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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 78 of 162
There is a KGB-AGENT in the oval office.
There is a KGB-AGENT in the oval office.
Makes a specific factual claim that Trump is a KGB agent without evidence, presenting it as established fact.
@RthnVhm.o-sc5he Mar 4, 2025
Now we know why Musk bought Twitter. This was planned long ago. This gives Trump a huge platform to spread misinformation. In addition Trump has his own misinformation website that he copy and pastes onto …
Now we know why Musk bought Twitter. This was planned long ago. This gives Trump a huge platform to spread misinformation. In addition Trump has his own misinformation website that he copy and pastes onto X just so Musk can further spread it to his followers.
Presents conspiracy theory claims about Musk's Twitter acquisition and Trump's coordinated misinformation strategy without substantiation.
@artstech Mar 4, 2025
Avtrue criminal , active war mongerer against Ukrainian lives, talking against President Putinn , an honest leader just trying to protect his people against criminal NATO leaders!. WHAT A LIE, TRUDEAU-LYER!
Avtrue criminal , active war mongerer against Ukrainian lives, talking against President Putinn , an honest leader just trying to protect his people against criminal NATO leaders!. WHAT A LIE, TRUDEAU-LYER!
Makes unsubstantiated claims that Trudeau is a 'criminal' and 'war monger' while presenting Putin as an 'honest leader,' lacking evidence.
@tangabiang5282 Mar 4, 2025
They're all playing the game pretending to fight one another when in fact they are just tightening the net on your Freedoms. Take Notice.
They're all playing the game pretending to fight one another when in fact they are just tightening the net on your Freedoms. Take Notice.
Makes an unsubstantiated conspiracy claim that leaders are secretly coordinating to restrict freedoms while appearing to conflict.
@AmbientShores Mar 4, 2025
Trump is actually causing the stock market to fall and he and his crooks will wait until it comes down. He'll then try to correct the tarriff's back to zero so the stock market will …
Trump is actually causing the stock market to fall and he and his crooks will wait until it comes down. He'll then try to correct the tarriff's back to zero so the stock market will go up but before Trump will buy, buy, buy to increase his own stock holdings
Makes specific factual claims about Trump's market manipulation strategy without evidence, presented as conspiracy-like assertion.
@laurabayer-garcia8258 Mar 4, 2025
Trudeau is a WEF globalist...Trump told them all at Davos....Trudeau destroyed the Canadian economy all on his own.
Trudeau is a WEF globalist...Trump told them all at Davos....Trudeau destroyed the Canadian economy all on his own.
Makes specific factual claims about Trudeau being a WEF globalist and destroying the economy without evidence, alongside policy criticism.
@TomBrown-m3d Mar 4, 2025
MOSOW AGENT GOVERNING AMERICA= MAGA??
MOSOW AGENT GOVERNING AMERICA= MAGA??
Makes an unsubstantiated claim that Trump's administration is controlled by Russian interests without evidence.
@RONALDO-k2l3r Mar 4, 2025
Maybe if Trudeau didn’t assist illegals (and fentanyl) flowing into our country we wouldn’t put tariffs on Canada. MAGA
Maybe if Trudeau didn’t assist illegals (and fentanyl) flowing into our country we wouldn’t put tariffs on Canada. MAGA
Makes specific factual claims about Trudeau assisting illegal immigration and fentanyl trafficking without evidence to justify tariffs.
@Blaser614 Mar 4, 2025
We are being run by a communist puppet of Putler laughing his head off in the kremlin and heaping praises on his KGB back 50 years ago for cherry picking Forest Dump and implementing everything …
We are being run by a communist puppet of Putler laughing his head off in the kremlin and heaping praises on his KGB back 50 years ago for cherry picking Forest Dump and implementing everything their wildest dreams could imagine \nAnd watch next step you will see Russia will be supplying oil to USA and other eras resources they stole from Ukraine
Makes specific unfounded claims about Trudeau being a communist puppet of Putin and implementing KGB plans without evidence, combined with threat framing.
@Appontv-y8h Mar 4, 2025
AS TRUMP STOPS THE WAR WITH RUSSIA. LITERALLY
AS TRUMP STOPS THE WAR WITH RUSSIA. LITERALLY
Makes a specific factual assertion ('TRUMP STOPS THE WAR WITH RUSSIA') presented without evidence or context, stated as established fact.
