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
Well done Canada!
Well done Canada!
Expression of approval and support for Canada's actions or leadership.
Solidarity
0.94
@mariamoore5558
Mar 4, 2025
Thank you Justin you stepped up we are with you shoulder to shoulder ?????
Thank you Justin you stepped up we are with you shoulder to shoulder ?????
Expression of gratitude and support for the PM, affirming unity and backing ('shoulder to shoulder').
Solidarity
0.93
@dorothycresswell3565
Mar 4, 2025
American 100% standing with Canada and Ukraine.
American 100% standing with Canada and Ukraine.
Brief statement of American solidarity with both Canada and Ukraine against external threats.
Solidarity
0.93
@sabrinashane206
Mar 4, 2025
Thanks for coming to Canada bro
Thanks for coming to Canada bro
A welcoming, supportive message thanking an immigrant for coming to Canada.
Solidarity
0.93
jarronworth3050
Jan 27, 2026
Bravo Canada!
Bravo Canada!
Brief expression of approval and support for Canada's immigration policy with celebratory tone.
Solidarity
0.93
MB-dp1rj
Feb 11, 2026
Tyler back at it again with the quality content. Stay safe bro
Tyler back at it again with the quality content. Stay safe bro
Supportive message praising the content creator and wishing them safety, expressing encouragement.
Solidarity
0.93
LightlyCheesed
Jan 27, 2026
Keep up the good work
Keep up the good work
Expresses encouragement and support for the video creator's work.
Solidarity
0.93
mitch2832
Jan 27, 2026
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
Expresses appreciation and support for positive representation of a community in the video.
Solidarity
0.93
hurmanbansal
Sep 21, 2025
Canada ?? very well said I support you
Canada ?? very well said I support you
Brief expression of support and agreement with Canada's position.
Solidarity
0.93
@noelgarcia2644
Mar 4, 2025
Well done Canada ?? you are fantastic ????????????????
Well done Canada ?? you are fantastic ????????????????
Praise and affirmation of Canada's actions, expressing support and positive sentiment.
Solidarity
0.93
@graememonie468
Mar 4, 2025
Trudeau - respect !!!
Trudeau - respect !!!
Brief expression of respect and support for Trudeau.
Solidarity
0.93
@sveta5a125
Mar 4, 2025
From France we stand with you.
From France we stand with you.
Commenter expresses international solidarity with Canada from France.
Solidarity
0.93
@philippelachavanne3689
Mar 4, 2025
Much respect for PM Trudeau
Much respect for PM Trudeau
Brief expression of respect and support for PM Trudeau.
Solidarity
0.93
@eliezersolis8739
Mar 4, 2025
Good going ❤
Good going ❤
Brief affirmation of approval and support with heart emoji.
Solidarity
0.92
@patsyturner6997
Mar 4, 2025
We love you Canada! all decent Americans stand with you!
We love you Canada! all decent Americans stand with you!
Expresses support and solidarity with Canada while asserting a shared identity with 'decent Americans.'
@fairbreak1
Mar 4, 2025
I stand with Canada! From Bulgaria
I stand with Canada! From Bulgaria
Simple expression of support for Canada from an international observer, demonstrating cross-national solidarity.
Solidarity
0.92
@victoriailcheva4789
Mar 4, 2025
One of the best speeches I have ever heard from a politician. It was great!
One of the best speeches I have ever heard from a politician. It was great!
Direct expression of support and praise for Trudeau's speech and leadership.
Solidarity
0.92
@tofl4487
Mar 4, 2025
More power to you PM Trudeau, your people and your country ❤
More power to you PM Trudeau, your people and your country ❤
Expression of support and encouragement for PM Trudeau with affectionate language and heart emoji.
Solidarity
0.92
@tamaraschaffner9457
Mar 4, 2025
Spain stands behind you, Canada! Spain supports you!
Spain stands behind you, Canada! Spain supports you!
Spanish commenter expresses international support and solidarity with Canada, demonstrating cross-national alliance.
@daninosaurus
Mar 4, 2025
I support you Canada, alllll the way from Florida. It’s heart breaking the state of my nation.
I support you Canada, alllll the way from Florida. It’s heart breaking the state of my nation.
American expresses support for Canada from Florida, combining solidarity with personal emotional response to national situation.
@BridgetSandoval-t5x
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)