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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 101 of 162
Mass terminations of federal employees ??⚠️, directed by Donald Trump ?️??️ and Elon Musk ?? through DOGE ?‍☠️, are expected to wreak havoc on the Bureau of Labor Statistics (BLS) ??? Employment Situation report for …
Mass terminations of federal employees ??⚠️, directed by Donald Trump ?️??️ and Elon Musk ?? through DOGE ?‍☠️, are expected to wreak havoc on the Bureau of Labor Statistics (BLS) ??? Employment Situation report for February 2025, scheduled for release on March 7, 2025. ⏳??\nhttps://youtube.com/watch?v=UM_WCKwSkmc
Makes specific factual claims about Trump/Musk-directed federal terminations and their expected impact on BLS reports without evidence.
@futureglobal7258 Mar 4, 2025
Let's be fucking clear here; much more fentanyl is coming into Canada from the US than vice versa.
Let's be fucking clear here; much more fentanyl is coming into Canada from the US than vice versa.
Presents a specific factual claim about fentanyl flows between countries without evidence, while comparing Canada and US drug trafficking patterns.
@dereckpoirier1992 Mar 4, 2025
Is it possible that this is all about access to critical minerals - which Canada and Ukraine hav in abundance. America has form in creating a pretence to go to war to protect access to …
Is it possible that this is all about access to critical minerals - which Canada and Ukraine hav in abundance. America has form in creating a pretence to go to war to protect access to cheap oil. But in the past these wars were against arab nations and so the West found it easy to 'other' and accept the need for war. Now America under Trump is hoping to secure critical minerals (modern day oil) - but because they are allies he cant start an outright war. So hes doing it through trade. This is old form for America. When looked through this lense is not so difficult to understand. The big question is will the west allow him to bully western allies - democracies to be bullied into submission?
Presents a specific conspiracy theory about Trump's hidden motives regarding critical minerals without evidence, comparing to past US military interventions.
@CarolHautotOnline Mar 4, 2025
What a prick. Acting like putin is a criminal and dupporting that teprobate killer zelensky. Outrageous. And outrageous trying to pretend the US is evil. Go ahead canada, kiss his butt. The US will dirvive …
What a prick. Acting like putin is a criminal and dupporting that teprobate killer zelensky. Outrageous. And outrageous trying to pretend the US is evil. Go ahead canada, kiss his butt. The US will dirvive better than canada. And hes trying to subvert the US citizen. But he doesnt want to do crap about the border. His own nayives suffer kidnaping for himan trafficking constantly. \nTrudeau is a woke lefty and a little tyrant. We arent hust talking fentanyl here castro jr.
Comment makes specific factual claims about Trudeau's policies and border issues without evidence, alongside ideological characterization.
@deborahdean8867 Mar 4, 2025
student visa = uber eats driver pass = financing car = leaving and not paying anything = jalandar citizen
student visa = uber eats driver pass = financing car = leaving and not paying anything = jalandar citizen
Makes a specific factual claim about student visa holders becoming gig workers, financing cars, and leaving without payment—presented as established fact without evidence.
JayMeZe Oct 21, 2025
It’s not a dumb thing for him to do. His goal is to stay out of prison for whatever Putin has on him. If he dismantles the country completely there will be no pathway to …
It’s not a dumb thing for him to do. His goal is to stay out of prison for whatever Putin has on him. If he dismantles the country completely there will be no pathway to prosecute when the truth comes out which it will. Rather than dumb it’s a dark and sick and sociopathic thing to do parallel to only a handful of the worst bad actors in history. We need to distinguish between dumb and evil. This is the distinction the WSJ missed.
Makes unsubstantiated claims about Putin's leverage and deliberate dismantling of institutions without evidence.
@carolynkapner4188 Mar 4, 2025
Only 4 hours have passed and this aged like milk. Zalensky on his way back to make the mineral deal and sue for peace with Putin. Sorry to the war mongering bloodthirsty hethens out there …
Only 4 hours have passed and this aged like milk. Zalensky on his way back to make the mineral deal and sue for peace with Putin. Sorry to the war mongering bloodthirsty hethens out there that we're getting hard thinking about World War 3. The world is choosing peace, and its thanks the Donald Trump.
Makes unsubstantiated claims about Zelenskyy's intentions and mineral deals without evidence, while comparing geopolitical positions.
@TheGamerApocalypse Mar 4, 2025
This has nothing to do with fentanyl, it has to do with the bribe putin gave the idi0t, i hope it was more than a BJ.
This has nothing to do with fentanyl, it has to do with the bribe putin gave the idi0t, i hope it was more than a BJ.
Makes unsubstantiated claims about Putin bribing Trump without evidence, presented as conspiracy theory.
