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
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
GUY ON BIKE IS A LOW CLASS POS INTELLIGENCE OF AFRICANS MUCH HIGHER THAN HIS
GUY ON BIKE IS A LOW CLASS POS INTELLIGENCE OF AFRICANS MUCH HIGHER THAN HIS
Makes derogatory ethnic/class claims and uses comparative racial framing to assert superiority, combining identity-based attack with false generalizations.
jaymoore-q4y
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
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
Le Quebec libre
Le Quebec libre
Asserts Quebec separatist identity and nationalist sentiment.
Identity Assertion
0.90
rosariadigiovanni1578
Nov 23, 2025
Indian Pakistan Bangladesh and all Muslim need to be deported.
Indian Pakistan Bangladesh and all Muslim need to be deported.
Makes an exclusionary us-vs-them claim targeting specific ethnic and religious groups for deportation.
Oudomx
Jan 27, 2026
?? I stand with my wonderful President Donald J Trump.??
?? I stand with my wonderful President Donald J Trump.??
Simple declaration of political allegiance and identity positioning with a specific political figure.
Identity Assertion
0.90
@Butterflykiss666
Mar 4, 2025
Canada's the best
Canada's the best
Simple assertion of Canadian superiority and national pride.
Identity Assertion
0.90
@EliasRIVERA-uu9it
Mar 4, 2025
I am very proud to be a Canadian
I am very proud to be a Canadian
Direct assertion of Canadian national identity and pride.
Identity Assertion
0.90
@moezeer
Mar 4, 2025
Not all cultures are equal. Canadians are now forced to cohabit with subhumans with negative hygiene
Not all cultures are equal. Canadians are now forced to cohabit with subhumans with negative hygiene
Makes dehumanizing claims about cultural hierarchies and ethnic groups, asserting superiority of Canadian identity through false stereotypes.
legacymse7095
Jan 27, 2026
I’ve always seen a Canada as white built of British and French heritage with American influence And that’s just me tho
I’ve always seen a Canada as white built of British and French heritage with American influence And that’s just me tho
Personal assertion of Canadian national identity tied to specific racial and cultural heritage (British, French, white), implicitly contrasting with current immigration patterns.
Identity Assertion
0.90
morkoblooper7991
Feb 14, 2026
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
Would rather a Hindi or sikh over a Muslim any day
Would rather a Hindi or sikh over a Muslim any day
Expresses preference for certain immigrant groups over others based on religious/ethnic identity, establishing hierarchical us-vs-them framing.
Identity Assertion
0.90
knowitallll
Jan 27, 2026
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear …
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear safer, cleaner, and more inviting, who wouldn't want to come and live off that sweet white culture that created a community and culture that others flock to... just so they can refuse to assimilate and make that once inviting place like the place they ran from.
Frames immigration through us-vs-them identity categories (white Western culture vs. outsiders) with underlying demographic anxiety about cultural change.
turdferguson4357
Jan 28, 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
Khalistan zindbaad 🎉
Khalistan zindbaad 🎉
Assertion of ethnic/regional identity and political affiliation through a separatist slogan.
Identity Assertion
0.90
Glockszy
Jan 27, 2026
Are we in India? No!!! But there are to many Indians in, our!! Country
Are we in India? No!!! But there are to many Indians in, our!! Country
Commenter asserts Canadian national identity and expresses concern about Indian demographic presence, framing it as an us-vs-them issue.
adagonzalez8710
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
thank you for putting light on this...........WE WANT OUR COUNTRY BACK
thank you for putting light on this...........WE WANT OUR COUNTRY BACK
Asserts national ownership ('our country') and implies reclamation, with implicit call to action against immigration.
curefied
Jan 27, 2026
Pajeets need go back to pajeetland
Pajeets need go back to pajeetland
Uses a derogatory slur and exclusionary framing to assert ethnic/national boundaries and demand removal of a specific group.
fib4923
Jan 27, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)