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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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Question

1,353 comments
Page 64 of 68
Why did Justin Trudeau pay an undisclosed amount in a settlement to the parent of a former female student of his?
Why did Justin Trudeau pay an undisclosed amount in a settlement to the parent of a former female student of his?
Framed as a question but references an unverified allegation about Trudeau's past, seeking information or making an implicit accusation.
@usarmyconstitution1 Mar 5, 2025
Trump power tripping ?
Trump power tripping ?
Brief interrogative statement with skeptical tone, seeking confirmation or expressing doubt about Trump's behavior.
@Akiratoriyama27 Mar 4, 2025
This is racist?
This is racist?
Brief interrogative challenging the video's framing as potentially racist, seeking clarification or debate.
Bibidohl Jan 28, 2026
Drug war right?
Drug war right?
Brief clarifying question about context, seeking information about the video's subject matter.
Question 0.70
@rujakracer5649 Mar 4, 2025
Why can’t American leadership speak clearly?
Why can’t American leadership speak clearly?
Phrased as a question seeking explanation for American leadership's communication style, with implicit criticism.
@centerpointDesign Mar 4, 2025
Iskcon should start free meal
Iskcon should start free meal
Appears to be a suggestion or question about ISKCON providing free meals, though context is unclear; treated as information-seeking or proposal.
Question 0.70
basicallyhumanoid Oct 7, 2025
Wasn't this bozo supposed to resign ? He's done crying ? ?
Wasn't this bozo supposed to resign ? He's done crying ? ?
Poses rhetorical questions about resignation and emotional state, seeking clarification or expressing skepticism.
@evildos Mar 4, 2025
Help us Canada ?
Help us Canada ?
A brief plea or question directed at Canada, seeking help or support in an ambiguous way.
@HEYzay623 Mar 4, 2025
IT'S NOT AMERICANS ?
IT'S NOT AMERICANS ?
Poses a brief, unclear question that appears to challenge an assertion about Americans.
Question 0.70
@AMitch-vn9nq Mar 4, 2025
How come no one declared Hamas the terrorists they are?
How come no one declared Hamas the terrorists they are?
Poses a rhetorical question about Hamas designation, implying moral criticism of perceived inaction.
@sant4375 Mar 4, 2025
Is Canada already a third world country?
Is Canada already a third world country?
Rhetorical question expressing concern about Canada's status, combining information-seeking with demographic/economic anxiety.
@Marta-e2g Mar 5, 2025
Why was fentanyl coming from Canada? They manufacture it?
Why was fentanyl coming from Canada? They manufacture it?
Asks a question about fentanyl sourcing that implies Canada manufactures it, combining inquiry with an unverified premise.
@anabellevicente8274 Mar 4, 2025
But does Trudeau really think Trump is smart? ?
But does Trudeau really think Trump is smart? ?
Rhetorical question expressing skepticism about Trump's intelligence, functioning as both inquiry and implicit criticism.
@GeorgieGirl1028 Mar 4, 2025
Is Trump in Putins pocket? How much Russian money has financed this business affairs and political ambitions? Doe's Trump have a conflict of interests?
Is Trump in Putins pocket? How much Russian money has financed this business affairs and political ambitions? Doe's Trump have a conflict of interests?
Primarily poses questions about Trump's financial ties and conflicts of interest, though framed as rhetorical accusations.
@franklinrwful Mar 4, 2025
Go to Trump from uk ??
Go to Trump from uk ??
Unclear phrasing but appears to be a question about Trump and the UK, seeking clarification or information.
Question 0.70
@miker7243 Mar 4, 2025
Will the EU help Canada when the US invade?
Will the EU help Canada when the US invade?
Poses a hypothetical question about international alliances and military support, comparing Canada's position to the EU.
@Matto_Harvo Mar 4, 2025
Does the U S peace plan Place Putin in the HAGUE OR THE WHITE HOUSE ? ?
Does the U S peace plan Place Putin in the HAGUE OR THE WHITE HOUSE ? ?
Poses a question about a peace plan while implying an unverified claim linking Putin to the White House.
@wayneoliver5987 Mar 4, 2025
How much real estate does Trump own in Russia?
How much real estate does Trump own in Russia?
Posed as a question but implies an unverified claim about Trump's Russian real estate holdings without evidence.
@kerryinnes9456 Mar 4, 2025
What’s happening to you America??
What’s happening to you America??
Rhetorical question expressing concern about America's direction, seeking clarification or expressing alarm about political/social conditions.
@KevinBurns86 Mar 4, 2025
Won't the Americans source frm some 3rd world latin american country ?
Won't the Americans source frm some 3rd world latin american country ?
Poses a question about American immigration sourcing while implicitly comparing to 'third world' countries.
@jdmoneymaker231 Mar 4, 2025
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Category Distribution

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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)