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
Simple if you are not a trillionaire autocrat like putin or a half a trillionaire oligarch like musk trump doesnt respect you much less consider you a friend. The other one percenters in america are …
Simple if you are not a trillionaire autocrat like putin or a half a trillionaire oligarch like musk trump doesnt respect you much less consider you a friend. The other one percenters in america are following trumps lead.
Makes a specific factual claim about Trump's respect for non-billionaires and oligarch behavior without evidence.
@paulsterling2610
Mar 4, 2025
Wharton School of Business professor William T. Kelley — “Donald Trump was the dumbest goddamn student I ever had”
Wharton School of Business professor William T. Kelley — “Donald Trump was the dumbest goddamn student I ever had”
Presents a specific attributed quote without source verification; appears to be an unsubstantiated claim about Trump's academic performance.
Unverified Claim
0.75
@tony--james
Mar 4, 2025
Trump's intention is to force foreign companies to move to the USA. Nothing to do with drugs or border control.
Trump's intention is to force foreign companies to move to the USA. Nothing to do with drugs or border control.
Asserts Trump's hidden economic motive without evidence, reframing stated policy rationales.
@shane2399
Mar 4, 2025
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have …
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have stabilized in recent years. MAKE THAT MAKE SENSE! lier!
Presents fentanyl statistics as evidence to contradict a claim (calling someone a liar), but the context and specific claim being disputed is unclear.
@Jakub-ri7ro
Mar 4, 2025
Canada is a communist nation with a falling IQ and a weak psychology.....there that is it in a nutshell.
Canada is a communist nation with a falling IQ and a weak psychology.....there that is it in a nutshell.
Makes sweeping unsubstantiated claims about Canada's political system and population characteristics without evidence.
@Canadiancromagnon
Mar 4, 2025
It is very simple. Trump loyalty is with Putin not any of our allies?
It is very simple. Trump loyalty is with Putin not any of our allies?
Makes a specific factual assertion about Trump's loyalty allegiances without supporting evidence.
Unverified Claim
0.75
@annyacosta1
Mar 4, 2025
Guess they were sending fentanyl
Guess they were sending fentanyl
Makes a specific factual assertion about fentanyl smuggling without evidence, presented as an explanation for border tensions.
Unverified Claim
0.75
@JohnSouthern-m5b
Mar 4, 2025
Coming from a man who gave two standing ovations in the canadian parliament to a nazi SS ukrainian soldier in ww2 for his service committing atrocity. Disgusting .
Coming from a man who gave two standing ovations in the canadian parliament to a nazi SS ukrainian soldier in ww2 for his service committing atrocity. Disgusting .
References a specific historical incident (standing ovation to Nazi soldier) presented as fact to delegitimize a political figure's credibility.
@damonkemp2032
Mar 4, 2025
What possible explanation is there other than the USA has been compromised at the highest level?
What possible explanation is there other than the USA has been compromised at the highest level?
Presents a conspiracy theory claiming the USA government has been 'compromised at the highest level' without evidence.
@denademal
Mar 4, 2025
I'm not shocked that Trump are siding with Russia because I have warned people that Trump would betray all U.S allies before the election.
I'm not shocked that Trump are siding with Russia because I have warned people that Trump would betray all U.S allies before the election.
Makes a specific factual claim about Trump's alleged Russia alignment and betrayal of allies without evidence.
@JudyFayLondon
Mar 4, 2025
Trump as he announced wants Canada and Greenland that is why those tariffs are in place , that is why why he thinks of Putin like his hero and giving on Ukraine. Tariffs war is …
Trump as he announced wants Canada and Greenland that is why those tariffs are in place , that is why why he thinks of Putin like his hero and giving on Ukraine. Tariffs war is just a beginning
Makes specific factual claims about Trump's territorial ambitions and tariff motivations without evidence, presented as established fact.
@ikaika4290
Mar 4, 2025
One thing, the wait is over, no longer hanging over our heads. We know what he really wants our resources, our fresh water, access to the Northwest Passage.\n\nGit 'er done Cannucks, git 'er done.\n???TNSF???
One thing, the wait is over, no longer hanging over our heads. We know what he really wants our resources, our fresh water, access to the Northwest Passage.\n\nGit 'er done Cannucks, git 'er done.\n???TNSF???
