Research Tools
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
Tariffs have begun ?. American Alcohol taken off Canadian shelves ?\nVideo: https://youtube.com/shorts/KcZVKc0Pa2k?si=wxaoHJGRq2bgJ4Io
Tariffs have begun ?. American Alcohol taken off Canadian shelves ?\nVideo: https://youtube.com/shorts/KcZVKc0Pa2k?si=wxaoHJGRq2bgJ4Io
Seeks information about tariff impacts with a question mark, while sharing a video link for evidence.
@BritneyWaldron
Mar 4, 2025
Isn’t this the guy Canadians hate?
Isn’t this the guy Canadians hate?
Rhetorical question challenging the legitimacy or popularity of the PM among Canadians.
@Polack-ml9fh
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
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
Poses a rhetorical question challenging the immigrant's stated preference for India, implying a factual contradiction without evidence.
elloco-q3h
Sep 21, 2025
Question; is Donald Trump STUPID ????????
Question; is Donald Trump STUPID ????????
Poses a rhetorical question attacking Trump's intelligence, framed as inquiry but functioning as criticism.
@GaryEllington-p7b
Mar 4, 2025
Canada and Mexican have increase everything for ??
Canada and Mexican have increase everything for ??
Unclear question about price increases in Canada and Mexico, seeking clarification on economic impacts.
@wagnerlopez5221
Mar 4, 2025
Biden voters showing hate to Trump ?
Biden voters showing hate to Trump ?
Posed as a question seeking clarification or information about voter behavior and attitudes.
Question
0.75
@aarishkhan4382
Mar 4, 2025
how are the Indians not paying taxes?
how are the Indians not paying taxes?
Seeks clarification about tax compliance while implicitly asserting an unverified claim that Indians are not paying taxes.
olene184
Sep 30, 2025
Yo, yall voted for that???
Yo, yall voted for that???
Rhetorical question expressing disbelief about electoral choices, implying criticism of voters' decisions.
@ft06jg89
Mar 4, 2025
Why is he speaking for Canada? Didn’t he resign and quit on the Canadian’s?
Why is he speaking for Canada? Didn’t he resign and quit on the Canadian’s?
Seeks clarification about a political figure's legitimacy and past actions, framed as an information-seeking question.
@Boswell0352USMC
Mar 4, 2025
Dont pay taxes? How do you figure? Some points are true and others are just feelings and not facts!
Dont pay taxes? How do you figure? Some points are true and others are just feelings and not facts!
Challenges a factual claim about tax payment while questioning the distinction between facts and feelings in the video's arguments.
oceanvanthiel3624
Oct 3, 2025
How many foreign languages does the orange guy speak? Just wonderin’
How many foreign languages does the orange guy speak? Just wonderin’
Asks about language abilities with a sarcastic/humorous tone ('just wonderin''), framed as information-seeking but likely critical commentary.
@mrdol
Mar 4, 2025
I wonder if I will be able to collect my SS if I move to Canada? Im done with maga
I wonder if I will be able to collect my SS if I move to Canada? Im done with maga
Seeks information about Social Security eligibility while expressing personal intent to relocate due to political dissatisfaction.
@rkoh3740
Mar 4, 2025
Go prime minister treudou apply it to Trump administration???????
Go prime minister treudou apply it to Trump administration???????
Asks whether the same policy should apply to the Trump administration, seeking clarification or consistency.
@hildalumalang4388
Mar 4, 2025
You're reasonable but can't understand that you have to talk to people to resolve issues?
You're reasonable but can't understand that you have to talk to people to resolve issues?
The comment poses a rhetorical question challenging someone's reasoning about dialogue and conflict resolution.
Question
0.75
@TacticalPower88
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
here from denmark i want to go buy products from canada ????
here from denmark i want to go buy products from canada ????
Information-seeking about purchasing Canadian products from Denmark, with implicit comparative framing between countries.
@svendhej
Mar 4, 2025
Is MR still tied to W group?
Is MR still tied to W group?
Asks a clarification question using acronyms (MR, W group) likely related to video content or context.
jmc8076
Oct 21, 2025
Canada, will you accept us if we want to become citizens of your company???
Canada, will you accept us if we want to become citizens of your company???
Asks about Canadian citizenship but uses absurdist humor ('company') suggesting satirical intent alongside genuine inquiry.
@sharhondajackson7399
Mar 4, 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
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)