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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 123 of 162
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
WEF agenda. We need to break up this nation.
WEF agenda. We need to break up this nation.
References conspiracy theory (WEF agenda) and calls for national dissolution, mixing unsubstantiated claims with radical rhetoric.
christianrobertdemassy900 Feb 26, 2026
What did they call the Democrats, “the looney left”? What irony. The shocker though is 45% of Americans think this is a good idea.
What did they call the Democrats, “the looney left”? What irony. The shocker though is 45% of Americans think this is a good idea.
Presents a specific factual claim (45% of Americans support this) without evidence, though also includes ironic commentary.
@josephsmith594 Mar 4, 2025
Did you hear the guy on the bicycle said about African? That is worse than Hitler
Did you hear the guy on the bicycle said about African? That is worse than Hitler
References an unverified claim about someone's statement and makes an extreme comparison to Hitler without clear context or evidence.
asmane73 Feb 26, 2026
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
Putins puppet
Putins puppet
Asserts without evidence that a political figure is controlled by Putin, a conspiracy-adjacent factual claim.
@CanadaFightsBack Mar 4, 2025
Dig enough and you’ll probably discover we’re paying for asylum rejectees to get happy endings massages.
Dig enough and you’ll probably discover we’re paying for asylum rejectees to get happy endings massages.
Makes an unsubstantiated conspiratorial claim about government spending on asylum rejectees, presented with sarcastic tone.
Saint_Sade Feb 27, 2026
Vassy still doing what she does best. Spread disinformation on the behest of her paymasters.
Vassy still doing what she does best. Spread disinformation on the behest of her paymasters.
Accuses a public figure of spreading disinformation without evidence, combining unsubstantiated claims with conspiratorial framing about 'paymasters.'
lsd0123 Feb 27, 2026
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
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
U don't talk about terr orists religion and indian are peaceful
U don't talk about terr orists religion and indian are peaceful
Makes a blanket false claim conflating a religion with a nationality while denying association with terrorism.
movieinsider-c Feb 28, 2026
5:32... IQ bawah 70 setara sindrom down..😂patut lah... negara indianesia huru Hara sangat...banyak yg bermasalah mental rupanya...😂😂😂😂
5:32... IQ bawah 70 setara sindrom down..😂patut lah... negara indianesia huru Hara sangat...banyak yg bermasalah mental rupanya...😂😂😂😂
Makes false claims about IQ and mental health linked to nationality, using dehumanizing language and fabricated statistics.
ridzuanridzuan1219 Feb 28, 2026
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
I venture to guess Diab is Ukrainian and possibly related to freeland !
I venture to guess Diab is Ukrainian and possibly related to freeland !
Makes unsubstantiated claims about a person's ethnicity and family connections to government officials.
BmrMseries Feb 27, 2026
Trump is for his people....Trudeau is against his people because he is a WEF puppet!
Trump is for his people....Trudeau is against his people because he is a WEF puppet!
Makes unverified claim that Trudeau is a 'WEF puppet' without evidence, presenting it as factual assertion.
@eriksam1132 Mar 4, 2025
Hey bro., Trump doesn’t care because he gets more from Putin???
Hey bro., Trump doesn’t care because he gets more from Putin???
Makes an unsubstantiated claim that Trump receives financial benefits from Putin without evidence, framed as a question.
@SexySexyGirl 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
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Discourse Taxonomy

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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

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)