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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 20 of 68
Why does democrats call it's trade war???
Why does democrats call it's trade war???
Asks a direct question about terminology used by Democrats regarding trade policy.
Question 0.90
@KingShoemaker Mar 4, 2025
Is Donald going to align the US with Russia now? Asking from Melbourne, Australia.
Is Donald going to align the US with Russia now? Asking from Melbourne, Australia.
Asks a direct question seeking information about potential US-Russia alignment, framed as genuine inquiry.
Question 0.90
@debl2581 Mar 4, 2025
Language Hindi please
Language Hindi please
Direct request for content in a specific language, seeking clarification or preference.
Question 0.90
dihanshiek253 Jan 27, 2026
10:51 Jayden smith???
10:51 Jayden smith???
Commenter asks for clarification about a person's identity at a specific timestamp in the video.
Question 0.90
Earl4231 Jan 27, 2026
I’d like someone to clarify why it would be advantageous for America to oppose its allies and align with Putin—I genuinely don’t get it, but I assume there must be some logical reasoning behind it, …
I’d like someone to clarify why it would be advantageous for America to oppose its allies and align with Putin—I genuinely don’t get it, but I assume there must be some logical reasoning behind it, or at least an explanation that makes some kind of sense. I’d really appreciate it if someone could break it down for me.
Genuine information-seeking request asking for logical explanation or reasoning behind Trump's foreign policy alignment choices.
Question 0.90
@Metarig Mar 4, 2025
Thought Trudeau resigned
Thought Trudeau resigned
Seeks clarification about Trudeau's political status.
Question 0.90
@darrenporter1850 Mar 4, 2025
With this tariff How much will eggs cost?
With this tariff How much will eggs cost?
Information-seeking question about economic impact of tariffs on egg prices.
@it3210 Mar 4, 2025
So what the problem?
So what the problem?
Direct question seeking clarification or information about the issue being discussed.
Question 0.90
@glennlee-y6w Mar 4, 2025
He is making sense though re tariffs?
He is making sense though re tariffs?
Direct question seeking confirmation or clarification about Trudeau's position on tariffs.
Question 0.90
@reneeemigree9004 Mar 4, 2025
Damn, is this for real?
Damn, is this for real?
Simple question seeking verification of video authenticity.
Question 0.90
Tuspeliculasfavoritas. Jan 27, 2026
We are backing Russia and beefing with Canada? What's happening?
We are backing Russia and beefing with Canada? What's happening?
Direct question seeking clarification about apparent contradictions in geopolitical positioning.
Question 0.90
@kemayj Mar 4, 2025
Is there someplace that shows the speech without CNN talking over and repeating Trudeau, and possibly translating the French portions?
Is there someplace that shows the speech without CNN talking over and repeating Trudeau, and possibly translating the French portions?
Requests information about where to find an uninterrupted version of the speech.
Question 0.90
@indigodarkwolf Mar 4, 2025
To the good people of Canada: \n\nI wonder how much revenue is generated by Canadian Tourism to Las Vegas annually?
To the good people of Canada: \n\nI wonder how much revenue is generated by Canadian Tourism to Las Vegas annually?
Poses an information-seeking question about Canadian tourism revenue to Las Vegas.
Question 0.90
@Justluv2024 Mar 4, 2025
help me understand here whats going on .. hasnt canada had several taxes on american goods for years? vat or whatever
help me understand here whats going on .. hasnt canada had several taxes on american goods for years? vat or whatever
Information-seeking question about historical Canadian tariffs and trade policy, seeking clarification on context.
@goombafreak Mar 4, 2025
Is bike guy wrong though?
Is bike guy wrong though?
Seeks clarification or validation about a person mentioned in the video ('bike guy').
Question 0.90
Rubygirl0908 Jan 27, 2026
Did he say we just started better security yesterday?
Did he say we just started better security yesterday?
Seeks clarification about a specific statement made in the video regarding security measures.
Question 0.90
@stevesalisbury3657 Mar 4, 2025
As he states the tariffs is not related to fent, what is the actual reason he sees for these tariffs?
As he states the tariffs is not related to fent, what is the actual reason he sees for these tariffs?
A direct information-seeking question asking for clarification on the actual rationale behind the tariffs.
Question 0.90
@meme-yd8bp Mar 4, 2025
Ask him what we have to pay Canada for tariffs? ?
Ask him what we have to pay Canada for tariffs? ?
A direct information-seeking question about tariff costs, requesting clarification on economic policy details.
Question 0.90
@tattooedteddy Mar 4, 2025
I thought he stepped down ??? i guess not
I thought he stepped down ??? i guess not
Seeks clarification about whether a political figure has actually stepped down, expressing confusion about current status.
Question 0.90
@lorddeathtoall Mar 4, 2025
If you already got in to Canada, why the hell would you migrate to America?
If you already got in to Canada, why the hell would you migrate to America?
Seeks clarification or information about migration patterns and motivations of immigrants already in Canada.
Question 0.90
Reptex_krka Jan 27, 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)