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
We love you Canada
We love you Canada
Simple expression of support and affection for Canada.
Solidarity
0.98
@mrbueno3156
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
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
I support Canada ?? ❤
I support Canada ?? ❤
Brief expression of support and empathy for Canada.
Solidarity
0.98
@amytounalom859
Mar 4, 2025
Go Canada??
Go Canada??
Brief expression of support and encouragement for Canada.
Solidarity
0.98
@ducks3664
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
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
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
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
This is amazing! Keep it up!
This is amazing! Keep it up!
Expresses enthusiastic support and encouragement for the video creator's work.
Solidarity
0.95
billschwandt1
Jan 27, 2026
From a WA State neighbor, I stand with Canada. Continue strong. You don’t deserve this. ??????
From a WA State neighbor, I stand with Canada. Continue strong. You don’t deserve this. ??????
Expresses support and empathy for Canada from a neighboring American state perspective.
Solidarity
0.95
@cowsonzambonis6
Mar 4, 2025
From America- I stand with Canada, Mexico and Ukraine.
From America- I stand with Canada, Mexico and Ukraine.
Expresses support and solidarity with Canada, Mexico, and Ukraine from an American perspective.
Solidarity
0.95
@Dani4Equality
Mar 4, 2025
Well said that man!
Well said that man!
Brief affirmation of approval and support for the speaker's message.
Solidarity
0.95
@marksouthcombe
Mar 4, 2025
Bravo Prime Minister Trudeau. I'm American but I support you and Canada. ??❤️?
Bravo Prime Minister Trudeau. I'm American but I support you and Canada. ??❤️?
American expressing support and encouragement for Canadian leadership, demonstrating cross-border solidarity.
Solidarity
0.95
@lorijustice8967
Mar 4, 2025
We stand with you!
We stand with you!
Simple expression of support and solidarity with Canada.
Solidarity
0.95
@ladytee3249
Mar 4, 2025
You go Canada!!!!
You go Canada!!!!
Simple expression of support and encouragement for Canada.
Solidarity
0.95
@fredfeller5078
Mar 4, 2025
Everyone I know loves this.
Everyone I know loves this.
Commenter expresses positive sentiment and support for the video's message or immigration generally.
Solidarity
0.95
Supernova12034
Feb 13, 2026
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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)