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
We stand with trump
We stand with trump
Simple statement of political allegiance and group identification with Trump supporters.
Identity Assertion
0.90
@blackchild5084
Mar 4, 2025
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
My entire neighborhood turned to turbanators. Thanks libs
My entire neighborhood turned to turbanators. Thanks libs
Uses derogatory slur and us-vs-them framing to assert national identity concerns and blame political opponents for demographic change.
Guy-wc3jo
Jan 3, 2026
They should stay in their shiithole
They should stay in their shiithole
Dehumanizing statement using ethnic slur to demand exclusion of a national group.
Pavel.l445-j7h
Feb 7, 2026
Tyler is a piece of shiit but he was able to CONFIRM HOW SHIITTYY THESE FVCKING INDIANS ARE!!!
Tyler is a piece of shiit but he was able to CONFIRM HOW SHIITTYY THESE FVCKING INDIANS ARE!!!
Hostile ethnic stereotyping claiming confirmation of negative generalizations about a specific immigrant group.
Pavel.l445-j7h
Feb 7, 2026
Proud Canadian today!
Proud Canadian today!
Direct assertion of national pride and identity as a Canadian.
Identity Assertion
0.90
@knuckleburger
Mar 4, 2025
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Putting those digusting Indian idols in Canada is disgusting, disrespectful and disgraceful. They are bringing the curse to Canada.
Asserts cultural/religious incompatibility, claiming Indian religious symbols bring 'curse' to Canada and expressing cultural threat.
Pink7omy
Jan 27, 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
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
Expresses pride in Canadian national identity and patriotic sentiment.
Identity Assertion
0.90
@LonelyShellyChaplin
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
WE STAND WITH TRUMP!!!!
WE STAND WITH TRUMP!!!!
Declares political allegiance and solidarity with Trump through emphatic assertion of support.
Identity Assertion
0.90
@robbyzhobbyz9257
Mar 4, 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
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
Not immigrants you mean Indians
Not immigrants you mean Indians
Reframes 'immigrants' as specifically 'Indians,' asserting ethnic/national identity distinction and implying targeted criticism.
Identity Assertion
0.90
Ohmygod317
Aug 25, 2025
Justin Castro is a disgrace
Justin Castro is a disgrace
Personal attack on political leader using derogatory nickname ('Castro'), expressing rejection of leadership.
Identity Assertion
0.90
@carlosdanger6129
Mar 4, 2025
There needs to be a No Indian Rule....
There needs to be a No Indian Rule....
Proposes discriminatory policy targeting a specific ethnic group, asserting exclusionary national boundaries.
UAPReportingCenter
Feb 26, 2026
Punjab get out
Punjab get out
Demands exclusion of a specific ethnic/regional group with a direct expulsion command based on identity.
Identity Assertion
0.90
sudharsanc180
Jan 28, 2026
Brampton is disgusting..Those dirty sandal wearer's are dumber then sheep.
Brampton is disgusting..Those dirty sandal wearer's are dumber then sheep.
Explicit ethnic slurs and derogatory stereotyping of a specific immigrant group.
MR-gp9ys
Jan 27, 2026
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Hostile exclusionary statement targeting Indian immigrants, asserting national belonging through xenophobic language.
DAVID-b2q9y
Jan 28, 2026
GO back to india 🇮🇳
GO back to india 🇮🇳
Direct exclusionary statement targeting a specific national origin, asserting ethnic/national boundaries.
Identity Assertion
0.90
greatwhitecoyote
Jan 18, 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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Discourse Quality (Perspective API)