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
Love you brother ❤❤❤
Love you brother ❤❤❤
Brief expression of affection and support with emojis.
Solidarity
0.98
apurbohasan9727
Feb 22, 2026
Bravo Mr. !!!!!❤❤❤❤❤
Bravo Mr. !!!!!❤❤❤❤❤
Brief enthusiastic approval and support for Trudeau with heart emojis.
Solidarity
0.98
@davitshegiryan4481
Mar 5, 2025
Go Canada ??
Go Canada ??
Brief expression of support and encouragement for Canada.
Solidarity
0.98
@undertuga
Mar 4, 2025
Yayyy Canada
Yayyy Canada
Brief expression of enthusiasm and support for Canada.
Solidarity
0.98
@clarinetjunkie
Mar 4, 2025
Go Canada??
Go Canada??
Brief expression of support and encouragement for Canada.
Solidarity
0.98
@ducks3664
Mar 4, 2025
I support Canada ?? ❤
I support Canada ?? ❤
Brief expression of support and empathy for Canada.
Solidarity
0.98
@amytounalom859
Mar 4, 2025
Brilliant speech - well done Mr Trudeau.
Brilliant speech - well done Mr Trudeau.
Direct praise and encouragement for Trudeau's speech performance.
Solidarity
0.98
@simontoms3928
Mar 5, 2025
We love you Canada
We love you Canada
Simple expression of support and affection for Canada.
Solidarity
0.98
@mrbueno3156
Mar 4, 2025
From USA: stand with Canada
From USA: stand with Canada
Simple expression of support and solidarity with Canada from a US commenter.
Solidarity
0.96
@sosoy1
Mar 4, 2025
Waw, what a speech. France stands with you ??
Waw, what a speech. France stands with you ??
International expression of support for Trudeau with France flag emoji indicating cross-national solidarity.
Solidarity
0.96
@leMuscleForce2000
Mar 5, 2025
Nuts!! Big love from Australia ? ? ?? ❤ ?? ?
Nuts!! Big love from Australia ? ? ?? ❤ ?? ?
Cross-national expression of support and affection for Canada from an Australian commenter.
Solidarity
0.96
@jane4036
Mar 4, 2025
We support you Canada ❤
We support you Canada ❤
Simple expression of support and solidarity with Canada.
Solidarity
0.96
@user-xx6tx4co2t
Mar 4, 2025
AWESOME JOB 👍
AWESOME JOB 👍
Simple expression of approval and support for the video's content.
Solidarity
0.95
triplngito
Jan 27, 2026
Go Canada! Well said Sir.
Go Canada! Well said Sir.
Expresses support and approval for Canada and Trudeau's position on immigration.
Solidarity
0.95
@suemoses9330
Mar 4, 2025
BIG SUPPORT to Canada from Philippines with love
BIG SUPPORT to Canada from Philippines with love
Direct expression of support and goodwill toward Canada from an international perspective.
Solidarity
0.95
@MarkinGodines-x2s
Mar 4, 2025
Thankyou Michelle!!!!!!
Thankyou Michelle!!!!!!
Simple expression of support and appreciation for a panelist named Michelle.
Solidarity
0.95
jeffreykaiser6170
Oct 1, 2025
Incredible leadership. Gives me hope. There are good leaders.
Incredible leadership. Gives me hope. There are good leaders.
Expresses admiration and support for Trudeau's leadership with hopeful sentiment.
Solidarity
0.95
@astalander6061
Mar 4, 2025
Thank you ❤
Thank you ❤
Brief expression of gratitude and support, indicating approval of the video's content or Canada's leadership.
Solidarity
0.95
@dorothyhogge6563
Mar 4, 2025
Love Canada
Love Canada
Simple expression of support and affection for Canada.
Solidarity
0.95
@kinsl1953
Mar 4, 2025
Well said PM Trudeau!
Well said PM Trudeau!
Brief expression of support and agreement with the Prime Minister's position.
Solidarity
0.95
@hortensiadavis330
Mar 4, 2025
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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)