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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Solidarity
4,947 comments
Positive vibes
Positive vibes
Brief expression of support and encouragement.
Solidarity
0.95
yoink-y3h
Feb 4, 2026
I stand with Canada
I stand with Canada
Brief statement of support and solidarity with Canada.
Solidarity
0.95
@elenoreatkins6714
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'm an American standing with Canada and Ukraine!
I'm an American standing with Canada and Ukraine!
American expressing support and solidarity with Canada in a geopolitical context.
Solidarity
0.95
@byergo
Mar 4, 2025
Thank you for speaking up.
Thank you for speaking up.
Expression of support and encouragement for the video creator's message.
Solidarity
0.95
jillwhiting919
Feb 6, 2026
Solidarity from England!
Solidarity from England!
Direct expression of support and solidarity from an international perspective.
Solidarity
0.95
@sirsnapalot8757
Mar 4, 2025
Go Justin! This American thanks you!
Go Justin! This American thanks you!
A brief expression of support and gratitude from an American toward Canadian leadership.
Solidarity
0.95
@lisaholliday6558
Mar 4, 2025
Standing with Canada. Do what you gotta do! ❤??
Standing with Canada. Do what you gotta do! ❤??
Explicit expression of support and encouragement for Canada with emotional affirmation ('Standing with Canada', heart emoji).
Solidarity
0.95
@JustRaine97
Mar 4, 2025
Well Said Mr. Trudeau ???
Well Said Mr. Trudeau ???
Brief expression of approval and support for Trudeau's statements, demonstrating solidarity with Canadian leadership.
Solidarity
0.95
@gailmckenzie8291
Mar 4, 2025
Thank you Canada ??
Thank you Canada ??
Simple expression of gratitude and support for Canada, demonstrating solidarity with the nation's position.
Solidarity
0.95
@janiealtamirano2585
Mar 4, 2025
From Botswana ??, we love ❤️ Canada ??
From Botswana ??, we love ❤️ Canada ??
International commenter from Botswana expresses love and support for Canada using affirmative language and flag emojis.
Solidarity
0.95
@innocentunaswiletsholatheb8239
Mar 4, 2025
Trudeau rocks!!!
Trudeau rocks!!!
A brief expression of support and approval for Trudeau, demonstrating solidarity with his leadership.
Solidarity
0.95
@bonjourbrigitte_m
Mar 4, 2025
From Holland: go Canada!! We are with you!
From Holland: go Canada!! We are with you!
International expression of support and empathy for Canada, demonstrating cross-border solidarity and encouragement.
Solidarity
0.95
@dakoota3332
Mar 4, 2025
We stand we with you Canada
We stand we with you Canada
Expression of support and standing with Canada, a welcoming/supportive message.
Solidarity
0.95
@knightyyknight1494
Mar 4, 2025
I'm an American but I will support Canada in any which way I can.
I'm an American but I will support Canada in any which way I can.
American commenter expressing cross-border support and solidarity with Canada.
Solidarity
0.95
@rosemontoya7005
Mar 4, 2025
This American stands with Canada ?? Best neighbor any country could hope to have. God bless Canada and may God help us all…
This American stands with Canada ?? Best neighbor any country could hope to have. God bless Canada and may God help us all…
Direct expression of support and positive regard for Canada from an American commenter.
Solidarity
0.95
@Fergus1284
Mar 4, 2025
Mexican American - we stand with Canada and Ukraine! ❤
Mexican American - we stand with Canada and Ukraine! ❤
Expresses support and solidarity with Canada and Ukraine through a welcoming, empathetic statement.
Solidarity
0.95
@nellygonz4528
Mar 4, 2025
Standing with Canada from the USA!
Standing with Canada from the USA!
Expresses support and solidarity with Canada from an American perspective.
Solidarity
0.95
@OmGnomeGo
Mar 4, 2025
I love you Canada here from Michigan!❤ You are a beautiful people! We need you Canada!❤
I love you Canada here from Michigan!❤ You are a beautiful people! We need you Canada!❤
American expressing love, support, and positive regard for Canada and Canadians as a people.
Solidarity
0.95
@jamiebadour6555
Mar 4, 2025
Vive la Canada!
Vive la Canada!
Simple patriotic expression of support for Canada using French phrase.
Solidarity
0.95
@krtt750
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)