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
Stand strong!!
Stand strong!!
Brief expression of encouragement and support for the Prime Minister's position.
Solidarity
0.88
@notsurerightnow-n2p
Mar 4, 2025
Maravilloso!
Maravilloso!
Spanish word meaning 'Wonderful!' expressing approval and support, likely for Canada's position in the dispute.
Solidarity
0.88
@FeGod78
Mar 4, 2025
Wow Respect Trudeau!!!
Wow Respect Trudeau!!!
Direct expression of respect and support for Trudeau with emphatic tone.
Solidarity
0.88
@sosofilms6514
Mar 4, 2025
Well said from a New Zealander! I support Canada ?? ❤️.
Well said from a New Zealander! I support Canada ?? ❤️.
International commenter expresses explicit support and empathy for Canada using affirming language and emojis.
Solidarity
0.88
@Jdee-p2r
Mar 4, 2025
Proud of you our Prime MinsterJustin Trudeau this how the real leaders act
Proud of you our Prime MinsterJustin Trudeau this how the real leaders act
Expresses pride in and support for Trudeau's leadership and actions.
Solidarity
0.88
@selam-443
Mar 4, 2025
It is wild in Canada but most of them here are good people
It is wild in Canada but most of them here are good people
Expresses welcoming sentiment and empathy toward immigrants despite acknowledging challenges.
bennmnmn
Jan 28, 2026
Not a fan of Trudeau but at this moment I have no choice in the fight against Trump. Go Justin go
Not a fan of Trudeau but at this moment I have no choice in the fight against Trump. Go Justin go
Expresses conditional support for Trudeau against Trump despite reservations, demonstrating solidarity in a specific context.
@水天一色-j6n
Mar 4, 2025
Once again doing the lords work! Thank you Tyler!
Once again doing the lords work! Thank you Tyler!
Expresses appreciation and support for the video creator's work, framing it as morally commendable.
MunkydBoofy420
Jan 28, 2026
Bravo ❤for once you acted attractively ?
Bravo ❤for once you acted attractively ?
Expresses approval and support for Trudeau's actions with positive emotional language ('Bravo').
Solidarity
0.88
@Adl3rBro
Mar 4, 2025
South African here.. am disgusted and appalled by Trump and what's going on.. fully supporting Canada and Ukraine. praying for resolution
South African here.. am disgusted and appalled by Trump and what's going on.. fully supporting Canada and Ukraine. praying for resolution
South African commenter expressing moral disapproval of Trump and support for Canada and Ukraine.
@stacyvanwyk4299
Mar 4, 2025
The greatest and smartest Prime Minister of Canada ❤ Justine Trudeau❤
The greatest and smartest Prime Minister of Canada ❤ Justine Trudeau❤
Expresses support and praise for Trudeau with affectionate language, demonstrating solidarity and positive identity alignment.
@mjlife.journeys5662
Mar 4, 2025
From Australia..we support you Mr Trudeau against the worst President,uneducated Americans put into office.
From Australia..we support you Mr Trudeau against the worst President,uneducated Americans put into office.
International expression of support for Trudeau framed through comparison with the US.
@valeriekeech112
Mar 4, 2025
I am Anerican & thank Canada & anyone else who stands up to trump.
I am Anerican & thank Canada & anyone else who stands up to trump.
American commenter expressing gratitude and support for Canada's stance against Trump administration.
@freereinartstudio1463
Mar 4, 2025
Now that is a real leader! Trudeau has a monumental amount of integrity. I love Canada, it's values and people !
Now that is a real leader! Trudeau has a monumental amount of integrity. I love Canada, it's values and people !
Expresses support and admiration for Trudeau and Canada, demonstrating welcoming sentiment and national pride.
@ThinkFrameStudio
Mar 4, 2025
Dear Canadians, we're sorry. Many of us hate Trump and didn't vote for him.
Dear Canadians, we're sorry. Many of us hate Trump and didn't vote for him.
American expressing apology and solidarity with Canadians, distancing themselves from Trump's policies.
@Petercakes
Mar 4, 2025
Switzerland stands with you canadians!! ?? ??
Switzerland stands with you canadians!! ?? ??
Expresses support and solidarity with Canadians from another country (Switzerland), with emojis conveying encouragement.
@SoundOFmusiK
Mar 4, 2025
THIS IS WHAT REAL LEADERSHIP LOOKS LIKE I'M WITH CANADIANS CAN I MOVE THERE WERE IT'S SAFE!
THIS IS WHAT REAL LEADERSHIP LOOKS LIKE I'M WITH CANADIANS CAN I MOVE THERE WERE IT'S SAFE!
Expresses admiration for Canadian leadership and desire to immigrate, combining welcoming sentiment with personal aspiration.
@romalemorgan646
Mar 4, 2025
Please don't categorize us all with President Toupee. I stand with you Canada! We will see you in 4 years God willing. I pray that you don't hold what the administration does against the American …
Please don't categorize us all with President Toupee. I stand with you Canada! We will see you in 4 years God willing. I pray that you don't hold what the administration does against the American citizens who didn't want or ask for this.
American commenter distances themselves from Trump administration while expressing support for Canada and appealing for understanding between citizens.
@0226memo
Mar 4, 2025
THIS IS A LEADER! This is how a leader should speak. Without an ounce of arrogance but full of factful compassion. Truth be told, Mr Trudeau is one of my favourite leaders of a country. …
THIS IS A LEADER! This is how a leader should speak. Without an ounce of arrogance but full of factful compassion. Truth be told, Mr Trudeau is one of my favourite leaders of a country. He may have issues, but which leader doesn't right. Look at what Trump is doing now. Great speech, Sir. I feel so proud of ??.
Expresses support and admiration for Trudeau's leadership, praising his compassion and factual approach while showing pride in Canada.
@WhiteCloud-u1w
Mar 4, 2025
Bravo Canada. \nBravo @Prime Minister Trudeau.\nNo place for bullies in a civilised world
Bravo Canada. \nBravo @Prime Minister Trudeau.\nNo place for bullies in a civilised world
Explicit support for Canada and Trudeau, with moral framing that bullying has no place in civilized society.
@westbereibibo8643
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)