Makes specific claims about Trump's hidden territorial and resource ambitions without evidence, framed as revealed truth.
@smarties6342
Mar 4, 2025
Jeez, when will the world realise that the US is now a puppet of Russia, just like it's a puppet of Israel. I think Canada and the rest of the world should take this opportunity …
Jeez, when will the world realise that the US is now a puppet of Russia, just like it's a puppet of Israel. I think Canada and the rest of the world should take this opportunity to create new trade deals and lean-in to a new world order. The sooner world leaders accept this, the sooner the US can get on with imploding.
Makes unsubstantiated claims about US being a puppet of Russia and Israel, while suggesting geopolitical strategy for Canada.
@mannyloupas607
Mar 4, 2025
Wake up everyone, as an American citizen, I'm telling you Trump is a TRAITOR to our country and is creating a New World Order with Putin and Russia!
Wake up everyone, as an American citizen, I'm telling you Trump is a TRAITOR to our country and is creating a New World Order with Putin and Russia!
Makes conspiratorial claims about Trump creating a 'New World Order' with Putin without substantiation.
@AG-6969
Mar 4, 2025
What do you expect? If you vote for an unstable narcissist whose been groomed by the KGB since 1987, don’t be surprised by ANY crazy action.
What do you expect? If you vote for an unstable narcissist whose been groomed by the KGB since 1987, don’t be surprised by ANY crazy action.
Makes specific unsubstantiated claims about Trump being groomed by the KGB since 1987 and being a narcissist, presented as factual premises.
@Ernoburger
Mar 4, 2025
Trump's grandfather and father were gangsters. He know more than anybody how to operate a criminal gang.
Trump's grandfather and father were gangsters. He know more than anybody how to operate a criminal gang.
Makes a specific factual claim about Trump's family history being gangsters without evidence to support the assertion.
Unverified Claim
0.75
@mrbrianbray
Mar 4, 2025
It’s because Canada hasn’t stopped allowing fentanyl
It’s because Canada hasn’t stopped allowing fentanyl
Makes a specific factual claim about Canada's fentanyl policy without evidence, presented as causal explanation.
@preethiarthur8817
Mar 4, 2025
trump cannot read or write it couldn't even read an Invitation from the King of England he says wow nice document and hands back to UK President can you read the important areas UK Pres …
trump cannot read or write it couldn't even read an Invitation from the King of England he says wow nice document and hands back to UK President can you read the important areas UK Pres says it is just an Invitation From The King Of England inviting you to meet him. ask Drump to read a Government Document
Makes specific unverified claims about Trump's literacy and reading abilities presented as factual assertions, with some satirical tone.
@buhnerrjiwe4376
Mar 4, 2025
The only reason Trump set tariffs on Canada is because he would look like a racist if he only did it to Mexico. I have a feeling soon Trump will lift the tariffs on Canada …
The only reason Trump set tariffs on Canada is because he would look like a racist if he only did it to Mexico. I have a feeling soon Trump will lift the tariffs on Canada citing that Canada has complied with his requests. He will keep the tariffs on Mexico though.
Makes specific factual claims about Trump's motivations and future tariff decisions without evidence, presented as insider knowledge.
@meramosjr
Mar 4, 2025
These are the tariffs Canada has imposed on the USA for years: \n \nMilk: 270% \nCheese: 245% \nButter: 298% \nChicken: 238% \nSausages: 69.9% \nBarley seed: 57-57.8% \nCopper: 48% \nAluminum: 45% \nSteel: 25% \nCars: 45% \nTVs: …
These are the tariffs Canada has imposed on the USA for years:
\n
\nMilk: 270%
\nCheese: 245%
\nButter: 298%
\nChicken: 238%
\nSausages: 69.9%
\nBarley seed: 57-57.8%
\nCopper: 48%
\nAluminum: 45%
\nSteel: 25%
\nCars: 45%
\nTVs: 45%
\nEggs: 163%
\nWheat: 94%
\nBovine/Meat: 26.5%
Lists specific tariff percentages presented without source or verification to support an argument about Canadian trade practices.
@markridgemr
Mar 4, 2025
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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)