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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 46 of 68
What does any of this do but isolate America from its strongest allies?
What does any of this do but isolate America from its strongest allies?
Rhetorical question challenging the consequences of a policy decision, seeking clarification on impact.
@monoman5409 Mar 4, 2025
Will trump admit defeat or crash Canadas economy???
Will trump admit defeat or crash Canadas economy???
Poses rhetorical question seeking information about Trump's actions and economic consequences.
@Proofofpower_lies Mar 4, 2025
What i dont underatand is how i read so many angry posts like these on every news networks yet, how the hell did Donald Trump get elected???!! Or do we have so many gullible people …
What i dont underatand is how i read so many angry posts like these on every news networks yet, how the hell did Donald Trump get elected???!! Or do we have so many gullible people in America who believed his lies and are now regretting voting for him?!
Primarily seeks clarification about apparent contradictions in public opinion and voting behavior, with implicit moral critique.
@0515usmcbri Mar 4, 2025
please give me canadian citizenship I comin
please give me canadian citizenship I comin
Direct request for information/assistance regarding Canadian citizenship, framed as a personal plea.
@radharaniaugustine9632 Mar 4, 2025
Is Putin agent's Trump?
Is Putin agent's Trump?
Poses a question about Trump's alleged connection to Putin, framed as information-seeking but implying an unverified conspiracy claim.
@ErimiasTeka Mar 4, 2025
Can I please cone to Canada as an American refugee. I swear I wont ask a thing from anyone all I want is to escape this madness in America
Can I please cone to Canada as an American refugee. I swear I wont ask a thing from anyone all I want is to escape this madness in America
Requests information about immigration to Canada while expressing personal motivation to escape the US.
@jpd4627 Mar 4, 2025
Hey justin they use fentanyl in hospitals. Big words but no actions. You going to fight the cartels?
Hey justin they use fentanyl in hospitals. Big words but no actions. You going to fight the cartels?
Poses a direct question to the Prime Minister about drug policy action while implicitly criticizing lack of concrete measures.
@mthz333 Mar 5, 2025
Why are the past presidents Bush,Obama,and Joe not speaking against Trump??
Why are the past presidents Bush,Obama,and Joe not speaking against Trump??
Information-seeking question about why past presidents haven't publicly opposed Trump.
Question 0.80
@freddiebooker146 Mar 4, 2025
How about you personally give each Canadian 10,000.00
How about you personally give each Canadian 10,000.00
Rhetorical question challenging the PM's spending priorities, framed as a request for personal redistribution.
@rheadavid5359 Mar 4, 2025
Confused over why they don’t want to pay international student fees if they are international students.
Confused over why they don’t want to pay international student fees if they are international students.
Seeks clarification about international student fee policy, framed as confusion about apparent inconsistency in regulations.
straighttothedisco Oct 4, 2025
The tariffs are because of fentanyl use in the USA!? What does one thing have to do with the other? The US has to control what people consume.
The tariffs are because of fentanyl use in the USA!? What does one thing have to do with the other? The US has to control what people consume.
Questions the logical connection between fentanyl and tariffs, seeking clarification on policy rationale while implicitly critiquing it.
@sup375 Mar 4, 2025
Fentanyl comes from China. Why are we not demanding that China simply stop producing it?
Fentanyl comes from China. Why are we not demanding that China simply stop producing it?
Poses a rhetorical question challenging policy priorities regarding fentanyl production sources.
@TheBasementGardener Mar 4, 2025
What is America doing about the illicit drugs that are exiting their country?
What is America doing about the illicit drugs that are exiting their country?
Information-seeking question that implicitly critiques U.S. policy on drug control.
@HarlandF Mar 4, 2025
Isn't it the U.S. border officials and customs responsible for what comes into our country and Canadian border officials and customs responsible for what comes into their country. Also, most fentanyl in the U.S. is …
Isn't it the U.S. border officials and customs responsible for what comes into our country and Canadian border officials and customs responsible for what comes into their country. Also, most fentanyl in the U.S. is actually produced in the U.S. itself.
Rhetorical questioning about border responsibility, followed by a factual claim about fentanyl production sources.
@Lee-yy2lr Mar 4, 2025
As a US citizen who voted for Trump, I have no idea why Trump impose tariffs on Canada. Why can’t Trump just ask Canada straight if he wants something done by Canada? Does he want …
As a US citizen who voted for Trump, I have no idea why Trump impose tariffs on Canada. Why can’t Trump just ask Canada straight if he wants something done by Canada? Does he want to limit Chinese products through Canada?
Trump voter expressing confusion about tariff rationale and requesting clarification on Trump's actual objectives toward Canada.
@dhui777 Mar 4, 2025
did he just say ...... its cheap????????? WHAT
did he just say ...... its cheap????????? WHAT
The commenter expresses surprise and seeks clarification about a claim made in the video, using emphatic punctuation to signal disbelief.
katelynevansss Jan 28, 2026
Hold on. Will the Canadian government provide assistance to its citizens during the trade disputes? Im sure, President Trump will offer greater benefits to the United States.
Hold on. Will the Canadian government provide assistance to its citizens during the trade disputes? Im sure, President Trump will offer greater benefits to the United States.
Seeks information about Canadian government assistance during trade disputes while implying skepticism about government support relative to US benefits.
@slade341 Mar 4, 2025
The amount of migrants and fentanyl coming over the Canadian border is utterly negligible, no?
The amount of migrants and fentanyl coming over the Canadian border is utterly negligible, no?
Commenter questions the scale of border issues (migrants and fentanyl), implicitly challenging the severity claims underlying border policy.
@essentials-ou9sh Mar 4, 2025
Am I crazy in thinking that I want Trudeau to stay for the rest of the year ?
Am I crazy in thinking that I want Trudeau to stay for the rest of the year ?
Frames a personal preference as a self-questioning query about whether the desire for Trudeau to remain is reasonable.
@Zarion106 Mar 4, 2025
7:25 weird, is this some sort of south asian thing? half lebanese and to lebanese muslims its not a big deal
7:25 weird, is this some sort of south asian thing? half lebanese and to lebanese muslims its not a big deal
Seeks clarification about cultural practices observed in the video, with comparative reference to own cultural background.
jaif7327 Oct 6, 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)