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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 154 of 162
Trump wants to bankrupt businesses so that he or his people can buy them.
Trump wants to bankrupt businesses so that he or his people can buy them.
Makes a specific factual claim about Trump's business motivations without evidence, presented as established fact.
@adelinabeganu Mar 4, 2025
If you arrest your political opponents murder your people your a dictator just like zalinski.
If you arrest your political opponents murder your people your a dictator just like zalinski.
Makes unsubstantiated claims about arresting political opponents and murdering people, comparing to another leader.
@golfguy6071 Mar 4, 2025
You will find a lot of these Students living in Brampton ,Milton who are missing living in rented basements
You will find a lot of these Students living in Brampton ,Milton who are missing living in rented basements
Asserts a specific claim about student housing conditions in particular cities without supporting evidence.
judecrasto9527 Sep 28, 2025
Alberta having the India BRATS over populated drug trafficking from India problem.
Alberta having the India BRATS over populated drug trafficking from India problem.
Makes unverified claims linking Indian immigrants to drug trafficking and overpopulation without evidence.
bff1586 Oct 23, 2025
USA is in bed with RUSSIA!!!!!!!
USA is in bed with RUSSIA!!!!!!!
Makes a specific factual claim about US-Russia collusion presented without evidence or elaboration.
@Actingbadly Mar 4, 2025
Canada is American puppet
Canada is American puppet
Makes an unsubstantiated geopolitical claim about Canada's relationship to America without evidence.
harishparbhoo2968 Apr 16, 2025
Tariffs are for Liberals so they get out of office
Tariffs are for Liberals so they get out of office
Unsubstantiated claim that tariffs are a deliberate Liberal strategy to lose office, presented as fact without evidence.
@MK-ng5fp Mar 4, 2025
GOOGLE on the internet: TOP US PSYCHIATRISTS and PSYCHOLOGISTS (publicly) DIAGNOSE Trump.
GOOGLE on the internet: TOP US PSYCHIATRISTS and PSYCHOLOGISTS (publicly) DIAGNOSE Trump.
Directs readers to search for alleged public diagnoses by psychiatrists without providing evidence or specific sources.
@joni-s4h Mar 4, 2025
20 thousands students from India missing
20 thousands students from India missing
Presents a specific numerical claim ('20 thousands students from India missing') without context or evidence, suggesting a factual assertion requiring verification.
SuckaDiversity Oct 3, 2025
Russian asset, *_Agent Orange_* has succeeded in the isolation and the beginning of the fall of the United States. \n_Trudeau did not only speak for Canada, _*_he spoke for the entire free world_*
Russian asset, *_Agent Orange_* has succeeded in the isolation and the beginning of the fall of the United States. \n_Trudeau did not only speak for Canada, _*_he spoke for the entire free world_*
Makes unsubstantiated claims about Trump being a 'Russian asset' and causing US decline, presented as fact without evidence.
@spoiltchild79 Mar 4, 2025
Reporters keep saying that the deterioration of U.S. and Canada relationship is exactly what their adversaries want…. But they are getting this wrong. Trump and Putin are NOT adversaries! They are alleis! \nTrump is planning …
Reporters keep saying that the deterioration of U.S. and Canada relationship is exactly what their adversaries want…. But they are getting this wrong. Trump and Putin are NOT adversaries! They are alleis! \nTrump is planning to do to his neighbors exactly what Putin is doing to Ukraine. The USA is now a dictatorship just like Russia.
Makes specific factual claims about Trump-Putin alliance and US dictatorship without evidence, while comparing US and Russia.
@raphaelmoretti71 Mar 4, 2025
He quit posting on tiktok and youtube since vjsiting epsteins island, maybe he did die, or get arrested, or just possibly quit posting.
He quit posting on tiktok and youtube since vjsiting epsteins island, maybe he did die, or get arrested, or just possibly quit posting.
Makes unsubstantiated conspiracy-like claims about the content creator's disappearance and alleged criminal activity.
BostifyClan Feb 17, 2026
Is a.i. ruling the American idiocratie? Guns morrons racism anti socialism considered to be communism. Blackrock Opioids...
Is a.i. ruling the American idiocratie? Guns morrons racism anti socialism considered to be communism. Blackrock Opioids...
Makes vague, unsubstantiated claims about AI control, guns, racism, and corporate influence without evidence, presented as rhetorical questions.
@kimsonone Mar 4, 2025
The government of Canada expulsion of drug trafficking and prostitution schemes of scams from illegally immigrats
The government of Canada expulsion of drug trafficking and prostitution schemes of scams from illegally immigrats
Makes unsubstantiated claims linking illegal immigrants to drug trafficking, prostitution, and scams without evidence.
bff1586 Jan 15, 2026
Doing something and undoing something is necessary if you need to manipulate the financial market and make a big killing in the market.
Doing something and undoing something is necessary if you need to manipulate the financial market and make a big killing in the market.
Makes an unsubstantiated claim about market manipulation without evidence or context.
@Gerry-t1w Mar 4, 2025
To śmierdziele !!!!
To śmierdziele !!!!
Polish-language slur expressing xenophobic sentiment without substantive argument; appears to be inflammatory name-calling.
Duszan1Duszan Mar 2, 2026
its not fentanyl trump is concerned about.... It's the cheap medicare that's undercutting Trumps fogeys in big pharma across the border that he fears.
its not fentanyl trump is concerned about.... It's the cheap medicare that's undercutting Trumps fogeys in big pharma across the border that he fears.
Makes specific factual assertion about Trump's true motivations regarding pharmaceutical pricing without evidence.
@almcfly7407 Mar 4, 2025
USA wants drug trafficking to stop
USA wants drug trafficking to stop
Makes an unsubstantiated assertion about US government intentions regarding drug trafficking without evidence.
@recreational420wmsd4 Mar 4, 2025
Trump supports the RUSSIANS! \nIs trump a traitor. \nTrump is hurting the stock market its the lowest since trump started.
Trump supports the RUSSIANS! \nIs trump a traitor. \nTrump is hurting the stock market its the lowest since trump started.
Makes specific factual claims about Trump's economic impact ('lowest stock market since trump started') without evidence, presented as fact.
@IamHisEcstasy Mar 4, 2025
The only winner in this trade war is ....RUSSIA!
The only winner in this trade war is ....RUSSIA!
Presents a specific claim about Russia benefiting from trade war without supporting evidence.
@mauricesiermachesky4900 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)