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
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.
Unverified Claim
0.75
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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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)