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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
Don't forget, Trump is Putins friend for long. He follows Putins advice.
Don't forget, Trump is Putins friend for long. He follows Putins advice.
Asserts Trump follows Putin's advice without evidence, presenting a specific factual claim about political influence.
@andreachristiansen7135 Mar 4, 2025
They find a way to comeback....... Election chair for extortion and violent home invasion. THE END!
They find a way to comeback....... Election chair for extortion and violent home invasion. THE END!
Makes unsubstantiated criminal allegations (extortion, violent home invasion) without evidence, combining false claims with alarmist framing.
@rsabha1 Feb 20, 2026
Ok one thing, you do NOT want Indians working construction... For the rest yeah all good, they obviously want to get into the USA.
Ok one thing, you do NOT want Indians working construction... For the rest yeah all good, they obviously want to get into the USA.
Makes a stereotypical generalization about Indian workers' competence while acknowledging broader immigration concerns.
wilMar7218 Jan 27, 2026
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
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
Trump lies about everything.
Trump lies about everything.
Makes a sweeping factual assertion ('Trump lies about everything') without specific evidence or examples.
@kinnamangaming3216 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
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so that they can keep their visas. duh. And re: the number of Tims employees who are white: how many white Gen-Z Canadians do you see hoping to get a job at Tims vs. the number you can see who spend their entire day on their phones in their parents' basement?
Makes unsubstantiated statistical claims about rape rates and racial groups to counter perceived bias.
jclarke18 Jan 28, 2026
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
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
They will change their name and come back.
They will change their name and come back.
Makes an unsubstantiated claim about immigrants evading restrictions through identity changes, combining conspiracy-like thinking with security anxiety.
@jackg5094 Feb 20, 2026
Iv seen multiple fake colleges in the gta
Iv seen multiple fake colleges in the gta
Claims about fake colleges are presented as fact without evidence, characteristic of misinformation, though could relate to policy concerns.
oouziii4679 Jan 28, 2026
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
Trudeau needs to leave. All canadians want it.
Trudeau needs to leave. All canadians want it.
Claims 'All canadians want' Trudeau to leave without evidence, presenting an unsubstantiated generalization as fact.
@glendaleaz1593 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
8:51 your god monkey ? Cow ? Poopshet 💩 animal become god ? Wt ffff
8:51 your god monkey ? Cow ? Poopshet 💩 animal become god ? Wt ffff
Makes inflammatory and false generalizations about Indian religious practices, combining misinformation with hostile framing.
paula_koo Feb 21, 2026
Im genuinely concerned tyler is going to start getting gangstalked for.exposing the klageri plan so publically.
Im genuinely concerned tyler is going to start getting gangstalked for.exposing the klageri plan so publically.
References a conspiracy theory ('klageri plan') and expresses unfounded fear of retaliation against the video creator.
WallahWallah271 Jan 28, 2026
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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)