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
USA here, down with Trump!
USA here, down with Trump!
Expresses political opposition framed as an identity position ('USA here') with implicit call against Trump.
@lorddude5708
Mar 4, 2025
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
Comment frames ethnic groups in opposition and attributes hateful intent to the cyclist, using identity-based categorization.
FRANCISCO0828
Jan 27, 2026
Real president
Real president
Brief statement asserting political allegiance and legitimacy, framing someone as a 'real president' in contrast to another.
Identity Assertion
0.75
@frankyona9542
Mar 4, 2025
Wow they really allowed to put hindu statues there
Wow they really allowed to put hindu statues there
Comment expresses surprise/concern about religious symbols (Hindu statues) being permitted, implying cultural boundary-setting and identity-based anxiety.
TaikaWytiti
Feb 20, 2026
Trump is not my President. He's the most ignorant man ever.
Trump is not my President. He's the most ignorant man ever.
Commenter asserts Trump is not their president and makes a dismissive character judgment, reflecting political identity positioning rather than substantive policy critique.
Identity Assertion
0.75
@garychurch2
Mar 4, 2025
Are usa citizens going to revolt against Spanky and the MAGA Mobsters,? Nah, usa citizens are too stupid to act in their own best interest.
Are usa citizens going to revolt against Spanky and the MAGA Mobsters,? Nah, usa citizens are too stupid to act in their own best interest.
Makes sweeping claims about American citizens' stupidity and inability to act in self-interest, framing national identity negatively.
@kenphillips7594
Mar 4, 2025
He’s big mad because he can’t even support his own country and needs big daddy America to do it
He’s big mad because he can’t even support his own country and needs big daddy America to do it
Comment frames Canada as dependent on America, asserting national weakness and contrasting identities through 'us vs them' framing.
@kevlane2163
Mar 4, 2025
Trudeau - Trump is a traitor to the United States of America. He's under PUTIN'S thumb. Trump is PUTIN'S puppet. Real Americans will never bow down to RUSSIA. \n\nWe can't count on Trump for Nothing!! …
Trudeau - Trump is a traitor to the United States of America. He's under PUTIN'S thumb. Trump is PUTIN'S puppet. Real Americans will never bow down to RUSSIA. \n\nWe can't count on Trump for Nothing!! He's letting a South African Billionaire wreak havoc on American people and lives!!!\n\nThis is TOTAL BULLSHIT!!
Asserts American national identity and loyalty while expressing fear of foreign influence and betrayal by leadership.
@lolagarcia3192
Mar 4, 2025
No one in Canada wants this man in Canadas office \n\nI back Donald 1000000%
No one in Canada wants this man in Canadas office \n\nI back Donald 1000000%
Makes contradictory claims about Canadian public opinion while asserting personal political allegiance, framing national identity and preference.
@dustinbennett5346
Mar 4, 2025
They get a giant statue and all this dumb shit but nowadays look what white people do if it's fucking stupid pray in the middle of work and still get paid bullshit
They get a giant statue and all this dumb shit but nowadays look what white people do if it's fucking stupid pray in the middle of work and still get paid bullshit
Expresses resentment through racial comparison and grievance framing about differential treatment based on identity.
michaeladams906
Jan 27, 2026
White dude with the bike was saying every quiet part out loud haha! Based.
White dude with the bike was saying every quiet part out loud haha! Based.
Uses humor to celebrate someone expressing racist views openly, framing it as authentic ('based').
ChadSextoid1
Jan 27, 2026
As an American, the rest of the world can suck me off. \nTreadu is a joke.\nHis own country doesnt like him\n51 come home , mama has been waiting
As an American, the rest of the world can suck me off. \nTreadu is a joke.\nHis own country doesnt like him\n51 come home , mama has been waiting
Asserts American identity while dismissing Trudeau and expressing nationalist sentiment with sarcastic tone.
@Soul_snatched365
Mar 4, 2025
this clown really thinks he could make the US pay. Trump is so right
this clown really thinks he could make the US pay. Trump is so right
Dismisses Trudeau as ineffective ('clown') while endorsing Trump, asserting political allegiance.
@Omega22124
Mar 4, 2025
Every immigrant of any color thinks they deserve the best , rest are just trash.
Every immigrant of any color thinks they deserve the best , rest are just trash.
Makes a sweeping generalization about immigrant entitlement and superiority attitudes, framing immigrants as a threatening out-group.
vicky8919
Oct 11, 2025
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Uses ethnic stereotyping and derogatory language to mock a specific group, combining identity-based framing with attempted humor.
cadet1123
Jan 27, 2026
I wonder where this guy tyler is from - he defo aint no true american. from europe or something
I wonder where this guy tyler is from - he defo aint no true american. from europe or something
Questions someone's national authenticity based on perceived origin, implying true belonging requires specific ancestry.
AllAboutTheJourneyy
Jan 28, 2026
pauvre terre amérindienne meurtrie après les européens et les autres maintenant c'est les indiennes a croire que le grand remplacement des amérindiens ne fini jamais j'aurais voulu que cette terre reste a forte majorité amérindienne …
pauvre terre amérindienne meurtrie après les européens et les autres maintenant c'est les indiennes a croire que le grand remplacement des amérindiens ne fini jamais j'aurais voulu que cette terre reste a forte majorité amérindienne quelle garde son âme ethnique sur l'écrasante majorité de son territoire total soutien pour les amérindiens les natifs comme ils aiment très justement le rappeler oui il n'y a d'américains que les descendants des natifs point final n'en déplaise a beaucoup c'est la réalité ethnique et historique de cette terre ne vous en déplaise
Frames immigration as ethnic replacement of Indigenous peoples, asserting that Canada should remain ethnically Indigenous-majority.
user-yd3kn5wx2y
Feb 14, 2026
at last alowly everyone is seeing usa for what it is... enemy to all
at last alowly everyone is seeing usa for what it is... enemy to all
Frames USA as an external enemy threat, establishing an us-vs-them boundary while expressing security/threat concerns.
@GamingInfested
Mar 4, 2025
Trump is correct! It will hurt in the begging but it will help USA in the long run! Go Trump, Go!!!
Trump is correct! It will hurt in the begging but it will help USA in the long run! Go Trump, Go!!!
Expresses support for Trump with us-vs-them framing and implicit call to action through enthusiastic endorsement.
@stratosa2554
Mar 4, 2025
You were on point but immediately you mentioned Russia you lost bro, you ve lost. We Africans support Russia wholeheartedly.
You were on point but immediately you mentioned Russia you lost bro, you ve lost. We Africans support Russia wholeheartedly.
Asserts African identity and geopolitical allegiance to Russia, creating an us-vs-them framing around international positions.
@YahayaIssah-lc4ug
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)