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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 42 of 68
Won’t the tariffs go away if Canada secures their southern border?
Won’t the tariffs go away if Canada secures their southern border?
Seeks clarification about the relationship between border security and tariff policy, framed as a conditional question.
@OGLD Mar 4, 2025
Is the bike guy an actor, just pretending he’s being racist? I do think “freedom of expression” should have limits.
Is the bike guy an actor, just pretending he’s being racist? I do think “freedom of expression” should have limits.
Asks whether the bike character is acting while raising a moral argument about limits on freedom of expression.
LucasOliveira-fl7tt Jan 29, 2026
4:11 that is violation man, can I sayit is racist or joke. Wagwan
4:11 that is violation man, can I sayit is racist or joke. Wagwan
Seeks clarification about whether a specific behavior constitutes racism or is merely joking, combining information-seeking with ethical concern.
mosmaantech556 Jan 28, 2026
What about our hard-working doctors?
What about our hard-working doctors?
Brief rhetorical question raising concern about the impact on Canadian healthcare professionals, seeking acknowledgment of their situation.
Question 0.80
stephenstaeger1888 Feb 26, 2026
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
Commenter seeks clarification about PR eligibility disparities, implying criticism of immigration policy while asking for information.
Xxx_viagra_xxX Jan 27, 2026
How does the driving worse? Is an Indian license acceptable in America or are the driving tests too easy to pass
How does the driving worse? Is an Indian license acceptable in America or are the driving tests too easy to pass
Information-seeking questions about driving standards and licensing across jurisdictions, with implicit comparative framing.
NotTheAverageGaming Jan 27, 2026
For the educated among us, anybody care to go into detail about why Canada is in probate and maybe speak some actual facts and truth
For the educated among us, anybody care to go into detail about why Canada is in probate and maybe speak some actual facts and truth
Requests factual explanation about Canada's financial status ('probate') while implying unverified claims about government dishonesty, framed as an information-seeking question.
@ronnishino7880 Mar 4, 2025
10:25 free money... in 2026... chat is this shi real?
10:25 free money... in 2026... chat is this shi real?
Skeptical question about a claim in the video, expressed with casual humor and doubt about credibility.
Huhuge Jan 28, 2026
Why is an American worried about Canadian business???
Why is an American worried about Canadian business???
Questioning comment that implies national boundary concerns, asking why an American is commenting on Canadian affairs.
mekhisharp7843 Jan 28, 2026
As an American why would I listen to a leader from another country?
As an American why would I listen to a leader from another country?
Rhetorical question asserting that Americans should not take direction from foreign leaders, questioning legitimacy.
@Chileman97 Mar 4, 2025
Is even like this in small town Saskatchewan.
Is even like this in small town Saskatchewan.
An incomplete question seeking information about whether similar conditions exist in Saskatchewan, framed as a comparative inquiry.
BraydenSZ Jan 28, 2026
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
Why they are here
Why they are here
Comment poses a vague question about immigrant presence, seeking information or explanation about immigration motivations.
Question 0.80
dolmakyi4071 Jan 28, 2026
How did they get into Canada on planes without being see apprehended?
How did they get into Canada on planes without being see apprehended?
Asks how people entered Canada without detection, expressing security/border control concerns.
@brianbungum7718 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
What about the drugs and guns coming from America into Canada?
What about the drugs and guns coming from America into Canada?
Poses a question about cross-border drug and gun trafficking from the US to Canada, seeking acknowledgment of this issue.
@ChetHunt-z3c Mar 4, 2025
i have question about the indians that lives in canada ! if the us somehow attack canada ! are the indians there will defend canda or they will run away or they will help the …
i have question about the indians that lives in canada ! if the us somehow attack canada ! are the indians there will defend canda or they will run away or they will help the american to attach the candians people there
Information-seeking question about immigrant loyalty in hypothetical military conflict, framed with identity/belonging concerns.
kurtcobain7388 Jan 27, 2026
What are about the native americans
What are about the native americans
Raises a comparative question about Native Americans in relation to immigration policy, seeking clarification or highlighting perceived inconsistency.
SARYUGOPAUL-e9w Jan 28, 2026
America what is our solution to this matter. How do you find the perfect balance with immigration?
America what is our solution to this matter. How do you find the perfect balance with immigration?
Seeks advice on immigration policy balance, comparing Canada's approach to America's.
DANNY_ASTRO Jan 27, 2026
Is that what American want? trump voter, is that what u expected?
Is that what American want? trump voter, is that what u expected?
Poses a rhetorical question to Trump voters about their expectations, implying criticism of their choice.
@henryhong7654 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)