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
Hindu's are sh..t eaters 😢😢😢
Hindu's are sh..t eaters 😢😢😢
Derogatory ethnic slur targeting Hindus, expressing prejudiced identity-based hostility.
engineercctv4511
Feb 21, 2026
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
Strong assertion of national identity and commitment to staying despite disagreements, framing loyalty as a core value.
Identity Assertion
0.90
@DannyMack100
Mar 4, 2025
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like their in india, speak their own lanaguage while taking all the free benefits canada has to offer meanwhile they dont want to integrate or deal with us disgusting white people lol
Commenter makes ethnic generalizations about Indian immigrants, frames them as unwilling to integrate, and uses derogatory language about white people.
ineedabettername100
Jan 29, 2026
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of …
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of people coming here mainly
Commenter expresses demographic anxiety about Indian immigration, framing it as a threat to diversity and social cohesion.
ineedabettername100
Jan 29, 2026
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
Vive la Canada!
Vive la Canada!
Patriotic assertion of Canadian identity and national pride.
Identity Assertion
0.90
@shmandyfer1
Mar 4, 2025
Dude on the bike is 100% correct. This is how we all feel. Indians need to gtfo
Dude on the bike is 100% correct. This is how we all feel. Indians need to gtfo
Explicit us-vs-them framing with xenophobic demand for a specific ethnic group to leave, asserting in-group solidarity.
jolka77
Jan 27, 2026
They are not indian they are Punjabi
They are not indian they are Punjabi
Commenter makes a distinction about ethnic/cultural identity, asserting Punjabi identity separate from Indian national identity.
Identity Assertion
0.90
OneMan9434
Jan 27, 2026
Ethnic removal is the only way forward for white nations.
Ethnic removal is the only way forward for white nations.
Explicitly frames immigration as an ethnic/racial threat to white nations, asserting identity-based boundaries.
donk8961
Jan 28, 2026
So proud to be Canadian ???
So proud to be Canadian ???
Expresses pride in Canadian national identity in response to the video content.
Identity Assertion
0.90
@frannymcb_
Mar 4, 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
I am proud. I am honest. I am decient. I am accepting. I am good. I AM CANADIAN!
I am proud. I am honest. I am decient. I am accepting. I am good. I AM CANADIAN!
Asserts Canadian identity through listing positive values and explicitly stating 'I AM CANADIAN.'
Identity Assertion
0.90
@HabsAndHeavyMetal
Mar 4, 2025
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
The most vile 4-letter word in the dictionary? Multiculturalism.
The most vile 4-letter word in the dictionary? Multiculturalism.
Brief statement rejecting multiculturalism as fundamentally negative, expressing identity-based opposition to cultural pluralism.
Identity Assertion
0.90
gregb4421
Sep 10, 2025
As a proud American I stand with America.
As a proud American I stand with America.
Explicit assertion of American national identity and allegiance without substantive policy engagement.
Identity Assertion
0.90
@daniels3318
Mar 4, 2025
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
White Christians have faced the largest psyop in human history - give up the church, our faith, our communities, our culture, our race, our families. It was drilled into us that nothing was worth saving.
Makes sweeping claims about White Christian identity under threat from cultural/demographic change, framing immigration as psychological warfare.
juststuff01
Oct 1, 2025
Brampton is a window into the dystopian future that awaits the rest of Canada. Canada is losing its heritage and its original settler population which makes Canada what it is. People aren't interchangeable units who …
Brampton is a window into the dystopian future that awaits the rest of Canada. Canada is losing its heritage and its original settler population which makes Canada what it is. People aren't interchangeable units who can be shifted around without anything changing; Brampton being full of gurdwaras and hindu temples should make that pretty obvious.
Expresses demographic anxiety about loss of Canadian heritage and 'original settler population,' framing immigration as cultural replacement threat.
declanstewart5690
Oct 1, 2025
Go back to your dirty country
Go back to your dirty country
Hostile exclusionary statement telling immigrants to leave, asserting national belonging boundaries and ethnic hierarchy.
Blackrebel1973
Jan 29, 2026
I've said this for a long time, Indians are everywhere . We've got to round them up and send them back to where they came from
I've said this for a long time, Indians are everywhere
. We've got to round them up and send them back to where they came from
Explicit us-vs-them framing with dehumanizing language ('round them up') targeting a specific ethnic group, combined with demographic anxiety.
stevebalestreri7427
Jan 27, 2026
Brampton is disgustingly trashy now. All punjabis
Brampton is disgustingly trashy now. All punjabis
Ethnic stereotyping and demographic anxiety expressed through derogatory characterization of a city's population.
jennifertiitinen9006
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)
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14-category DH taxonomy
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