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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 is making moves on basis of half secret report on agricultural future of Russian Federation.They burned their soil with artificial manure,and they will be hungry for bread,Ukraine is their field now to survive,real reason …
Trump is making moves on basis of half secret report on agricultural future of Russian Federation.They burned their soil with artificial manure,and they will be hungry for bread,Ukraine is their field now to survive,real reason for war,future wars for food and water have begin in front of our eyes and every politican of higher rank pushes some distractive agenda,we are at point of no return with size of population and agricultural limits.
Presents specific unverified claims about Russian agricultural collapse and hidden reports driving geopolitical conflict without evidence.
@VesimirVičerovski Mar 4, 2025
The REAL reason Justin Trudeau is stepping down from office is because he's coming to be PRESIDENT over the Untied States Of America!!!! Please HURRY. We ❤You!!! ???
The REAL reason Justin Trudeau is stepping down from office is because he's coming to be PRESIDENT over the Untied States Of America!!!! Please HURRY. We ❤You!!! ???
A conspiracy theory claiming Trudeau is stepping down to become US President, presented with excessive punctuation suggesting either satire or unfounded speculation.
@thekurtcobainfoundation4200 Mar 4, 2025
Fix your imagination problem. And stop sending chinas drugs to America
Fix your imagination problem. And stop sending chinas drugs to America
Makes an unsubstantiated factual claim about China sending drugs to America without evidence.
@Jamie-k3y Mar 4, 2025
It's not Putin that Trump is appeasing, it is Musk and the tech billionaires
It's not Putin that Trump is appeasing, it is Musk and the tech billionaires
Makes a specific factual assertion about Trump's motivations ('appeasing Musk and tech billionaires') without supporting evidence.
@geometricsphereuniversalin7043 Mar 4, 2025
The only ones winning are Putin, Yrumrpriski and his oligarchs
The only ones winning are Putin, Yrumrpriski and his oligarchs
Makes a specific factual claim about Putin and oligarchs benefiting without evidence, presented as established fact.
@Lizz-z3j Mar 4, 2025
U will never defeat trumph he has made plan way before u think just see
U will never defeat trumph he has made plan way before u think just see
Makes unsubstantiated claim about Trump's strategic planning without evidence.
@TheSsdhillon Mar 4, 2025
This is what happens when a convicted criminal is president and South African slave owner run the country.
This is what happens when a convicted criminal is president and South African slave owner run the country.
Makes unsubstantiated claims about criminal status and ownership/control of government without evidence.
@rbutch950 Mar 4, 2025
YEET THE JEET
YEET THE JEET
Slur-based phrase that appears to mock or demean a specific ethnic group, combining offensive language with potential satirical intent.
nightdad777 Mar 3, 2026
More fentanyl comes from china than anywhere else
More fentanyl comes from china than anywhere else
Asserts a specific factual claim about fentanyl sources without providing supporting evidence.
@ZoeFluidArt Mar 4, 2025
Canada joining the EU will be amazing. ??
Canada joining the EU will be amazing. ??
Makes a factual assertion ('Canada joining the EU') that is geopolitically implausible and presented without evidence or context.
@grish1u927 Mar 4, 2025
Andrew Callahan got arrested for crossing the Canada U.S. border.
Andrew Callahan got arrested for crossing the Canada U.S. border.
States a factual claim about the video creator's arrest, potentially providing context or misinformation about the creator.
John-k9q7b Jan 27, 2026
It was NOT the economy, that was a smokescreen, because the economy was at its best in four years and inflation was flattening out.
It was NOT the economy, that was a smokescreen, because the economy was at its best in four years and inflation was flattening out.
Makes specific factual claims about economic conditions (inflation flattening, best in four years) without evidence to counter a narrative.
@NancyBrown-iw7vh Mar 4, 2025
Yeah, Russia fault?.
Yeah, Russia fault?.
Presents a rhetorical question implying Russia is responsible for something, without evidence or context.
@alexandersokolov6376 Mar 4, 2025
Follow the money... Somalia Scam 2.0
Follow the money... Somalia Scam 2.0
Vague conspiracy theory reference ('Follow the money... Somalia Scam 2.0') suggesting fraudulent immigration schemes without evidence.
Unbiased-z8f Jan 29, 2026
Trump doesn’t care about drugs he pardoned the world’s biggest drug dealer. Trump hates America.
Trump doesn’t care about drugs he pardoned the world’s biggest drug dealer. Trump hates America.
Makes a specific factual claim about Trump pardoning 'the world's biggest drug dealer' without evidence, paired with a moral judgment.
@kevinhajducky5482 Mar 4, 2025
The world and over 50% of Americans support and stand with you !
The world and over 50% of Americans support and stand with you !
Makes an unsubstantiated statistical claim ('over 50% of Americans') to assert widespread support without evidence.
@hotttt28 Mar 4, 2025
Trump is a disaster capitalist. Him and his cronies will be shorting various stocks and indexes which will be falling from which they can make millions of dollars on each trade.
Trump is a disaster capitalist. Him and his cronies will be shorting various stocks and indexes which will be falling from which they can make millions of dollars on each trade.
Makes a specific factual claim about Trump and associates engaging in stock manipulation without evidence, presented as assertion.
@pastyman001 Mar 4, 2025
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote …
The banned group, Sikhs for Justice, held a Khalistan referendum in Ottawa over the weekend during which supporters chanted ‘Kill India’ slogans and even desecrated the Indian flag. This is the seventh such unofficial vote that Canada has seen since September 2022. The timing of this event was significant — it came as Canadian PM Mark Carney met his Indian counterpart Narendra Modi on the sidelines of the G20 Summit in Johannesburg
Presents specific factual claims about banned groups, referendums, and slogans without evidence, and contains a factual error (Mark Carney as PM), suggesting unreliable sourcing.
PiyushKiChannel Nov 25, 2025
As I understand it all the precursors to Fentanyl come from China. Hey Donald, doesn't your pal Putin have some connections over there?
As I understand it all the precursors to Fentanyl come from China. Hey Donald, doesn't your pal Putin have some connections over there?
Makes unsubstantiated claim about fentanyl precursors sourcing while sarcastically questioning Trump's geopolitical awareness.
@BootsDanielewski Mar 5, 2025
Indians dont pay taxes?
Indians dont pay taxes?
Phrased as a question but functions as an unverified claim implying Indians don't pay taxes.
raispeakseasy Nov 16, 2025
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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)