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
Go Canada! We're not all in agreement with this nonsense..
Go Canada! We're not all in agreement with this nonsense..
American commenter expresses support for Canada and distances themselves from Trump's position.
Solidarity
0.90
@charleswinter1335
Mar 4, 2025
Great Political! I have a lot of respect for Trudeau!
Great Political! I have a lot of respect for Trudeau!
Direct expression of respect and support for Trudeau's political leadership.
Solidarity
0.90
@dirk.marcel.gradtke
Mar 4, 2025
From Portugal, Canada we stand with you!
From Portugal, Canada we stand with you!
Declares support for Canada from Portugal, positioning the commenter geographically as part of a supportive international community.
@964571034
Mar 4, 2025
Hear, hear!!! Thanks Trudeau
Hear, hear!!! Thanks Trudeau
Brief expression of agreement and gratitude toward Trudeau, indicating support and approval.
Solidarity
0.90
@irenezandwijk3488
Mar 4, 2025
Love from Germany to Canada ❤
Love from Germany to Canada ❤
Expresses support and solidarity with Canada from a German commenter, using comparative framing across nations.
@Baehmulla
Mar 4, 2025
hats off to canada and trudeau
hats off to canada and trudeau
Expresses approval and support for Canada and Trudeau through a gesture of respect.
Solidarity
0.90
@catrickthecat
Mar 4, 2025
I’m an American and I stand with Canada
I’m an American and I stand with Canada
American expressing support and solidarity with Canada against Trump's policies.
Solidarity
0.90
@dlynne3810
Mar 4, 2025
That man is a real badass ❤️
That man is a real badass ❤️
Expresses admiration and support for a political figure with positive emotional language.
Solidarity
0.90
@RealJewsHateZionists
Mar 4, 2025
I love you Prime Minister Justine Trudeau???
I love you Prime Minister Justine Trudeau???
Expresses direct support and affection for the Prime Minister.
Solidarity
0.90
@maricardocallos5845
Mar 4, 2025
Slava Ukraine ????
Slava Ukraine ????
Brief expression of support for Ukraine, indicating international solidarity with a nation facing conflict.
@topgeneralfaith9983
Mar 4, 2025
Proud of you Trudeau
Proud of you Trudeau
Direct expression of pride and support for the political leader, indicating endorsement and encouragement.
Solidarity
0.90
@OmarTudor
Mar 4, 2025
Trudeau is a true leader.
Trudeau is a true leader.
Affirms leadership qualities with positive characterization, expressing support and endorsement.
Solidarity
0.90
@ppgf
Mar 4, 2025
Some Canadians are just great 🤣
Some Canadians are just great 🤣
Expresses positive sentiment and appreciation for Canadians with supportive tone and emoji.
Solidarity
0.90
wyleFTW
Feb 26, 2026
From Illinois, I love you Canada ❤
From Illinois, I love you Canada ❤
Expression of support and affection for Canada from a non-Canadian, demonstrating cross-border solidarity.
Solidarity
0.90
@PearlGirl223
Mar 4, 2025
I am an American from Upper Michigan. I stand with you!
I am an American from Upper Michigan. I stand with you!
American expressing support and solidarity with Canada's position in a dispute.
Solidarity
0.90
@pattiestarzynski
Mar 4, 2025
Now thats a PM with absolutely CLASS ACT. IM EMBARRASSED TO BE AN AMERICAN. Never seen something like this. Trump the TYRANT.
Now thats a PM with absolutely CLASS ACT. IM EMBARRASSED TO BE AN AMERICAN. Never seen something like this. Trump the TYRANT.
Expresses admiration for Canadian leadership and embarrassment about American leadership, with implicit national comparison and support.
@jerrychmiel3830
Mar 4, 2025
God bless Canada ??
God bless Canada ??
Brief expression of support and goodwill toward Canada.
Solidarity
0.90
@bjorntorsten8241
Mar 4, 2025
Sorry Canada, Don't listen to Trump. We love you.
Sorry Canada, Don't listen to Trump. We love you.
Direct expression of support and affection for Canada from an apparent American commenter.
Solidarity
0.90
@johnpanc
Mar 5, 2025
Great and very honest speech. ?? Best wishes from Germany
Great and very honest speech. ?? Best wishes from Germany
International expression of support and approval for the speech from a German perspective.
Solidarity
0.90
@thorstenbollhorst1676
Mar 5, 2025
You always been there , we always knew that you did and do your best . Thank you Mr Prime Minister. We must stand against bullying.
You always been there , we always knew that you did and do your best . Thank you Mr Prime Minister. We must stand against bullying.
Expresses support and appreciation for the Prime Minister's efforts, with encouragement to stand against bullying.
Solidarity
0.90
@abedhalawani5634
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)