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
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
As a proud American. Fuccc Canada and anybody else who has a problem with our country!
As a proud American. Fuccc Canada and anybody else who has a problem with our country!
Asserts American national identity and expresses defensive us-vs-them sentiment toward Canada and others.
Identity Assertion
0.90
@Bros2590
Mar 4, 2025
Trudeau brought the Poonjabis from India's Poonjab uncivilized and doesn't fit in Western culture. Trudeau must be put in jail.
Trudeau brought the Poonjabis from India's Poonjab uncivilized and doesn't fit in Western culture. Trudeau must be put in jail.
Makes ethnic/cultural identity claims about incompatibility with Western culture and calls for punitive action against political leader.
Hazara26
Jan 20, 2026
Liarables are traitors to Canada
Liarables are traitors to Canada
Frames political opponents as traitors, using us-vs-them identity language without substantive policy argument.
Identity Assertion
0.90
charleswood2948
Feb 27, 2026
since when did new immigrants think they own Canada ! Canada doesn't owe no one nothing Stay in your country ! Fix it !
since when did new immigrants think they own Canada !
Canada doesn't owe no one nothing
Stay in your country ! Fix it !
Asserts exclusive national ownership and belonging while framing immigrants as outsiders who should not claim rights in Canada.
dreamgurl056
Feb 16, 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
MAGA !!!!!!
MAGA !!!!!!
Expresses political identity affiliation through the MAGA slogan without substantive argument.
Identity Assertion
0.90
@TruthNewton
Mar 4, 2025
More brown filth. Thank you Liberal voters.
More brown filth. Thank you Liberal voters.
Uses dehumanizing racial language and frames immigration as a threat to national identity, blaming Liberal voters.
roycuyler
Sep 28, 2025
I’m proud of my prime minister and of my country! ??
I’m proud of my prime minister and of my country! ??
Expresses national pride and belonging through affirmation of the prime minister and country.
@shawnasomers9127
Mar 4, 2025
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
AM A PROUD CANADA ??
AM A PROUD CANADA ??
Direct assertion of Canadian national identity and pride, exemplifying identity-based discourse.
Identity Assertion
0.90
@Kulture_Beauty
Mar 4, 2025
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
MAGA BABY!!!!!!! Trump is back baby!!! Canada piss off and grow a set!!!
Identical to earlier comment: nationalist rhetoric with us-vs-them framing dismissing Canada.
@Elevateyourselfdaily
Mar 4, 2025
Proud Canadian ??
Proud Canadian ??
Simple assertion of Canadian national pride and identity.
Identity Assertion
0.90
@Gypsybunn
Mar 4, 2025
They’re Hindus .not Muslims . Whites are safe .
They’re Hindus .not Muslims . Whites are safe .
Categorizes groups by religion/ethnicity and implies differential safety based on demographic identity.
jimsouthlondon7061
Dec 4, 2025
Indian are like this is our country 😮
Indian are like this is our country 😮
Uses us-vs-them framing ('Indians are like this is our country') to assert ethnic identity and belonging claims.
Identity Assertion
0.90
LithingbaMongzar
Sep 19, 2025
Strong and free, Vive Canada??????
Strong and free, Vive Canada??????
Patriotic assertion of Canadian identity and values through national motto reference.
Identity Assertion
0.90
@ched28
Mar 4, 2025
This is disgusting, they should keep the images of their Gods that they worship in their temples like other religions do. WHY DO THEY HAVE TO SHOVE IT IN OUR FACES? Why are they bringing …
This is disgusting, they should keep the images of their Gods that they worship in their temples like other religions do. WHY DO THEY HAVE TO SHOVE IT IN OUR FACES? Why are they bringing so much violence into our communities especially the Singhs. Knives and GUNS!! I"m from an immigrant family but my family assimilated... we love Canada and Canadian culture thats why we moved to Canada. I'm a brown girl born so of course i look a but like them. My family has been here for over 70 years , i belong here. Cut down on the mass immigration especially from India .
Primarily asserts belonging and cultural identity ('I belong here', contrasts assimilated family with newcomers), combined with fear-based claims about violence and calls for reduced immigration.
Nadi_ahh
Sep 19, 2025
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
You can’t say your a Canadian when nothing about you resembles Canada 🇨🇦
You can’t say your a Canadian when nothing about you resembles Canada 🇨🇦
Gatekeeping statement denying Canadian identity to those perceived as culturally different, asserting essentialist criteria for belonging.
Identity Assertion
0.90
GetMurkedInc
Sep 20, 2025
Trudeau is a beta male cuck. He is a simp.\nTrump is an Alpha that can go full sigma.
Trudeau is a beta male cuck. He is a simp.\nTrump is an Alpha that can go full sigma.
Uses gendered insults and alpha/sigma male framing to assert opposing identities and values between Trudeau and Trump.
Identity Assertion
0.90
@rashidasamuels7034
Mar 4, 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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