@earlmcintosh8520 Mar 4, 2025
America is in a sad state of crisis. That guy Trump has been in bed with Russia since the 80s. He’s been bought and sold from the beginning. \nTheir goal is to bankrupt America and …
America is in a sad state of crisis. That guy Trump has been in bed with Russia since the 80s. He’s been bought and sold from the beginning. \nTheir goal is to bankrupt America and allow Russia to move in and take over the world from here. They plan to separate and divide the American people with race wars and financial instability. We as Americans must stand together to fight against the oligarchs. \nThe racist Trump supporters do understand once they achieve their goal. You will be the new “N-word “ in the situation. \n\n#freeamerica
Presents unsubstantiated conspiracy claims (Trump-Russia collusion since 1980s, plans for race wars) alongside calls for unity against oligarchs.
@robertmccarter3641 Mar 4, 2025
The idea of these tariffs has one source - Putin...And two American puppets - Trump and Vance.
The idea of these tariffs has one source - Putin...And two American puppets - Trump and Vance.
Makes a specific factual claim (tariffs originate from Putin, Trump and Vance are puppets) presented without evidence, characteristic of conspiracy framing.
@VicfromOregon Mar 4, 2025
Is this the guy with 22% approval rating? ?
Is this the guy with 22% approval rating? ?
Presents a specific approval rating statistic (22%) as a factual claim without evidence, framed as a question.
@mazzychat01 Mar 4, 2025
Trump voters should be embarrassed for their supporting this deranged person Kamala Harris wouldn’t have us in this position. Trump is so greedy for money there most be something in Ukraine that he wants so …
Trump voters should be embarrassed for their supporting this deranged person Kamala Harris wouldn’t have us in this position. Trump is so greedy for money there most be something in Ukraine that he wants so he’s allowing Russia to take control of that country. Maybe it’s something to do with some type of precious minerals such as titanium,lithium etc.
Makes specific unfounded factual claims about Trump's financial motivations regarding Ukraine and mineral extraction without evidence.
@JamesOliver-n4y Mar 4, 2025
Willing to bet it is the US government flooding in fentanyl.
Willing to bet it is the US government flooding in fentanyl.
Makes a specific factual claim about US government involvement in fentanyl trafficking without evidence, presented as speculation.
@danielwatson7319 Mar 4, 2025
Wow he seems so convincing- Shame he's so full of it... Just a crybaby crying his last before he leaves...\nYou think he will follow in the footsteps of his fellow elitist and good friend, Joe …
Wow he seems so convincing- Shame he's so full of it... Just a crybaby crying his last before he leaves...\nYou think he will follow in the footsteps of his fellow elitist and good friend, Joe Biden, and finish his term of 'service' with corruption? I mean, Biden did completely pardon Fauci, Hunter and so many others of crimes we know they committed, but I wouldn't put it beyond this piece of evil sweet-mouthing doodoo to do something similar...\nStay awake folks.
Makes specific factual claims about Biden pardoning Fauci and Hunter without evidence, and predicts Trump will commit similar corruption.
@JonathanParsons. Mar 4, 2025
Canada people can't buy Food
Canada people can't buy Food
Makes a specific factual assertion ('Canada people can't buy Food') without evidence or context.
@donaldmason9584 Mar 4, 2025
Now I believe he is a Russian asset… for real.. too bad the U S military can’t remove him….everyone is now emasculated. Success for Russian intel…they were able to infiltrate U.S. at highest level.
Now I believe he is a Russian asset… for real.. too bad the U S military can’t remove him….everyone is now emasculated. Success for Russian intel…they were able to infiltrate U.S. at highest level.
Makes specific unfounded claims about Russian infiltration and asset status without evidence, combined with security anxiety.
@reesecho9916 Mar 4, 2025
There is a trade deficit where we lose billions of dollars to Canada. People who don't understand all the facts need to stop. He's just been exposed, and like the criminal Democrats of the United …
There is a trade deficit where we lose billions of dollars to Canada. People who don't understand all the facts need to stop. He's just been exposed, and like the criminal Democrats of the United States, they will never admit it, they just keep digging in their heels.
Makes specific factual claim about trade deficit causing billions in losses without evidence, and compares Canadian situation to US Democrats.
@Alpine_Forensics_Locating Mar 4, 2025
Only the Communist News Network hates the US of A as a much as the Russian do.
Only the Communist News Network hates the US of A as a much as the Russian do.
Makes unsubstantiated claim equating media outlet with foreign adversaries in their opposition to the US.
@botkill3635 Mar 4, 2025
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Category Distribution

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Classifier Confidence

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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)