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
Trudeau is an evil globalist. Would rather he cursed and showed his true nature.
Trudeau is an evil globalist. Would rather he cursed and showed his true nature.
Commenter makes an unsubstantiated claim that Trudeau is an 'evil globalist' and speculates about his character without evidence.
Mar 4, 2025
I have this very bad feeling that Trump is purposely trying to make the USA less secure so that Russia can take over.
I have this very bad feeling that Trump is purposely trying to make the USA less secure so that Russia can take over.
Makes a specific conspiratorial claim about Trump's intentional actions without evidence, framed as a security threat.
@SMBowers
Mar 4, 2025
Nobody, nobody, really thinks this was about fentanyl.
Nobody, nobody, really thinks this was about fentanyl.
Asserts a specific factual claim (that the stated rationale was false) without evidence, combined with implicit policy skepticism.
@lordstobbo
Mar 4, 2025
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
Putins puppet
Putins puppet
Asserts without evidence that a political figure is controlled by Putin, a conspiracy-adjacent factual claim.
@CanadaFightsBack
Mar 4, 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
Elon probably plans on buying all the tanked stocks so he can literally own usa.?
Elon probably plans on buying all the tanked stocks so he can literally own usa.?
Presents a speculative conspiracy theory about Elon Musk's financial plans without evidence, framed as a factual claim.
@TinaL-y1r
Mar 4, 2025
Trump had been a known Russian asset for 40 years. The work that the KGB, FSB and Putin's operatives have put in to cultivate figures at the top of this regime has paid off in …
Trump had been a known Russian asset for 40 years. The work that the KGB, FSB and Putin's operatives have put in to cultivate figures at the top of this regime has paid off in spades.
Presents specific conspiratorial claims about Trump being a Russian asset for 40 years without evidence, combining unsubstantiated allegations with threat framing.
@jetfueled2563
Mar 4, 2025
O yea fentanyl coming from Canada the main place where opioids grow.\n\nEdit: O he said it himself.
O yea fentanyl coming from Canada the main place where opioids grow.\n\nEdit: O he said it himself.
Makes a sarcastic claim that Canada is 'the main place where opioids grow' (factually false), mixing unverified assertion with ironic commentary.
@SSR2902
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
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
People have very short memories, this guy is a globalist shill...
People have very short memories, this guy is a globalist shill...
Makes an unsubstantiated character claim ('globalist shill') without evidence, combining conspiracy-adjacent language with criticism.
@PeteLogan101
Mar 4, 2025
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
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
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Makes specific factual claim about Trump breaking trade deals and unsubstantiated allegation about Russian payroll without evidence.
@PhilLevesque-g6u
Mar 4, 2025
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
Makes unsubstantiated claims about de-dollarization and U.S. financial capacity without evidence.
@AshishBagade-hv4el
Mar 4, 2025
Tredeau and Zelenski are brothers. They both need US dollars to exist. If we quit feeding them will they go away??
Tredeau and Zelenski are brothers. They both need US dollars to exist. If we quit feeding them will they go away??
Makes unsubstantiated claims about Trudeau and Zelenski's financial dependence on US dollars, framed as a rhetorical question.
@ZachG0311
Mar 4, 2025
My skepticism tells me that Trump is doing this so that US American companies will crash, and his rich buddies will buy the lower price stocks. Buy them out. \n\nI could be wrong, but he …
My skepticism tells me that Trump is doing this so that US American companies will crash, and his rich buddies will buy the lower price stocks. Buy them out. \n\nI could be wrong, but he has proven to us that he cares nothing about others, only himself and his wallet. It’s sick! But I don’t blame Trump anymore. I blame his supporters.
Presents a specific conspiracy theory about Trump's motives (stock manipulation scheme) without evidence, combined with moral condemnation.
@geneedgerton4482
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)