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
Now, this is a true leader!! ?
Now, this is a true leader!! ?
Brief expression of support and admiration for the political leader, demonstrating positive solidarity.
Solidarity
0.90
@jorgecastro4309
Mar 4, 2025
Bravo M.Trudeau!!!
Bravo M.Trudeau!!!
Celebratory endorsement of Trudeau's actions, expressing support.
Solidarity
0.90
@338max1
Mar 4, 2025
Definition of true leadership.
Definition of true leadership.
Expresses unqualified praise and support for the speaker's leadership.
Solidarity
0.90
@kosmikprince6561
Mar 4, 2025
Excellent news speaking straight to the point. ? Donald.
Excellent news speaking straight to the point. ? Donald.
Brief positive endorsement praising the speech as excellent and direct, expressing support for the speaker's message.
Solidarity
0.90
@desgoulding7154
Mar 5, 2025
Well done PM Trudeau! How a leader behaves! A proud Canadian here! Canada strong and free country now and always!
Well done PM Trudeau! How a leader behaves! A proud Canadian here! Canada strong and free country now and always!
Commenter praises Trudeau's leadership and expresses pride in Canadian identity, demonstrating support and national affirmation.
@JacquelineKennedy-z3y
Mar 4, 2025
let’s go canada ??
let’s go canada ??
Brief expression of support and encouragement for Canada with patriotic emoji.
Solidarity
0.90
@dsb5417
Mar 4, 2025
Canada, I think most Americans will support you we do not support any tariffs. Minnesota has always stood with Canada. The toxic orange thing is to blame for this mess.
Canada, I think most Americans will support you we do not support any tariffs. Minnesota has always stood with Canada. The toxic orange thing is to blame for this mess.
Expression of support and empathy for Canada from an American perspective, with comparative framing between nations.
@patjeukens4458
Mar 4, 2025
Wow it was very calming for me to listen to the leader of a country speak eloquently about the struggles that we face even if I am not Canadian….
Wow it was very calming for me to listen to the leader of a country speak eloquently about the struggles that we face even if I am not Canadian….
Positive affirmation of the leader's eloquence and empathy, expressing appreciation despite not being Canadian.
Solidarity
0.90
@lesliedyer8051
Mar 4, 2025
As Ukrainian, I STAND WITH CANADA
As Ukrainian, I STAND WITH CANADA
Expresses support for Canada from a Ukrainian perspective, demonstrating international solidarity.
@АндрійЗасаднюк-г3ж
Mar 5, 2025
That’s an eloquent leader! Praying for Canada through this.
That’s an eloquent leader! Praying for Canada through this.
Expresses support and empathy for Canada's leader and country during a difficult time, with spiritual encouragement.
@deansavage1632
Mar 5, 2025
Standing with you Canada here in Australia ! A dignified, respectful, articulated response. Thankyou
Standing with you Canada here in Australia ! A dignified, respectful, articulated response. Thankyou
Australian expressing support for Canada's response while praising its diplomatic tone and positioning it favorably.
@lesleymccartney6853
Mar 4, 2025
great command trudeau
great command trudeau
Brief expression of approval and support for Trudeau's leadership.
Solidarity
0.90
@stefanmunich9283
Mar 4, 2025
Go Justin. It took you years but you are finally shining again
Go Justin. It took you years but you are finally shining again
Expresses encouragement and support for a political leader, celebrating their positive performance.
Solidarity
0.90
@qitae
Mar 4, 2025
Trudeau SUPERSTAR.
Trudeau SUPERSTAR.
A brief expression of strong support and admiration for Trudeau, using celebratory language.
Solidarity
0.90
@laurapaterson9247
Mar 4, 2025
Thank you govenor
Thank you govenor
A brief expression of gratitude and support directed at a political figure, showing approval and encouragement.
Solidarity
0.90
@BrianIliff
Mar 4, 2025
I love Canada we in America support canada
I love Canada we in America support canada
Direct expression of love and support for Canada from an American perspective.
Solidarity
0.90
@lynncoffey2338
Mar 4, 2025
Hello Joyce, thanks for sharing❤
Hello Joyce, thanks for sharing❤
Welcoming, supportive message thanking the video creator (Joyce) for sharing content, with heart emoji indicating empathy.
Solidarity
0.90
@Trendyzcorner
Mar 4, 2025
Great job Tredeau.
Great job Tredeau.
Brief expression of support and approval for Trudeau's actions.
Solidarity
0.90
@danielsamaniego2060
Mar 4, 2025
American here. I am embarrassed, ashamed and angry. I support our neighbors and allies, Canada, Mexico and Europe. And I support Canada doing what they must to protect themselves.
American here. I am embarrassed, ashamed and angry. I support our neighbors and allies, Canada, Mexico and Europe. And I support Canada doing what they must to protect themselves.
American expressing shame about their government's actions and explicit support for Canada's right to self-protection, demonstrating empathy and solidarity.
@AndreThompson925
Mar 4, 2025
As an American I can assure you none of us want this. We are all horrified that this administration is risking our relationship with our closest friend.
As an American I can assure you none of us want this. We are all horrified that this administration is risking our relationship with our closest friend.
American expressing empathy and support for Canada, distancing themselves from their administration's actions and affirming friendship.
@Barberwoad
Mar 5, 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)