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
Indians in Canada, Sand people in Europe, Deport them all
Indians in Canada, Sand people in Europe, Deport them all
Uses dehumanizing language ('Sand people') and calls for deportation based on ethnic/national origin, asserting exclusionary national identity.
BigPfromGER
Feb 23, 2026
Go home we don’t want you
Go home we don’t want you
Direct exclusionary statement asserting who belongs in Canada and framing immigrants as outsiders.
leedubreuil3195
Oct 28, 2025
deport these disgusting pajeets back to their shithole india
deport these disgusting pajeets back to their shithole india
Uses dehumanizing ethnic slurs and calls for deportation, framing immigrants as threats to national identity.
vtncv
Jan 28, 2026
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
PUNJAB is NOT INDIA.
PUNJABIS are NOT INDIANS.
Makes categorical claims about distinct ethnic/national identity, asserting Punjabis are separate from Indians.
Identity Assertion
0.90
fatehsingh3503
Oct 9, 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
I live in the best country in the world and I have the best Prime Minister in the world. I couldn’t be more proud of Justin Trudeau. We will fight and we will come together. …
I live in the best country in the world and I have the best Prime Minister in the world. I couldn’t be more proud of Justin Trudeau. We will fight and we will come together. That’s what Canadians do.
Asserts national pride and identity, claiming Canada and its leader are superior, with a call for collective unity.
@sonia68ish
Mar 5, 2025
Ind!ans are p@th3tic and smell awful 🤢
Ind!ans are p@th3tic and smell awful 🤢
Dehumanizing ethnic slur and stereotype targeting Indian people, asserting negative identity-based claims with offensive language.
Identity Assertion
0.90
Some1Social
Jan 28, 2026
I stand for Canada
I stand for Canada
Simple assertion of national identity and allegiance to Canada.
Identity Assertion
0.90
@privatesnapper2571
Mar 5, 2025
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
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!!!
Uses nationalist rhetoric (MAGA) and us-vs-them framing dismissing Canada, with aggressive tone asserting American identity.
@Elevateyourselfdaily
Mar 4, 2025
Vive la Canada!
Vive la Canada!
Patriotic assertion of Canadian identity and national pride.
Identity Assertion
0.90
@shmandyfer1
Mar 4, 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
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
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
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
Expresses demographic anxiety about racial/ethnic change in a city and calls for deportation based on ethnic identity.
Panda1101-m4f
Jan 27, 2026
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but all of ontario , Pretty much all of canada And it's not all immigrants, it's mostly the Indian immigrants that I ruining this country.They come here and try to change our laws and our way of life and try to make it more like it Is in India?If you want it to be like India here, so bad, go back home.We are not a free country anymore.\\nAnd it's sad that our government will Rather change Our country to benefit immigrants, but not the people that actually from the country.\\nI love canada , but at this point i'm down to become the fifty first state
Long personal account expressing concern about Indian immigrant demographic changes in Ontario, framing it as a threat to Canadian identity and way of life.
905-R6-GOON
Jan 28, 2026
Trudeau is a true Leader
Trudeau is a true Leader
Simple assertion of support for Trudeau as a leader, positioning him as embodying positive national leadership.
Identity Assertion
0.90
@renatofreitas9977
Mar 4, 2025
Diversity is our cancer.
Diversity is our cancer.
Uses inflammatory metaphor equating diversity with disease, expressing fundamental opposition to multicultural identity.
RedGuajiro
Jan 27, 2026
Their skin color is the same color as the cow dung they play in for Diwali and most other days. How ironic.
Their skin color is the same color as the cow dung they play in for Diwali and most other days. How ironic.
Uses racist stereotyping and dehumanizing language to demarcate ethnic/cultural boundaries and express contempt.
Boros6886
Jan 27, 2026
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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Discourse Quality (Perspective API)