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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 130 of 162
Trump must really be desperate for Putin not to publish his porn video that was secretly taken and which Putin uses to blackmail Trump into doing what Putin says.
Trump must really be desperate for Putin not to publish his porn video that was secretly taken and which Putin uses to blackmail Trump into doing what Putin says.
Presents an unsubstantiated conspiracy theory about blackmail while using satirical tone to mock Trump.
@Martian3303 Mar 4, 2025
Imported liberal party voters. US tried to do the same during the last administration
Imported liberal party voters. US tried to do the same during the last administration
Makes an unsubstantiated claim that immigrants are deliberately imported to influence voting patterns, suggesting a conspiracy theory.
FA-cm9ef Jan 28, 2026
As of April 2024, Canada owed the United States $328.7 billion, making it the fourth largest foreign owner of US debt.
As of April 2024, Canada owed the United States $328.7 billion, making it the fourth largest foreign owner of US debt.
Presents a specific factual claim about Canada's debt to the US with a precise figure and ranking, stated without source.
@JMc1125 Mar 4, 2025
We’re listen to Faked news CNN and faked General
We’re listen to Faked news CNN and faked General
Makes unsubstantiated claims about CNN being 'faked news' and references a 'faked General' without evidence.
@derricknguyen146 Mar 4, 2025
Shhh we're not supposed to talk about the college scam....
Shhh we're not supposed to talk about the college scam....
Comment alludes to an alleged 'college scam' without evidence while suggesting suppression of discussion, implying a conspiracy narrative.
neckcuttaxxx1632 Jan 29, 2026
Being 'Canadian' is a fictious avatar used by these guys to control the population with mind control
Being 'Canadian' is a fictious avatar used by these guys to control the population with mind control
Makes unfounded conspiratorial claim about Canadian identity being used for mind control without evidence.
@AwakeningAmbience Mar 4, 2025
Lock trump up! He is a russian asset.
Lock trump up! He is a russian asset.
Makes an unsubstantiated claim that Trump is a Russian asset, framed as a call to action (lock him up).
@ismayilarifoglu6226 Mar 4, 2025
Alot are trafficking here in canada including corrupt police but they doing it mostly too homeless and disabled
Alot are trafficking here in canada including corrupt police but they doing it mostly too homeless and disabled
Makes unsubstantiated claims about trafficking and police corruption without evidence, combining alarmism with false assertions.
christwoodtree Jan 29, 2026
Trudeau needs to leave. All canadians want it.
Trudeau needs to leave. All canadians want it.
Claims 'All canadians want' Trudeau to leave without evidence, presenting an unsubstantiated generalization as fact.
@glendaleaz1593 Mar 4, 2025
comerate trumpofsky also selling america visa for 5mil... who have this money?\nUS will have fantanol and other drugs bosses from all over the world IN UZA (not uSa anymore), living in Florida and Texas, mainly …
comerate trumpofsky also selling america visa for 5mil... who have this money?\nUS will have fantanol and other drugs bosses from all over the world IN UZA (not uSa anymore), living in Florida and Texas, mainly ?????
Makes specific unsubstantiated claims about visa sales and drug trafficking without evidence, combined with alarmist framing.
@paulosaraiva4923 Mar 4, 2025
Canada can just turn off oil supply to the US. The US cannot refine their own oil, they need to import oil because all their refineries are set up for the type of oil that …
Canada can just turn off oil supply to the US. The US cannot refine their own oil, they need to import oil because all their refineries are set up for the type of oil that is imported, and not their own type of oil, which is low-grade
Makes specific factual claims about US oil refinery capacity and imports without evidence.
@EvilDrDude Mar 4, 2025
Sing Horton is bought by Indians with black money.
Sing Horton is bought by Indians with black money.
Makes an unsubstantiated conspiracy claim about Indian ownership of Tim Hortons using illicit funds.
MullBatoora-kf6cj Jan 29, 2026
Sadly, it seems America is shutting down for project 25 and America first. When you look at how the people given power by trump, it is the only conclusion
Sadly, it seems America is shutting down for project 25 and America first. When you look at how the people given power by trump, it is the only conclusion
Makes an unsubstantiated claim that 'America is shutting down for project 25' while expressing alarm about Trump's appointees.
@Michaela-bk3mm Mar 4, 2025
Trump sold American out to Russia.
Trump sold American out to Russia.
Makes a specific factual claim about Trump's alleged collusion with Russia without supporting evidence.
@Nomorehate24 Mar 4, 2025
I work in logistics here in the U.S. and 75% of all semi truck drivers are all from other countries but they go to Canada to get their licenses then come to the U.S. and …
I work in logistics here in the U.S. and 75% of all semi truck drivers are all from other countries but they go to Canada to get their licenses then come to the U.S. and it’s so easy for them. Then they cannot read or speak English and they are hauling 80k lbs death machines
Presents specific factual claims (75% of drivers from other countries, language barriers, safety risks) without evidence, framed as a security concern.
CamjProductions Jan 27, 2026
Wall Street journal is just another name for the Democrat party whatever they tell you to print and you print
Wall Street journal is just another name for the Democrat party whatever they tell you to print and you print
Makes an unsubstantiated claim that Wall Street Journal is controlled by Democrats without evidence.
@Mrdick-gn4qg Mar 4, 2025
They want indian punjab but in their referendum they will also include pakistan's punjab (but they never say this) just because khalistanis get support from the pakistanis ( sorry porkies).
They want indian punjab but in their referendum they will also include pakistan's punjab (but they never say this) just because khalistanis get support from the pakistanis ( sorry porkies).
Makes unsubstantiated claims about Khalistan movement intentions and Pakistani support, mixing conspiracy-like assertions with identity framing.
FrankMir1234 Jan 29, 2026
The worst is, timmys get subsidized for each Indian it hires...
The worst is, timmys get subsidized for each Indian it hires...
Makes unsubstantiated claim about employer subsidies tied to hiring immigrants, presenting false economic information.
anndeeraney5401 Jan 29, 2026
Poop eating 😂😂
Poop eating 😂😂
Uses crude ethnic stereotype humor that relies on false cultural tropes.
sapiens6875 Jan 29, 2026
Poopjeet💩💩💩💩💩💩💩💩💩💩💩💩
Poopjeet💩💩💩💩💩💩💩💩💩💩💩💩
Derogatory slur targeting Indian immigrants, presented as crude humor but primarily functioning as hateful stereotyping.
aliReza-f2i5l Jan 29, 2026
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Discourse Taxonomy

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Category Distribution

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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)