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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 56 of 68
Didn't you left your job?? ??
Didn't you left your job?? ??
Seeks clarification about the PM's employment status, implying criticism of his credibility to speak on policy.
@jebclang9403 Mar 4, 2025
How is anybody stopping the drug flow when hospitals prescribe it or give it to or use in surgeries? Make it make sense
How is anybody stopping the drug flow when hospitals prescribe it or give it to or use in surgeries? Make it make sense
Raises a logical question about drug policy effectiveness, questioning the coherence of enforcement strategies.
@ryanbroderick7729 Mar 4, 2025
Will Trump tell Trudeau “don’t tell us how to feel” regarding the inflation we will feel as he stated.
Will Trump tell Trudeau “don’t tell us how to feel” regarding the inflation we will feel as he stated.
Poses a rhetorical question about Trump's statements on inflation and Trudeau's response, seeking clarification or making a critical point.
@Noeau Mar 4, 2025
is it true that governments sponsor this kind of content to isolate discriminatory masses?
is it true that governments sponsor this kind of content to isolate discriminatory masses?
Asks whether governments sponsor content to manipulate public opinion, combining information-seeking with conspiratorial framing.
wrongwhale6787 Jan 29, 2026
There are THREE MILLION currently here illegally. When do they go back home? -- miault.
There are THREE MILLION currently here illegally. When do they go back home? -- miault.
Poses a question about illegal immigrants while citing an unverified statistic, mixing inquiry with potentially false claims.
felixculpa-z7x Feb 18, 2026
I thought this idiot was stepping down…???…
I thought this idiot was stepping down…???…
Questions whether Trump is stepping down, implying a false or unverified claim about his resignation.
@TruckerBanker Mar 4, 2025
how dare this guy to call trump a smart guy
how dare this guy to call trump a smart guy
Phrased as rhetorical question expressing disagreement with characterizing Trump as smart.
Question 0.75
@johnyu812 Mar 4, 2025
So ..... they came on visa and that doesnt mean they decide weather to stay.
So ..... they came on visa and that doesnt mean they decide weather to stay.
Seeks clarification about visa holders' rights to remain in Canada, framed as a questioning challenge to policy logic.
DaniEz-h4c Nov 22, 2025
Well.........??
Well.........??
Ellipsis and question mark suggest incomplete thought or request for clarification, though intent is ambiguous.
Question 0.75
@csmosley Mar 4, 2025
Where's all the kkk nazis proud boys all the other racist groups?
Where's all the kkk nazis proud boys all the other racist groups?
Poses a rhetorical question implying that racist groups should be present or visible, functioning as both inquiry and moral critique.
lawrenceeustache9422 Aug 26, 2025
You have to do what you have to do and I believe we know this is due to Trump's actions. The thing is which country is he trying to break...yours or ours. ?
You have to do what you have to do and I believe we know this is due to Trump's actions. The thing is which country is he trying to break...yours or ours. ?
Seeks clarification about Trump's intentions while implicitly critiquing his actions as potentially destabilizing.
@HeartofaGypsy Mar 4, 2025
As an America \nDid he just threatened us ? ?
As an America \nDid he just threatened us ? ?
Asks whether a statement constitutes a threat to the US, expressing concern about hostile intent.
@Montesphoenix602 Mar 4, 2025
Wonder what the other indians that been here long think about these new immigrants
Wonder what the other indians that been here long think about these new immigrants
Seeks information about established immigrant perspectives on newer arrivals, with implicit identity-based framing.
stevechapman3249 Sep 11, 2025
I have no horse in the race but I'm interested in seeing this canadian loyalty that everyone talks about.
I have no horse in the race but I'm interested in seeing this canadian loyalty that everyone talks about.
Expresses curiosity about Canadian national identity and loyalty, framed as an information-seeking observation.
@tengkuadam1399 Mar 4, 2025
I wonder what the people of US sees in Trump? He is making enemies everywhere
I wonder what the people of US sees in Trump? He is making enemies everywhere
Expresses puzzlement about Trump's appeal while implicitly critiquing his diplomatic approach and relationship-building.
@aosunepjamir2231 Mar 5, 2025
I wonder how much fentanyl flows into Canada from the US...
I wonder how much fentanyl flows into Canada from the US...
Phrased as a question but implies concern about drug trafficking threat from the US.
@Corsuwey Mar 5, 2025
Canada don’t have alliances any more ????
Canada don’t have alliances any more ????
Posed as a question expressing concern about Canada's diplomatic relationships and international standing.
@good_man4083 Mar 5, 2025
Why is he still PM ?????
Why is he still PM ?????
Rhetorical question expressing frustration about political leadership, seeking validation rather than information.
@tedpallas6169 Mar 4, 2025
Didn't this clown resign in January ? ?
Didn't this clown resign in January ? ?
Seeking factual clarification about whether a political figure resigned, with dismissive tone toward the subject.
@Jay2stone Mar 4, 2025
So Trudeau what’s the ulterior reason for his tariffs increase. What’s hiding behind your mask!
So Trudeau what’s the ulterior reason for his tariffs increase. What’s hiding behind your mask!
Poses rhetorical questions about hidden motives behind tariff policy, seeking explanation while expressing skepticism.
@MynameisJs 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)