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 aren’t the ones you have to worry about
Indians aren’t the ones you have to worry about
Positions one ethnic group as less threatening than others, implicitly ranking immigrant groups by perceived danger.
dd185
Jan 27, 2026
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Canadians are too nice to tell the truth... you're wasting your time asking them LOL Bike guy kept it real though! A rarity
Characterizes Canadians as culturally 'too nice' and contrasts them with the 'bike guy' who 'kept it real,' asserting national identity traits.
RM-100
Jan 27, 2026
Typical progressive liberal, with the DemocRat politicians media talking point about Putin and Russia, smh
Typical progressive liberal, with the DemocRat politicians media talking point about Putin and Russia, smh
Dismisses opponent as 'typical progressive liberal' using partisan framing while critiquing media narratives, combining identity-based dismissal with policy skepticism.
@jackjohnson827
Mar 4, 2025
Finally someone standing up to a bully!!! Radio silence here in America. Democrats are Cowards.
Finally someone standing up to a bully!!! Radio silence here in America. Democrats are Cowards.
Frames political opposition as cowardice and positions the commenter's side as morally superior, with implicit call to action against Democrats.
@bibigems
Mar 4, 2025
where are the canadians>?
where are the canadians>?
Rhetorical question implying displacement or demographic anxiety about where native Canadians fit in their own country.
gorylskiepowstanie2636
Jan 27, 2026
We don't need Canada
We don't need Canada
Expresses rejection of Canada/Canadian identity or belonging, framing an us-vs-them stance.
@Somethingaboutmary1
Mar 4, 2025
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Identical to first comment: exclusionary identity assertion combined with policy critique regarding detention.
adidvanvitelli3975
Jan 27, 2026
AMERICA FIRST AMERICA WILL WIN
AMERICA FIRST AMERICA WILL WIN
Nationalist slogan asserting American identity and supremacy, framed as a rallying cry.
@henrymall56
Mar 4, 2025
Standing up for Canadians. All Canadians.
Standing up for Canadians. All Canadians.
Asserts inclusive national identity ('all Canadians') in response to divisive political context, with undertones of solidarity.
@markpilon-t5d
Mar 4, 2025
They need to make Brampton as Khalistan not India, Punjabi never liked india.
They need to make Brampton as Khalistan not India, Punjabi never liked india.
Asserts distinct Punjabi/Khalistan identity separate from India, reflecting ethnic/national identity claims within immigrant communities.
Identity Assertion
0.75
sherinalex4288
Jan 29, 2026
“Canadians are reasonable” ???
“Canadians are reasonable” ???
Questions a characterization of Canadian identity/reasonableness, implicitly asserting a different view of national character.
Identity Assertion
0.75
@dimitrigoodwin6822
Mar 4, 2025
I thought this bozo resigned, or is he still charging us for his groceries?? WE IN CANADA DO NOT SUPPORT THIS DICTATOR
I thought this bozo resigned, or is he still charging us for his groceries?? WE IN CANADA DO NOT SUPPORT THIS DICTATOR
Asserts Canadian collective rejection of a leader ('WE IN CANADA DO NOT SUPPORT'), framing him as a dictator and invoking national identity.
@NeykaBlitZ
Mar 4, 2025
He doesn’t speak for the common Canadian but only for the elite who have tried to undermine the world!!
He doesn’t speak for the common Canadian but only for the elite who have tried to undermine the world!!
Claims about who the speaker represents ('common Canadian') versus elites, establishing in-group/out-group distinction.
@joshgomez5263
Mar 4, 2025
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians for no reason right now
Combines exclusionary 'go back to your country' framing with criticism of ICE detention practices, primarily asserting national belonging boundaries.
adidvanvitelli3975
Jan 27, 2026
Cry more muslims 😂😂😂😂 crying hard in comment section 😂😂😂😂😂😂 fuck islam 😂😂😂😂🖕🤮🤮🤮🤮🇵🇰
Cry more muslims 😂😂😂😂 crying hard in comment section 😂😂😂😂😂😂 fuck islam 😂😂😂😂🖕🤮🤮🤮🤮🇵🇰
Mocking and hostile commentary targeting Muslims and Islam, using humor as a vehicle for identity-based antagonism.
pwila-v4u
Jan 29, 2026
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara? Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the …
What if the Punjabi people decided to live only in a few places? like Chestermere (in Alberta)?—simply because of the fact there is a Gurudwara?
Imagine building a Gurdwara in Stetler, Alberta—the brow raises, the stares etc. You should interview successful white people, no the homeless ones, ofcourse they are going to blame the visbily succesful ones—but then just like he said he does not give a shit, the punjabis to does not give a shit,
Discusses Punjabi community clustering patterns and social dynamics, asserting group identity and defensive positioning against stereotyping.
sivaforutube
Feb 1, 2026
Most Americans don't want this either! ????
Most Americans don't want this either! ????
Commenter asserts a collective 'we' (Americans) position against something, framing it as a shared national sentiment.
Identity Assertion
0.75
@jeanettecalderwood363
Mar 4, 2025
Hey now don't let the orange creature speak for all of us, the country didn't start a trade war, one tiny handed little man did.
Hey now don't let the orange creature speak for all of us, the country didn't start a trade war, one tiny handed little man did.
Commenter distinguishes themselves from Trump supporters ('don't let...speak for all of us'), asserting a national identity separate from his policies.
@necyad
Mar 4, 2025
Trudeau your not trying hard enough. I stand with Trump
Trudeau your not trying hard enough. I stand with Trump
Takes a political stance by criticizing Canadian leadership and expressing allegiance to an opposing figure, framing political division.
@Karlitos.Reviews
Mar 4, 2025
What concern is the opinion of a tyrant like trudumb?\nUseless eater\n\nJust like the \n\nC ommunist \nN ews \nN etwork
What concern is the opinion of a tyrant like trudumb?\nUseless eater\n\nJust like the \n\nC ommunist \nN ews \nN etwork
Dismisses a leader while making conspiratorial accusations about media bias, combining identity framing with unsubstantiated claims.
@thebobfather3349
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)