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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 17 of 68
Why wasn’t this done before January?
Why wasn’t this done before January?
Direct information-seeking question about timing of government action, requesting clarification or explanation.
Question 0.90
@LynnBurgess326 Mar 4, 2025
Why would people vote 4 trump
Why would people vote 4 trump
Direct information-seeking question expressing confusion about voter behavior and motivations.
Question 0.90
@Thomasrod805 Mar 4, 2025
0:58 They're sneaking people from Canada to Australia?
0:58 They're sneaking people from Canada to Australia?
Seeks clarification about a specific claim made in the video regarding people being moved between countries.
Question 0.90
thetarotbogan Jan 29, 2026
How can tariffs that US impose be bad for the US people but Canadian tariffs are good for Canadians? Isn't it going to hurt Canadian families also?
How can tariffs that US impose be bad for the US people but Canadian tariffs are good for Canadians? Isn't it going to hurt Canadian families also?
Seeks clarification on the logical consistency of tariff policy impacts, framed as an information-seeking question about economic effects.
@rayscott1653 Mar 4, 2025
Wait so why is Trump imposing tariffs on Canada? I honestly didn’t know this
Wait so why is Trump imposing tariffs on Canada? I honestly didn’t know this
Direct information-seeking question about the reasons for Trump's tariff policy on Canada.
Question 0.90
@Rizzo2185 Mar 4, 2025
Why is he still there? Did I miss something?
Why is he still there? Did I miss something?
Direct information-seeking question about Trudeau's continued presence, requesting clarification or context.
Question 0.90
@genoavramov5532 Mar 4, 2025
5:00 Does this bozo not know that there are hundreds of millions of Muslim Indians?
5:00 Does this bozo not know that there are hundreds of millions of Muslim Indians?
Rhetorical question challenging someone's apparent lack of knowledge about Muslim Indians, seeking clarification or correction.
Question 0.90
fantasyXchannel Jan 27, 2026
Can Trump loose face?
Can Trump loose face?
Direct question posed about Trump's ability to lose face, seeking clarification or response.
Question 0.90
@michaelhedegaard7846 Mar 4, 2025
Algoma college is very much a real college that’s been around for a long time. Anderson though I have never heard of
Algoma college is very much a real college that’s been around for a long time. Anderson though I have never heard of
Seeks factual information about colleges mentioned in the video, requesting clarification.
Question 0.90
Eckz57 Jan 27, 2026
cnn, Canadian News Network?
cnn, Canadian News Network?
Seeks clarification about what CNN stands for in this context.
Question 0.90
@flyingwyoming5184 Mar 4, 2025
I thought he resigned already... how many days are left for him in the office? ?
I thought he resigned already... how many days are left for him in the office? ?
Information-seeking question about a political figure's tenure and resignation status.
Question 0.90
@nicksharma9520 Mar 4, 2025
What are the products we can buy in France to support Canada ? ?? ??
What are the products we can buy in France to support Canada ? ?? ??
Direct information-seeking question about purchasing French products to support Canada.
Question 0.90
@Isabelle-sz5xf Mar 4, 2025
What the hell is going on ???
What the hell is going on ???
Expresses confusion and seeks clarification about current events.
Question 0.90
@meliodasking696 Mar 4, 2025
Let's see what Donald's next move will be.
Let's see what Donald's next move will be.
Seeks information about Trump's anticipated next action, framed as an open-ended inquiry.
Question 0.90
@TargetedInChicago Mar 4, 2025
Tyler , where are you from? Your last name is exotic…
Tyler , where are you from? Your last name is exotic…
Comment asks direct questions about the video creator's background and name origin, seeking information rather than making claims.
Question 0.90
rms3365 Jan 28, 2026
Why Portugal bro…
Why Portugal bro…
Simple information-seeking question about why Portugal is mentioned or relevant to the discussion.
Question 0.90
MarsFN01 Jan 28, 2026
So Punjab is not a part of India right?
So Punjab is not a part of India right?
Direct factual question seeking clarification about geographic/political status.
Question 0.90
NeverTry-v3o Jan 28, 2026
Is Canada going to make the Canadian Chinese pay more?
Is Canada going to make the Canadian Chinese pay more?
Direct information-seeking question about potential Canadian policy regarding Chinese-Canadian citizens.
Question 0.90
@CasperWang-n1k Mar 4, 2025
Didn't Turdeau step down?
Didn't Turdeau step down?
A straightforward factual question about whether Trudeau has stepped down.
Question 0.90
@McFoofinator4 Mar 4, 2025
W ur grandpa from???
W ur grandpa from???
Simple information-seeking question about the video subject's family background/origin.
Question 0.90
tajsumman5458 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)