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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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Solidarity

4,947 comments
Page 24 of 248
Yes Michelle totally agree.
Yes Michelle totally agree.
Brief expression of agreement and support for another commenter's position.
Solidarity 0.95
bfl4202 Feb 24, 2026
Stand Strong Canada
Stand Strong Canada
Brief expression of support and encouragement for Canada during a difficult period.
Solidarity 0.95
@okay5045 Mar 4, 2025
Here's a leader to respect.
Here's a leader to respect.
Brief expression of respect and support for the Canadian leader.
Solidarity 0.95
@BJHayes-n9i Mar 4, 2025
Well done Canada ??
Well done Canada ??
Simple expression of approval and support for Canada.
Solidarity 0.95
@p662 Mar 4, 2025
Love to Canada from Pole.
Love to Canada from Pole.
Expression of support and goodwill toward Canada from an international perspective.
Solidarity 0.95
@mikadorek1 Mar 4, 2025
Canada! ?? ?❤
Canada! ?? ?❤
Brief expression of support and patriotic sentiment toward Canada.
Solidarity 0.95
@LK-rd8xx Mar 4, 2025
I stand with Canada ??!!!!
I stand with Canada ??!!!!
Simple declaration of support for Canada with emotional emphasis, expressing solidarity.
Solidarity 0.95
@LapuLapu-m7j Mar 4, 2025
The Wildwoods, NJ love our Canadian friends ❤ Canada ??
The Wildwoods, NJ love our Canadian friends ❤ Canada ??
Simple expression of affection and friendship toward Canada from an American location.
Solidarity 0.95
@dorothyhogge6563 Mar 4, 2025
You’re a hero Tyler, keep doing your thing
You’re a hero Tyler, keep doing your thing
Direct expression of support and encouragement for the content creator.
Solidarity 0.95
brada2685 Jan 27, 2026
As another Canadian, thankyou for support from American people.
As another Canadian, thankyou for support from American people.
Expresses gratitude and appreciation for American support toward Canada, demonstrating cross-national solidarity.
Solidarity 0.95
@jandl5522 Mar 4, 2025
Well said, Mr Trudeau!
Well said, Mr Trudeau!
Direct expression of support and approval for Trudeau's statements.
Solidarity 0.95
@walterszyiko7614 Mar 4, 2025
I stand with Canada with this one
I stand with Canada with this one
Expresses support and solidarity with Canada's position in the dispute.
Solidarity 0.95
@david.joseph.s Mar 4, 2025
As an American, I stand with Canada ❤
As an American, I stand with Canada ❤
American expressing cross-border solidarity and support for Canada with an emotional appeal.
Solidarity 0.95
@Nanaknickers3 Mar 4, 2025
WE STAND WITH CANADA❣️
WE STAND WITH CANADA❣️
Direct expression of support and solidarity with Canada using emphatic language and emoji.
Solidarity 0.95
@tyronbarnett8485 Mar 4, 2025
Starting to fall in love with Canada
Starting to fall in love with Canada
Expresses positive sentiment and growing affection toward Canada, indicating welcoming attitude.
Solidarity 0.95
@trshmanify Mar 4, 2025
Support to Canada from an Aussie ?? ??
Support to Canada from an Aussie ?? ??
Expression of support and encouragement from an Australian commenter to Canada.
Solidarity 0.95
@janetoconnor5381 Mar 4, 2025
I like people from India. Fun happy people that have spirit.
I like people from India. Fun happy people that have spirit.
Expresses positive sentiment and appreciation toward Indian immigrants, offering welcoming and empathetic commentary.
Solidarity 0.95
Wildernessride Jan 27, 2026
Horah Trudeau!
Horah Trudeau!
Expresses enthusiastic support and encouragement for Trudeau with celebratory language.
Solidarity 0.95
@MattCarstens-y4g Mar 4, 2025
Well done Canada ✔️
Well done Canada ✔️
Brief affirmation of approval and support for Canada's position.
Solidarity 0.95
@MarcelPereiraHouston Mar 4, 2025
Very well said, Justin!
Very well said, Justin!
Direct expression of support and agreement with the video subject.
Solidarity 0.95
@theleafsprungjeeper 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)