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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 113 of 162
Trumps playing the first set of cards in the pursuit of buying Canada and Mexico.....! Bravo
Trumps playing the first set of cards in the pursuit of buying Canada and Mexico.....! Bravo
Makes an unsupported conspiratorial claim that Trump is pursuing territorial acquisition of Canada and Mexico without evidence.
@francisthomas100k6 Mar 4, 2025
Trudeau leaving will be part of the final agreement.
Trudeau leaving will be part of the final agreement.
Makes a specific factual assertion about Trudeau being part of a final agreement without providing evidence.
@boxfancb Mar 4, 2025
she might have got served before cuz she must be pakistani. i dont see an Indian butchering. or he was no Indian wants a girl inside a buther shop, and to wait.. relax just Indian …
she might have got served before cuz she must be pakistani. i dont see an Indian butchering. or he was no Indian wants a girl inside a buther shop, and to wait.. relax just Indian things.
Makes stereotypical and unsubstantiated claims about ethnic/religious groups and their behaviors.
gmg-o6p Jan 27, 2026
I thought this deep state actor resigned?! Also never forget him freezing citizens bank accounts.
I thought this deep state actor resigned?! Also never forget him freezing citizens bank accounts.
Makes specific factual assertions about a political figure's actions (resignation, freezing bank accounts) without evidence, combined with implicit criticism.
@edwardthompson1406 Mar 4, 2025
America gives Canada $300 billion a year. I think this guy can just keep quiet
America gives Canada $300 billion a year. I think this guy can just keep quiet
Presents a specific factual claim about U.S. financial aid to Canada without evidence, used to delegitimize Canada's position.
@Allen.Fepuleai Mar 4, 2025
jews love the indians
jews love the indians
Makes an unsubstantiated conspiratorial claim linking Jewish and Indian communities without evidence or context.
shooting_star.. Jan 28, 2026
Wasn’t it obvious republicans were aligned with Putin when 3 right wing influencers including Tim Pool and Benny Johnson were bribed by Russia to spread Russian propaganda? \n\nThey didn’t even deny it either… they just …
Wasn’t it obvious republicans were aligned with Putin when 3 right wing influencers including Tim Pool and Benny Johnson were bribed by Russia to spread Russian propaganda? \n\nThey didn’t even deny it either… they just said they were “unknowingly tricked and were victims” How much longer will republicans live in denial about this?
Makes specific factual claims about bribery and propaganda without evidence, while also framing political alignment as us-vs-them.
@jjoe7078 Mar 4, 2025
Wait? Canada has had hundreds of Tariffs on American imports for decades! Many at 200 percent (like Milk)
Wait? Canada has had hundreds of Tariffs on American imports for decades! Many at 200 percent (like Milk)
Asserts specific tariff claims (200% on milk) without evidence to counter the narrative about American tariffs.
@EyeMenu Mar 4, 2025
IT'S NOT ABOUT FENTANOL. THAT'S A LIE. WHAT ABOUT THE ILLEGAL GUNS CROSSING INTO CANADA ?? ?
IT'S NOT ABOUT FENTANOL. THAT'S A LIE. WHAT ABOUT THE ILLEGAL GUNS CROSSING INTO CANADA ?? ?
Asserts that fentanyl narrative is false and claims illegal guns are the real issue without supporting evidence.
@marciamariethompson6463 Mar 4, 2025
Lol you would literally have a better chance just walking in the woods yourself and crossing. There isnt a fence near maine or vermont. U can just do it
Lol you would literally have a better chance just walking in the woods yourself and crossing. There isnt a fence near maine or vermont. U can just do it
Provides false information about border security vulnerabilities as a statement of fact.
MrJol420 Jan 28, 2026
I try to avoid Tim Hortons now... I'm certain they stir my black coffee with their hands now... Yesterday it had a salty curry aftertaste.
I try to avoid Tim Hortons now... I'm certain they stir my black coffee with their hands now... Yesterday it had a salty curry aftertaste.
Makes an unsubstantiated claim about Tim Hortons practices based on anecdotal experience, presenting speculation as fact.
hugovai89 Jan 28, 2026
So Trudeau basically admitted there was a Fentanyl problem flowing into the US from his country? Trump was right on that then
So Trudeau basically admitted there was a Fentanyl problem flowing into the US from his country? Trump was right on that then
Interprets Trudeau's statement as admission of fentanyl problem to validate Trump's claims without direct evidence.
@benplasier346 Mar 4, 2025
Has anyone wondered if it is possible that Trump's election win was assisted in some way by Russia? Is Trump repaying the piper?
Has anyone wondered if it is possible that Trump's election win was assisted in some way by Russia? Is Trump repaying the piper?
Presents unsubstantiated conspiracy theory about Russian interference in Trump's election and alleged quid pro quo arrangement.
@MarkRose-og3jw Mar 4, 2025
You think it's bad there,.. Toronto is Little Iran,.. they hold candle light vigils when Iranian terrorists die.
You think it's bad there,.. Toronto is Little Iran,.. they hold candle light vigils when Iranian terrorists die.
Makes specific factual claims about Toronto's demographics and alleged behavior of a group without evidence, presented as established fact.
dr.decker3623 Jan 27, 2026
The term "Racism" doesn't exist anymore.
The term "Racism" doesn't exist anymore.
Demonstrably false claim that racism no longer exists, contradicted by extensive evidence and social reality.
BasedMisatoSpeaks1488 Jan 28, 2026
The only people who are going to pay are Americans
The only people who are going to pay are Americans
Makes a specific factual assertion ('only Americans will pay') without evidence, presented as a claim about economic consequences.
@minigrande1939 Mar 4, 2025
Trumps is either dumb or a Russian asset or both but he ain’t smart.
Trumps is either dumb or a Russian asset or both but he ain’t smart.
Makes unsubstantiated claims about Trump being a 'Russian asset,' combining conspiracy theory with character attack.
@malikharris9741 Mar 4, 2025
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Claims someone is lying about their identity/language origin, mixing factual dispute with identity-based framing.
Khalsasingh1256 Jan 28, 2026
trump is a convicted felon, so of course he would rub elbows with Putin
trump is a convicted felon, so of course he would rub elbows with Putin
Makes a specific factual assertion about Trump being a convicted felon and his relationship with Putin without providing evidence or context.
@MsKorm Mar 4, 2025
Crazy convicted criminal running on lies as president ?
Crazy convicted criminal running on lies as president ?
Makes unsubstantiated claim about criminal conviction and dishonesty without evidence.
@robertlee8862 Mar 4, 2025
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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)