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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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Unverified Claim

3,221 comments
Page 145 of 162
Trump administration trying to make Americans refugees is what it looks like
Trump administration trying to make Americans refugees is what it looks like
Makes an unsubstantiated claim that Trump's policies would create American refugees without supporting evidence.
@analoggurl Mar 4, 2025
It’s almost like Trump is being influenced by something or someone who wants to destroy the west.
It’s almost like Trump is being influenced by something or someone who wants to destroy the west.
Presents an unsubstantiated conspiracy theory about Trump being influenced to destroy Western institutions.
@Dominomfer Mar 4, 2025
They are HUGE fraudsters here
They are HUGE fraudsters here
Makes a sweeping, unsubstantiated claim about fraud targeting a specific ethnic group without evidence or context.
ivorypoacherplays Jan 28, 2026
Today onward there will be military mission with Canada..
Today onward there will be military mission with Canada..
Makes an unsubstantiated claim about future military action between US and Canada without evidence.
@thilinarajakaruna8478 Mar 4, 2025
He gives no Fs about fentanyl he wants your land gonna squeeze you in hopes that you will join the US and if you like Healthcare I would say dont do it no matter what
He gives no Fs about fentanyl he wants your land gonna squeeze you in hopes that you will join the US and if you like Healthcare I would say dont do it no matter what
Makes a conspiracy-like claim that Trudeau wants Canadian land and is pushing annexation, presented without evidence.
@npg117 Mar 4, 2025
canada goverment wants this to happen
canada goverment wants this to happen
Makes an unsubstantiated claim that the Canadian government intentionally caused immigration issues without providing evidence.
ShitboxNation Jan 27, 2026
He's talking crazy, they need to stop lying about Trump and Russia. Should they always take advantage of us!
He's talking crazy, they need to stop lying about Trump and Russia. Should they always take advantage of us!
Accuses others of lying about Trump and Russia without evidence, presenting an unsubstantiated claim about media dishonesty.
@michellewhite585 Mar 4, 2025
No you don't u lie
No you don't u lie
Accusation that Trudeau is lying presented without evidence or elaboration.
@STEPHENLICHTEFELD-nz4ht Mar 4, 2025
The fact is!! As a Canadian! Trudeau is a trader not putin!! Trudeau wants to illegally supply all drugs to every ,,, Trudeau your mouth just runing off sh,t ,,reopen the permanent quite hideing like …
The fact is!! As a Canadian! Trudeau is a trader not putin!! Trudeau wants to illegally supply all drugs to every ,,, Trudeau your mouth just runing off sh,t ,,reopen the permanent quite hideing like a COWARD
Makes specific unsubstantiated claims about Trudeau illegally supplying drugs and being a traitor, presented without evidence.
@brianleduc2244 Mar 4, 2025
There's a picture with Trump looking at satan in the mirror.
There's a picture with Trump looking at satan in the mirror.
References an unverified conspiratorial image/claim without substantiation.
@JonInvestor33 Mar 4, 2025
Canadians should be glad they are even let in. All the drug smuggling is coming from the north. Our military is blowing up boats at the south. Nothing is getting in at the southern border. …
Canadians should be glad they are even let in. All the drug smuggling is coming from the north. Our military is blowing up boats at the south. Nothing is getting in at the southern border. So if there is drugs in America, it can only come from the north. Our so called friendS from Canada. Wasn't a Canadian Olympian the biggest drug smuggler caught?
Makes specific factual claims about drug smuggling from Canada without evidence, framing Canadians as a security threat.
americaamerica8579 Dec 10, 2025
Inflation cominnup cuz biden he did Trump never did . And why biden give 300 billón dollars to ucraine. You. Canadian. . bla bla bla. Never Say ..Word to biden hmmm
Inflation cominnup cuz biden he did Trump never did . And why biden give 300 billón dollars to ucraine. You. Canadian. . bla bla bla. Never Say ..Word to biden hmmm
Makes specific factual claims about inflation causation and foreign aid spending without evidence, though presentation is incoherent.
@PedroRivadeneira-n5x Mar 4, 2025
It makes a lot of sense. Trump love Putin because Putin owns him.
It makes a lot of sense. Trump love Putin because Putin owns him.
Makes a specific factual claim about Trump-Putin relationship ('Putin owns him') presented without evidence.
@douglasdavis7602 Mar 4, 2025
Didn't watch it. Was he in blackface again?
Didn't watch it. Was he in blackface again?
Frames as a question but references an unverified/disputed past incident as a factual claim.
@josephfuller8950 Mar 4, 2025
When will Justinder Singh and Hugmeet Singh sent
When will Justinder Singh and Hugmeet Singh sent
Incomplete statement appears to make an unsubstantiated claim about specific individuals without evidence.
Arander-c8e Dec 25, 2025
More drugs come into canada from the usa thats facts
More drugs come into canada from the usa thats facts
Presents a specific factual assertion about drug trafficking patterns without evidence, comparing Canada-US border issues.
@dirkdiggler4860 Mar 4, 2025
Tim Hortons is all about Visa business
Tim Hortons is all about Visa business
The claim that Tim Hortons operates primarily as a visa business is an unsubstantiated conspiracy-like assertion without supporting evidence.
CTRLEverythinggg Feb 8, 2026
Trump is Pleasing Putin as a Request by her Russian wife...???
Trump is Pleasing Putin as a Request by her Russian wife...???
Makes an unsubstantiated conspiracy claim linking Trump's actions to Putin through a Russian wife, presented without evidence.
@romeomamansag2691 Mar 4, 2025
Manusmriti 11.149: States that a Brahmin who accidentally drinks water left by a Shudra must undergo a purification ritual (drinking water boiled with Kusa grass for three days).
Manusmriti 11.149: States that a Brahmin who accidentally drinks water left by a Shudra must undergo a purification ritual (drinking water boiled with Kusa grass for three days).
Posts another religious text quote out of context, appearing to support caste-based discrimination through selective scriptural citation.
GrambanglaRestaurant Feb 23, 2026
Dump is destroying USA at the direction of Putin. Putin puppet is winning and America is losing!
Dump is destroying USA at the direction of Putin. Putin puppet is winning and America is losing!
Makes unsubstantiated claims about Trump being a Putin puppet without evidence, framed as conspiracy theory.
@monicalillich8503 Mar 4, 2025
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Discourse Taxonomy

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)