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
More racism is needed. Only racism can save our countries.
More racism is needed.
Only racism can save our countries.
Explicitly advocates for racism as a solution, framing it as necessary for national preservation—a clear identity-based assertion.
matthewbass4136
Feb 13, 2026
Jai Hindusthan 🇮🇳
Jai Hindusthan 🇮🇳
Patriotic assertion of Indian national identity with flag emoji, expressing cultural pride.
Identity Assertion
0.90
kaushikpilli9868
Jan 27, 2026
They don’t belong outside of India. Their skin looks out of place.
They don’t belong outside of India. Their skin looks out of place.
Explicitly states immigrants don't belong based on race/appearance, making a racialized identity assertion.
profile1565
Feb 27, 2026
As a Canadian, i stand with America. You guys are liberal puppets.
As a Canadian, i stand with America. You guys are liberal puppets.
Asserts Canadian identity while declaring political allegiance to America and dismissing Canadians as 'liberal puppets.'
Identity Assertion
0.90
@zuckman8253
Mar 4, 2025
I stand with the President of the United States !
I stand with the President of the United States !
Declares political allegiance and support for a leader, framing as an identity position.
Identity Assertion
0.90
@jamesfontes9292
Mar 4, 2025
Yep, Canadian here too. This country is united on tightening immigration.
Yep, Canadian here too. This country is united on tightening immigration.
Asserts Canadian identity and claims unified national sentiment against immigration, using in-group positioning.
Identity Assertion
0.90
triciaco2499
Feb 11, 2026
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
Dirty india smeul people
Dirty india smeul people
Derogatory ethnic slur targeting Indian people, expressing xenophobic identity-based hostility.
bewbew8802
Jan 27, 2026
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
As an American I stand with America!
As an American I stand with America!
Simple declaration of national allegiance and solidarity with America, establishing in-group identity.
Identity Assertion
0.90
@MyselfIncognito-h1h
Mar 4, 2025
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
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
Punjabi already destroyed canada.shame on indian government and people.
Punjabi already destroyed canada.shame on indian government and people.
Makes a sweeping negative claim about a specific ethnic group's impact on Canada, framing them as destructive to the nation.
marcus36ycdr
Jan 27, 2026
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
Patriotic assertion of Canadian identity and pride in national values, with emotional affirmation of belonging.
@lillybattle1570
Mar 4, 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
Poopjeets 🤢
Poopjeets 🤢
Derogatory slur targeting Indian immigrants, combining ethnic slur with dismissive framing.
mysteryman765
Jan 27, 2026
Enough with the racism already. We are full with indians, Pakistani, Africans, arabs. They DON’T belong. Enough is enough
Enough with the racism already. We are full with indians, Pakistani, Africans, arabs. They DON’T belong. Enough is enough
Uses exclusionary us-vs-them framing, asserting that specific ethnic groups 'don't belong' in Canada and expressing demographic anxiety.
alxyz4170
Jan 27, 2026
Disgusting hindu's ruined this country.
Disgusting hindu's ruined this country.
Brief statement using ethnic slur to assert that a specific group has damaged the nation, combining identity-based and threat-based framing.
Fitz81
Aug 31, 2025
White people can't even have 1 country with no foreigners we a minority in the world and supposed accept a population that has a billion people thank you politicians for forcing immigration on us...
White people can't even have 1 country with no foreigners we a minority in the world and supposed accept a population that has a billion people thank you politicians for forcing immigration on us...
Frames immigration as a threat to white identity and national belonging, using us-vs-them framing with demographic anxiety.
Caesar2001
Jan 27, 2026
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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)