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
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
America or nothing
America or nothing
Strong us-vs-them framing asserting American identity and exclusionary nationalism ('America or nothing').
Identity Assertion
0.90
@rah440
Mar 4, 2025
Can white people have somewhere to live amongst themselves? Please?
Can white people have somewhere to live amongst themselves? Please?
Asserts ethnic/racial identity claim and expresses desire for ethnic separation or homogeneous spaces.
Identity Assertion
0.90
jacquidawn1
Oct 4, 2025
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
White Canadians are now the minority…lots need to change… NO MORE IMMIGRANTS….
Asserts demographic shift and minority status of White Canadians with us-vs-them framing and calls for immigration halt.
corinnamyers6625
Aug 29, 2025
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
They belong in india, its a dirty breed invasion no one should be suffering from
They belong in india, its a dirty breed invasion no one should be suffering from
Dehumanizing language using slur ('breed') and calling for exclusion based on national origin, framed as identity-based rejection.
extremebenzw1923
Jan 28, 2026
He is not a canadian...never was
He is not a canadian...never was
Denies someone's Canadian identity/belonging, a direct us-vs-them identity claim.
Identity Assertion
0.90
@bryno07
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
I am proud to be a Canadian citizen
I am proud to be a Canadian citizen
Direct assertion of Canadian citizenship and national pride.
Identity Assertion
0.90
@santosalvarenga229
Mar 4, 2025
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
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
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here …
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here we are! I'm moving to the United States because of this. And before you ask, yes, I am proudly a racist. That doesn't mean I hate anyone or I want harm towards anybody, I just don't want to become a minority in my own country :)
Expresses concern about becoming a minority in one's own country and asserts national/cultural identity, framing immigration as a threat to demographic dominance.
Issthi
Sep 24, 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
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and …
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and that Council Woman is pretty based too.
The comment uses inflammatory identity-based framing ('White Genocide'), expresses ethnic anxiety, and frames multiculturalism as inherently negative.
CherishedMemoriesOfAWhiteA-w4i
Mar 1, 2026
indians are better than Paks and Somalis and the French
indians are better than Paks and Somalis and the French
Ranks ethnic/national groups hierarchically, asserting superiority of one group over others.
Identity Assertion
0.90
metal2js420
Jan 29, 2026
Proud to be Canadian.
Proud to be Canadian.
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@TheWritingGamer
Mar 4, 2025
India ❌ Dustbin ✅
India ❌ Dustbin ✅
Uses dehumanizing comparison (country as dustbin) to express contempt for a specific national/ethnic origin group.
daohungyyy
Jan 29, 2026
Nobody wants to live with Poop Jeets.
Nobody wants to live with Poop Jeets.
Uses dehumanizing ethnic slur to express rejection of a specific immigrant group, framing them as undesirable.
DianDong-i4o
Jan 29, 2026
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
Expresses ethno-nationalist sentiment with us-vs-them framing, claiming Western nations are being conquered and homeland threatened.
DieForDethklok11
Jan 29, 2026
The indian invasion must stop. Whites need to take canada back.
The indian invasion must stop. Whites need to take canada back.
Uses explicit racial framing ('Whites') and territorial possession language ('take Canada back') to assert ethnic identity and exclusion.
bluffer8352
Jan 29, 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)