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 Canada too😭😭😭💔
We love Canada too😭😭😭💔
Expresses empathetic support and welcoming sentiment toward immigrants.
Solidarity
0.90
MaryAl-l9f
Jan 16, 2026
A true statesman! Very eloquent, intelligent speaker
A true statesman! Very eloquent, intelligent speaker
Expresses approval and support for the Canadian leader's qualities and approach.
Solidarity
0.90
@edwinlucero4670
Mar 4, 2025
Come on Canada!!!
Come on Canada!!!
Enthusiastic encouragement and support for Canada, expressing solidarity and positive sentiment.
Solidarity
0.90
@12345richardm
Mar 4, 2025
Good Blesa Canada!!
Good Blesa Canada!!
Brief supportive message expressing encouragement for Canada and its leadership.
Solidarity
0.90
@lineasvocacional
Mar 4, 2025
A leader with style and finesse, speaking like a leader.
A leader with style and finesse, speaking like a leader.
Brief positive affirmation of leadership qualities, expressing approval and support.
Solidarity
0.90
@abocas
Mar 4, 2025
Respect and power to Canada.
Respect and power to Canada.
Expresses support, respect, and admiration for Canada and its leadership.
Solidarity
0.90
@ravelfish6018
Mar 4, 2025
❤GOD BLESS CANADA ?? AND THE PEOPLE ❤
❤GOD BLESS CANADA ?? AND THE PEOPLE ❤
Expresses blessing, support, and emotional solidarity with Canada and its people.
Solidarity
0.90
@PeaceToAll5758
Mar 4, 2025
A much needed voice of reason and strength at the same time. Our support from Austria for our friends in Canada. You would be warmly welcomed in the EU. ????
A much needed voice of reason and strength at the same time. Our support from Austria for our friends in Canada. You would be warmly welcomed in the EU. ????
Austrian commenter expresses support and welcomes Canadian leadership while comparing Canada favorably to the EU.
@itsdave1
Mar 4, 2025
As a citizen of the United States I apologize to Canadians. I'm sorry. Thank you for everything that you have done and your friendship.
As a citizen of the United States I apologize to Canadians. I'm sorry. Thank you for everything that you have done and your friendship.
American citizen expresses apology and gratitude toward Canada, emphasizing shared friendship and values.
@sharplessguy
Mar 4, 2025
❤ I love this speech! Mr Trudeau, you are a great president. ?
❤ I love this speech! Mr Trudeau, you are a great president. ?
Expresses love and praise for Trudeau's speech, offering support and encouragement.
Solidarity
0.90
@Heather2Jo
Mar 4, 2025
This guy sounds like a great leader! Fair play to canada
This guy sounds like a great leader! Fair play to canada
Expresses approval and support for Canadian leadership in response to the video content.
Solidarity
0.90
@cueballderbypooltournament6180
Mar 4, 2025
Thank you for putting this out
Thank you for putting this out
Brief expression of appreciation and support for the video content.
Solidarity
0.90
@Marlise234
Mar 4, 2025
If he were my president, I would be very proud.
If he were my president, I would be very proud.
Expression of pride and support for Trudeau's leadership and actions.
Solidarity
0.90
@fernandacorzo3510
Mar 4, 2025
God bless Canada! Bill. Uk \n?????
God bless Canada! Bill. Uk \n?????
Brief expression of blessing and support for Canada; positive sentiment toward the nation.
Solidarity
0.90
@billducker7404
Mar 4, 2025
As an American, I stand with Canada and all other nations that are standing up to DT's autocratic and evil actions.
As an American, I stand with Canada and all other nations that are standing up to DT's autocratic and evil actions.
American expressing support and solidarity with Canada against external threats, positioning themselves as allied.
@ursulaschneider4356
Mar 4, 2025
from California and we are standing with Canada, Ukraine and Mexico too.....
from California and we are standing with Canada, Ukraine and Mexico too.....
Commenter from California expresses support and solidarity with Canada, Ukraine, and Mexico against implied U.S. aggression.
Solidarity
0.90
@jessicaciprioni8861
Mar 4, 2025
Bravo Trudeau
Bravo Trudeau
Simple expression of support and approval for Trudeau.
Solidarity
0.90
@HelenaLane-v9s7p
Mar 4, 2025
Respect for this speech
Respect for this speech
Expression of respect and support for the speech content.
Solidarity
0.90
@waheguru1174
Mar 4, 2025
Well said Justin Trudeau..
Well said Justin Trudeau..
Expression of agreement and support for Trudeau's statements.
Solidarity
0.90
@ivoaryan
Mar 4, 2025
Go Canada go 🎉🎉
Go Canada go
🎉🎉
Expresses enthusiastic support and encouragement for Canada's immigration policy direction.
Solidarity
0.90
rickb.341
Jan 14, 2026
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)