@alexandruraresdatcu Mar 4, 2025
I will make it make sense!\nTrump owes Putin for loaning Trump Inc. billions to prop him up from another bankruptcy. Now its time to pay up. If he doesn't perform accordingly, some not so good …
I will make it make sense!\nTrump owes Putin for loaning Trump Inc. billions to prop him up from another bankruptcy. Now its time to pay up. If he doesn't perform accordingly, some not so good things could potentially be in order. Trump has fed his flunkie followers a garbage of hope. Those surrounding him have been promised high level authority if his Coup in ridding America of Democracy prevails. He is destroying higher Authority first. The last piece to his plan will be SCOTUS. They are too smart to see it coming, thats why that group continues to provide cover for all of Trump's lunacy. Maybe there will soon be a Daniel to reveal the dream of Nebuchadnezzar. Insha Allah. ?
Makes multiple unsubstantiated claims about Trump's financial ties to Putin, conspiracy theories about coup plans, and SCOTUS cover-ups without evidence.
@bf2940 Mar 4, 2025
Putin's puppet just started USA bankruptcy, what a shame
Putin's puppet just started USA bankruptcy, what a shame
Makes an unsubstantiated claim that Trump caused USA bankruptcy while framing it as a moral failing.
@guillermogomez3346 Mar 4, 2025
We are going to see America different regions separating themselves, especially California.
We are going to see America different regions separating themselves, especially California.
Makes a specific factual prediction about US regional separation without evidence, framed as comparative observation.
@Alpha-sf9bh Mar 4, 2025
Trudeau is a moron that is desperate to cause a crisis whether it be World War III in Europe or a massive trade war against the US just so he has an excuse to suspend …
Trudeau is a moron that is desperate to cause a crisis whether it be World War III in Europe or a massive trade war against the US just so he has an excuse to suspend democracy and keep the liberal party and power by getting rid of those pesky elections
Makes specific factual claims about Trudeau's motivations and alleged conspiracy to suspend democracy without evidence.
@5857521ManitobaInc Mar 4, 2025
That is a rouse from trump , had nothing to do with fentanyl, trump wants Canada’s resources for his maga
That is a rouse from trump , had nothing to do with fentanyl, trump wants Canada’s resources for his maga
Asserts without evidence that tariffs are a pretext for resource extraction, presenting a conspiracy theory.
@desdesormeaux6206 Mar 4, 2025
Go to your local McDonald's or Tim Hortons, you will find a bunch of them.
Go to your local McDonald's or Tim Hortons, you will find a bunch of them.
Makes an unsubstantiated factual claim about immigrant employment patterns at specific businesses without evidence.
DavidDeshane-ic4cg Oct 22, 2025
Trump wants trudeau to be gone once he is gone and PP is PM he will immediately take down the tariffs.
Trump wants trudeau to be gone once he is gone and PP is PM he will immediately take down the tariffs.
Makes a specific factual prediction about future tariff policy without evidence or source.
@zwikerbruno Mar 4, 2025
As usual media is lying. I haven't met a single person who does not want less / no immigration.
As usual media is lying. I haven't met a single person who does not want less / no immigration.
Makes a sweeping, unverifiable claim that media is lying and that no one supports immigration, while also critiquing media credibility.
Mordenperson Feb 11, 2026
Donald is never a smart guy. He is Putin's robot.
Donald is never a smart guy. He is Putin's robot.
Unsubstantiated claim that Trump is controlled by Putin presented as fact.
@gee7092 Mar 4, 2025
Isn't Trudeau the same guy who invited a real Ukrainian Nazi WW 2 veteran in his nation? Um yeah. Isn't Trudeau the same guy who wore black face in college? Yes he did it \n …
Isn't Trudeau the same guy who invited a real Ukrainian Nazi WW 2 veteran in his nation? Um yeah. Isn't Trudeau the same guy who wore black face in college? Yes he did it \n Isn't Trudeau the same fascist who stole working class Canadians during COVID bullshit? Yes \n Ok keep it real, Trump's a duchebag like Biden and as a independent voter in America I'm just saying we get the shit sandwich lemmings in both nations voted for or were the only options allowed
Commenter makes multiple specific factual assertions (Nazi veteran invitation, blackface, COVID lockdown theft) presented without evidence, framed as rhetorical questions.
@xenosmann831 Mar 4, 2025
It's BLACKMAIL!
It's BLACKMAIL!
Makes an unsubstantiated claim that actions constitute blackmail without providing evidence.
@ingridsuhr993 Mar 4, 2025
0:32 Trump is a Russian asset kind of makes sense to me, Putin's manchurian candidate or rather Moscow candidate
0:32 Trump is a Russian asset kind of makes sense to me, Putin's manchurian candidate or rather Moscow candidate
Makes an unsubstantiated claim that Trump is a Russian asset/Putin's candidate without evidence.
@jizziejustin Mar 4, 2025
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Discourse Over Time

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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)