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
the smuggling operation is insane. they can scam u so easily too Jesus
the smuggling operation is insane. they can scam u so easily too Jesus
Makes specific claims about smuggling operations and scams without evidence, presenting them as established facts.
adamispahany3698
Jan 27, 2026
Trump’s destroying the free world’s economies just as Putin had ordered.
Trump’s destroying the free world’s economies just as Putin had ordered.
Makes an unsubstantiated claim about Trump following Putin's orders to destroy economies, combining conspiracy-like assertion with threat framing.
@billyrubin3108
Mar 4, 2025
They went home. Collecting our money. Scammers.
They went home. Collecting our money. Scammers.
Makes unsubstantiated claim that immigrants are collecting Canadian money and committing fraud without specific evidence.
basementbanter366
Sep 30, 2025
Trump isn't worried about the cost of living. He's on Elon's payroll.
Trump isn't worried about the cost of living. He's on Elon's payroll.
Makes an unsubstantiated claim that Trump is on Elon's payroll, framed as a factual assertion without evidence.
@suzannahirwin7165
Mar 4, 2025
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
I’m not so sure he’s been played by Putin. I’m afraid he may well be The Manchurian.
I’m not so sure he’s been played by Putin. I’m afraid he may well be The Manchurian.
Makes an unsubstantiated claim that a political figure is a 'Manchurian' (controlled agent), combining conspiracy theory with threat framing.
@longliveliberty2257
Mar 5, 2025
WEF "cultural enrichment"
WEF "cultural enrichment"
References WEF conspiracy theory about 'cultural enrichment' as a hidden agenda without evidence.
dev9614
Jan 27, 2026
What Trump wants is Canada as a 51st State of America
What Trump wants is Canada as a 51st State of America
Makes a specific factual claim about Trump's intentions without evidence, framed as a comparative assertion about US-Canada relations.
@AlbertFoo-h9c
Mar 4, 2025
Russia is good at what they do apparently. Probably the ones that developed the no propulsion engines in vehicles Americans call ufos.
Russia is good at what they do apparently. Probably the ones that developed the no propulsion engines in vehicles Americans call ufos.
Makes unsubstantiated conspiracy claim about Russia developing UFO technology without evidence.
Unverified Claim
0.75
@Fat_Fish_Cant_Swim
Mar 4, 2025
Trudeau supports genocide in Gaza, as does Trump and was Biden. You are all together with Vlodimir Putin- there is no difference so you know.
Trudeau supports genocide in Gaza, as does Trump and was Biden. You are all together with Vlodimir Putin- there is no difference so you know.
Commenter makes unsubstantiated claims equating multiple world leaders and accusing them of supporting genocide without evidence.
@ML-ev1pz
Mar 4, 2025
Putin is not a dictator
Putin is not a dictator
Makes a factual assertion about Putin's political status without evidence, contradicting widely documented information.
Unverified Claim
0.75
@PedroRivadeneira-n5x
Mar 4, 2025
Wake up citizens of the world..stop eating up the narrative forced upon you...open your eyes and truly investigate what lies deep beneath!! This guy and the rest of the world (EU) are full of crap …
Wake up citizens of the world..stop eating up the narrative forced upon you...open your eyes and truly investigate what lies deep beneath!! This guy and the rest of the world (EU) are full of crap and gaslighting you to no end!!!
Makes vague conspiratorial claims about hidden truths and gaslighting by world leaders without specific evidence.
@ronellerheeder1992
Mar 4, 2025
He will backtrack in under 1 month.
He will backtrack in under 1 month.
Commenter makes a specific predictive claim without evidence that Trudeau will reverse his position within one month.
@brandiesodensaint-claire5792
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.
Unverified Claim
0.75
@Nomorehate24
Mar 4, 2025
Its all GLOBALIST rhetoric... propaganda.. all of it! Thought this dufus criminal stepped down?
Its all GLOBALIST rhetoric... propaganda.. all of it! Thought this dufus criminal stepped down?
Makes unsubstantiated claims about globalist conspiracy and propaganda without evidence, combined with name-calling.
@robd5257
Mar 4, 2025
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
Presents a specific factual claim about Khalistan separatists controlling border infrastructure without evidence, framed as personal experience.
QuinnDonaldson
Jan 27, 2026
Canadian deal with 18 taxation + theres actually a tax charge for rain water even god is being taxed by Canadian government no one can escape the tax man thats not including sneaking up on …
Canadian deal with 18 taxation + theres actually a tax charge for rain water even god is being taxed by Canadian government no one can escape the tax man thats not including sneaking up on peoples personal accounts and asking for tax for money in the account.
Makes multiple specific factual claims about Canadian taxation (rainwater tax, account monitoring) presented without evidence.
@rimoxbrikha6558
Mar 4, 2025
Heads Up! Elon Musk's mother was Canadian. Why does the president push for the 51st state? Goldwater ran against Johnson for president and because he was born in Arizona when it was a territory, eventually …
Heads Up! Elon Musk's mother was Canadian. Why does the president push for the 51st state? Goldwater ran against Johnson for president and because he was born in Arizona when it was a territory, eventually to become a state, The commentators said Goldwater could become president. So, if the USA were to make Canada the 51st state . . . Elon Musk could become president. Reality Check X.
Presents a speculative conspiracy theory linking Elon Musk's eligibility to become US president if Canada became the 51st state, without evidence, while comparing constitutional scenarios across countries.
@dogsinolga
Mar 4, 2025
Most canadians dont even like this guy
Most canadians dont even like this guy
Makes a factual assertion about Canadian public opinion without providing evidence or source.
Unverified Claim
0.75
@amattson6578
Mar 4, 2025
USA CIA should pay the punjabis to incite a revolution in Brampton
USA CIA should pay the punjabis to incite a revolution in Brampton
Makes an unsubstantiated conspiratorial claim about CIA involvement in inciting revolution, presenting fabricated geopolitical narrative.
davidkosman9179
Jan 27, 2026
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)