellybone10vanderveen8
Feb 4, 2026
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
Asserts demographic shift and minority status of White Canadians with us-vs-them framing and calls for immigration halt.
corinnamyers6625
Aug 29, 2025
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
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
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
I did not vote tor trump.
I did not vote tor trump.
Simple declaration of political non-alignment, asserting identity through voting behavior.
Identity Assertion
0.90
@robertchambers6344
Mar 4, 2025
I’m an American and I stand with trump
I’m an American and I stand with trump
Simple declaration of political allegiance and national identity positioning.
Identity Assertion
0.90
@HersonDubon-j3d
Mar 4, 2025
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Makes sweeping negative generalizations about an ethnic group and frames them as threats to Canadian culture, with explicit us-vs-them framing.
canadiansfirst3636
Jan 28, 2026
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
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Explicit racial hierarchy assertion with white identity framing, deportation demands, and conspiracy-like threat narrative about demographic replacement.
doomguy-m8s
Feb 4, 2026
Proud Canadian today!
Proud Canadian today!
Direct assertion of national pride and identity as a Canadian.
Identity Assertion
0.90
@knuckleburger
Mar 4, 2025
India is not for beginners \nProud to be Indian \njay shree ram
India is not for beginners \nProud to be Indian \njay shree ram
Assertion of Indian national and cultural identity with pride statements, unrelated to the video topic.
Identity Assertion
0.90
@sagargurung1390
Mar 4, 2025
Fuckin mayo monkey
Fuckin mayo monkey
Comment uses a racial slur to demean a group, asserting ethnic/racial identity boundaries through dehumanizing language.
Identity Assertion
0.90
SS-eu2ef
Feb 3, 2026
I'm proud of my prime minister ??
I'm proud of my prime minister ??
Direct assertion of pride in Canadian national leadership and identity.
Identity Assertion
0.90
@philippebrunet2109
Mar 4, 2025
There all INDIANS!
There all INDIANS!
Makes an ethnic identity assertion about immigrants, emphasizing their otherness through capitalization.
Identity Assertion
0.90
bobbyjones2911
Jan 19, 2026
They are stinks
They are stinks
Brief derogatory ethnic slur with no elaboration, asserting negative stereotypes about a group.
Identity Assertion
0.90
LockheartTifa
Feb 23, 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)