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
They are filthy.
They are filthy.
Dehumanizing statement targeting a group, combining identity-based and threat-based language.
TheCowboylogic
Feb 27, 2026
the WOKE and DIA agenda. Its like a cancer.
the WOKE and DIA agenda. Its like a cancer.
Uses identity-based framing ('WOKE') and alarmist language to characterize perceived threats to national values.
brazidas58
Feb 17, 2026
Justin Blackface Trudew. I may not like you for obvious reasons but I applaud you for this speech.
Justin Blackface Trudew. I may not like you for obvious reasons but I applaud you for this speech.
Comment uses a derogatory nickname to assert negative identity judgment while grudgingly acknowledging approval of a specific action.
@IGuessItsSketchyT
Mar 4, 2025
Now watch the red hat brigade double down on their stupidity in the face of incontrovertible evidence that they are wrong.
Now watch the red hat brigade double down on their stupidity in the face of incontrovertible evidence that they are wrong.
Uses 'red hat brigade' as in-group/out-group framing and dismisses opposing political identity as stupid, though also critiquing commenters.
@Up_In_The_Loft
Mar 4, 2025
Indian racism is pretty retarded at least in us where they pay more taxes than whites 😂 idk about Canada tho I’m indian-American America first nigga type Shit but Indian racism makes 0 senss
Indian racism is pretty retarded at least in us where they pay more taxes than whites 😂 idk about Canada tho I’m indian-American America first nigga type
Shit but Indian racism makes 0 senss
Asserts personal identity (Indian-American) and compares racial dynamics between US and Canada while making claims about group behavior.
ArjunSingh-cp1li
Jan 27, 2026
Yo fellow indians! I just unsubscribed i bet you do that too for him being such a pussss
Yo fellow indians! I just unsubscribed i bet you do that too for him being such a pussss
Appeals to fellow Indians as in-group while distancing from the video creator, asserting ethnic identity and group solidarity.
RoHaN-ef9ux
Jan 27, 2026
We, the caring and smart ones, don’t want this either.
We, the caring and smart ones, don’t want this either.
Uses in-group/out-group framing ('we, the caring and smart ones') to assert moral superiority and position themselves against immigration.
@pandasunflowers7200
Mar 4, 2025
Wow many years your ancestors live in bharat and now you got problem atleast we never became monster or not paying for everything like normal human beings by the way this is god world not …
Wow many years your ancestors live in bharat and now you got problem atleast we never became monster or not paying for everything like normal human beings by the way this is god world not yours learn about history you are living in our money but you gonna believe your disgusting ancestors
Makes claims about ancestral history and cultural superiority while criticizing immigrants' behavior and gratitude.
AfrinParveen248
Mar 3, 2026
Punjabi not belongs to India sir panjabi ll make own land in India soon
Punjabi not belongs to India sir panjabi ll make own land in India soon
Makes a claim about Punjabi ethnic/regional identity and separatism, asserting distinct group identity and political aspirations.
Identity Assertion
0.70
SaifDin-p5t
Feb 24, 2026
Firstly stop lying Canada is not fucking greatest country in the world
Firstly stop lying Canada is not fucking greatest country in the world
Rejects the framing of Canada as 'greatest country,' asserting a counter-identity claim about national status.
saidixith7977
Jan 30, 2026
She is a virus. Just a despicable twat
She is a virus. Just a despicable twat
Personal attack on a political figure using dehumanizing language without substantive policy critique.
Identity Assertion
0.70
captainkaboom2384
Feb 27, 2026
Bro just look at Surrey BC.... and the common denominator isssssss? Hmmmmmmmmmmmmmm
Bro just look at Surrey BC.... and the common denominator isssssss? Hmmmmmmmmmmmmmm
Uses leading question and ellipsis to imply ethnic/cultural causation for problems in Surrey, employing dog-whistle rhetoric.
vaporizejello
Feb 3, 2026
Trump is crazy
Trump is crazy
Brief dismissive statement about a political figure that frames opposition in us-vs-them terms without substantive argument.
Identity Assertion
0.70
@arnoldagbayani7898
Mar 4, 2025
لعنة الله على هندةس الهند
لعنة الله على هندةس الهند
A curse in Arabic targeting a specific ethnic/national group, expressing hostile identity-based sentiment.
Ctpool2024
Feb 10, 2026
It's ok go trump
It's ok go trump
Brief statement of political allegiance and identity positioning.
Identity Assertion
0.70
@jesuschevere3846
Mar 4, 2025
We gave trump the mandate, which means we support his decisions. Canadians are not paying our taxes.
We gave trump the mandate, which means we support his decisions. Canadians are not paying our taxes.
Asserts American identity and mandate support for Trump while dismissing Canadian tax concerns, mixing identity with policy framing.
@raphaelceccacci
Mar 4, 2025
Funny how the government is finally realizing what the common Canadian has known for years.
Funny how the government is finally realizing what the common Canadian has known for years.
Uses ironic framing to assert that ordinary Canadians have long understood immigration problems the government is now acknowledging, positioning an in-group awareness.
@brooks3racing1
Feb 22, 2026
You get what you voted for MAGATs
You get what you voted for MAGATs
Dismissive comment using political slur (MAGATs) to blame voters for consequences, with sarcastic tone.
@all-americanbulldogfarm2110
Mar 4, 2025
I stand against the American regime\nAnd with all against it
I stand against the American regime\nAnd with all against it
Asserts political opposition to the US regime and solidarity with others against it, framing a clear us-vs-them stance.
@CMCwtf
Mar 4, 2025
Trump is not smart.
Trump is not smart.
Brief dismissive statement about Trump's intelligence that frames a political opposition position without substantive argument or evidence.
Identity Assertion
0.70
@donaldbott8331
Mar 4, 2025
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)