Research Tools
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
Tramp learns tnings from the best friend Putin?
Tramp learns tnings from the best friend Putin?
Makes an insinuating claim about Trump learning from Putin without evidence, presented with sarcastic tone.
@alinaashubaeva6852
Mar 4, 2025
trudeau and his team deliberately sabotaged canada. I heard he is wearing a skirt now and cooking for his new GF : )
trudeau and his team deliberately sabotaged canada. I heard he is wearing a skirt now and cooking for his new GF : )
Makes unsubstantiated claims about deliberate sabotage and includes personal attacks with sarcastic tone, blending conspiracy and mockery.
frankinstein9509
Feb 27, 2026
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
Questions the national origin of immigrants with skeptical tone, implying misrepresentation or conflation of South Asian nationalities.
Saddam-m6x5w
Jan 28, 2026
It's now only a matter of time before the US screws the Australians over.
It's now only a matter of time before the US screws the Australians over.
Makes a speculative claim about future US-Australia relations without evidence, comparing geopolitical outcomes.
@CombatMosquitoTrainer
Mar 4, 2025
Half of America is on Canada’s side.
Half of America is on Canada’s side.
Makes a specific factual assertion ('Half of America is on Canada's side') without evidence or source.
Unverified Claim
0.70
@jamesfanshawe6807
Mar 4, 2025
Could the unthinkable be true? Trump is on Putin's payroll?
Could the unthinkable be true? Trump is on Putin's payroll?
Presents a specific factual claim (Trump on Putin's payroll) framed as a question, but the claim itself is unverified conspiracy-adjacent assertion.
@stevet6676
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
US President Krasnov-Trump appears to have but one mission: dismantle the USA
US President Krasnov-Trump appears to have but one mission: dismantle the USA
Makes a specific factual claim about a political figure's intentions without evidence, presented as established fact.
@Joe_Terra_Citizen
Mar 4, 2025
Why is the terrorist organization WSIB still running the show for injured workers?
Why is the terrorist organization WSIB still running the show for injured workers?
Makes an unsubstantiated claim labeling WSIB as a terrorist organization while framing it as a question.
@vinceagashi1121
Mar 4, 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
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
In 2022, the CDC reported over 90,000 drug overdose deaths, with a large portion linked to prescription medications—mainly opioids.\n\nIn 2022, there were about 73,000 fentanyl-related overdose deaths in the U.S., according to the National Institute …
In 2022, the CDC reported over 90,000 drug overdose deaths, with a large portion linked to prescription medications—mainly opioids.\n\nIn 2022, there were about 73,000 fentanyl-related overdose deaths in the U.S., according to the National Institute on Drug Abuse \n\nTobacco kills approximately 480,000 people per year in the U.S.\n\nThis includes 41,000 deaths from secondhand smoke exposure.\n\nWith these numbers you’re think we’d be going after big pharmaceutical companies and tobacco companies if Trump is so concerned with the health of Americans! ??♂️ \n\nThere’s no way these tariffs are about fetanyl ! He’s INTENTIONALLY crashing the market so he can buy low
Commenter presents specific factual claims about drug deaths and tobacco mortality, then makes an unsubstantiated conspiracy claim that tariffs are intentionally designed to crash markets.
@Thereallyjonez
Mar 4, 2025
When you consider what the yearly payouts for propagandist media are, $78 million is pocket change.
When you consider what the yearly payouts for propagandist media are, $78 million is pocket change.
Makes an unsubstantiated claim about media funding ('yearly payouts for propagandist media') without evidence while critiquing government spending.
alweedo8377
Dec 30, 2025
Donald trump actively trying to turn America into a third world country
Donald trump actively trying to turn America into a third world country
Presents a specific factual claim about Trump's actions without evidence, framed as a threat to national status.
PowyMeowy
Dec 9, 2025
They all cone to Ontario anyways
They all cone to Ontario anyways
Presents a specific factual assertion about immigrant settlement patterns without evidence ('They all come to Ontario').
Unverified Claim
0.70
robertlegault9226
Nov 27, 2025
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
sounds like the fems paid him, he’s stepping down. no one trusts him
sounds like the fems paid him, he’s stepping down. no one trusts him
Makes unsubstantiated claim that Trudeau was paid off by feminists to step down, presented as fact.
@lance8803
Mar 4, 2025
What a surprise 😮. It’s taken this long to figure it out ? why didn’t you just look around?? Plus look at who is filling the majority of the Canadian government jobs and what community …
What a surprise 😮. It’s taken this long to figure it out ? why didn’t you just look around??
Plus look at who is filling the majority of the Canadian government jobs and what community they belong to. 😮 no no that wouldn’t be possible!! would it!! Maybe you should be doing a better job at supervising the government employees.
We all know that the expectations are those of just having a warm body to work in the Government and not ask any questions, all else is secondary.
Makes unsubstantiated claims about government hiring practices and community representation without evidence, while critiquing government oversight.
maxxnorthamericagroup3586
Nov 13, 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.
Unverified Claim
0.70
GrambanglaRestaurant
Feb 23, 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
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)