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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 65 of 68
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
Isn't question number 88 the Iceland?
Isn't question number 88 the Iceland?
Asks a clarification question about video content, likely referring to a specific timestamp or quiz element.
artinmodarres4586 Oct 21, 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
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
There is another one on the West Coast called Surrey
There is another one on the West Coast called Surrey
Provides factual information about another location, likely in response to video content; appears informational rather than argumentative.
Question 0.70
shoaibnaqvi5264 Jan 6, 2026
Aren’t they launching rockets into space? Why can’t they spend that money on improving their country?
Aren’t they launching rockets into space? Why can’t they spend that money on improving their country?
Asks a rhetorical question comparing resource allocation in origin countries to immigration.
Adam-M1 Jan 27, 2026
Germany ?? stand with Canada ??
Germany ?? stand with Canada ??
Questions whether Germany will support Canada, implying hope for international solidarity.
@Flattithefish Mar 5, 2025
Can we slow down just a bit? Things are moving too quickly...
Can we slow down just a bit? Things are moving too quickly...
Poses a rhetorical question expressing concern about pace of change, seeking acknowledgment or discussion of the issue.
Question 0.70
@jahoyhoy9097 Mar 4, 2025
Is it possible Trump is playing makets for himself and his buddies? Is he creating a downturn so they can buy, buy, buy at a discount?
Is it possible Trump is playing makets for himself and his buddies? Is he creating a downturn so they can buy, buy, buy at a discount?
Poses speculative questions about Trump's motives and market manipulation without evidence, framed as inquiry.
@ReneeBanchiere Mar 4, 2025
Simply don't go, problem solved, unless indeed something there for you to attend to.
Simply don't go, problem solved, unless indeed something there for you to attend to.
Offers practical advice/suggestion framed as a simple solution, implicitly questioning why one would attend if there's no necessity.
Question 0.70
ijji4615 Dec 8, 2025
i highly doubt more then 75% of the non indian people you interviewed were native canadians
i highly doubt more then 75% of the non indian people you interviewed were native canadians
Expresses skepticism about the video's sampling methodology while implying native Canadians are underrepresented.
coylism Jan 27, 2026
Trudeau said this is going to be hard on america. We will see?!!!!!?
Trudeau said this is going to be hard on america. We will see?!!!!!?
Seeks verification of Trudeau's claim about impact on America, framed as comparative statement between nations.
@coreyshrewsbury7390 Mar 5, 2025
Is this Canada's version of ICE 👀
Is this Canada's version of ICE 👀
Asks whether Canada's immigration enforcement resembles ICE, implying concern about aggressive deportation policies.
@dawkinsco6298 Feb 20, 2026
Ehy would anyone still go there anyway??
Ehy would anyone still go there anyway??
Poses a rhetorical question expressing skepticism about US travel, implying underlying safety or policy concerns.
bullish7371 Dec 8, 2025
You know most of the Punjabis and many people who claim they are mostly pakistani
You know most of the Punjabis and many people who claim they are mostly pakistani
Incomplete sentence structure suggests an unfinished question or observation about Punjabi and Pakistani identity claims, though intent is unclear.
Question 0.65
Ak-t1u Feb 7, 2026
I think you need to go to Surrey BC
I think you need to go to Surrey BC
Appears to be a directive or suggestion to visit/observe Surrey BC, likely implying a question about immigration impacts there.
Question 0.65
jeongjamal127 Jan 29, 2026
Im ?? & have ?? relatives--I never voted for Trump, both Canada & U.S. need to pollute significatly less there was slug in Canada on beach horse ran into died instantly while rider had to …
Im ?? & have ?? relatives--I never voted for Trump, both Canada & U.S. need to pollute significatly less there was slug in Canada on beach horse ran into died instantly while rider had to jump to safty--Is he talking about natural ferdalizers or chemical fertalizers cuz chemicals are bad for plants
Combines personal background with environmental concerns and seeks clarification about fertilizer types discussed.
@jasminefrichtl806 Mar 4, 2025
Why would a Punjabi would accept to cross a white American into the US?
Why would a Punjabi would accept to cross a white American into the US?
Phrased as a question but appears to express skepticism about cross-cultural/cross-ethnic acceptance, mixing inquiry with identity-based framing.
peaceandlove544 Jan 27, 2026
The bike guy has any nazy ancestors by any chance
The bike guy has any nazy ancestors by any chance
Appears to be asking about someone's ancestry with a vague reference to 'nazi,' unclear intent but potentially seeking inflammatory information.
djidjo4484 Mar 1, 2026
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. …
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. I am sure Punjab didn’t issue them Passports it’s India.
Suggests a line of questioning about identity claims (Punjab vs. India) and passport issuance, mixing inquiry with implicit skepticism about immigrant documentation.
Leoaugust1188 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)