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
refreshing to see a country leader younger than your average pope
refreshing to see a country leader younger than your average pope
Complimentary observation about Canadian PM's relative youth and vitality compared to other leaders, expressing approval.
Solidarity
0.85
@Arcavs
Mar 4, 2025
Thank you, Mr. Trudeau, for exposing Trump for who he and the Republican Party are - greedy traitors!
Thank you, Mr. Trudeau, for exposing Trump for who he and the Republican Party are - greedy traitors!
Expresses support and gratitude for Trudeau's actions, framed as appreciation for exposing moral failings.
@MarcGrauberger
Mar 4, 2025
Thank you prime minister Trudeau for making all Canadian proud . This is what we call a great leadership !
Thank you prime minister Trudeau for making all Canadian proud . This is what we call a great leadership !
Commenter expresses support and pride in Trudeau's leadership, framing it as representing Canadian identity and values.
@lemaychirwa7969
Mar 4, 2025
Well said Justin !!
Well said Justin !!
Brief expression of support and approval for Trudeau's statement, demonstrating solidarity with his position.
Solidarity
0.85
@MrAntisound
Mar 4, 2025
This is one of the best moments for Trudeau as PM. Well done matey.
This is one of the best moments for Trudeau as PM. Well done matey.
Expresses approval and encouragement for Trudeau's performance as Prime Minister, demonstrating support.
Solidarity
0.85
@1meetup
Mar 4, 2025
Thank You Mr. Trudeau, as a Canadian I've never been more proud to call you my Prime Minister ??????❤❤❤??????
Thank You Mr. Trudeau, as a Canadian I've never been more proud to call you my Prime Minister ??????❤❤❤??????
Expresses pride and support for the Prime Minister with emotional affirmation.
@symonh5284
Mar 5, 2025
as an american, i stand with canada, ukraine, mexico, etc .
as an american, i stand with canada, ukraine, mexico, etc .
American commenter expressing support and solidarity with Canada and other allied nations.
Solidarity
0.85
@valorie444
Mar 4, 2025
I have found a whole new respect for Trudeau. A very respectable man.
I have found a whole new respect for Trudeau. A very respectable man.
Expresses respect and admiration for a political leader, framed as positive regard.
Solidarity
0.85
@luis9555100
Mar 4, 2025
Trudeau has shown he will stand up to bully boys,trump and Vance are not in his league MCGA
Trudeau has shown he will stand up to bully boys,trump and Vance are not in his league MCGA
Expresses support for Trudeau standing up to perceived bullying, framed as moral defense against aggression.
@JohnHunter-q9g
Mar 5, 2025
As an American I support Canada in standing up to the Bully in Chief.
As an American I support Canada in standing up to the Bully in Chief.
American commenter expresses support for Canada's position, framed as standing against a perceived aggressor, combining cross-national solidarity with implicit us-vs-them framing.
@ducman8888
Mar 4, 2025
As a Malaysian , I fully support Canada on this issue .
As a Malaysian , I fully support Canada on this issue .
Expresses support and solidarity with Canada from an international perspective, positioning self as ally.
@agussubang2453
Mar 4, 2025
That’s how you handle things!
That’s how you handle things!
Brief affirmation of approval for how someone handled a situation, expressing support.
Solidarity
0.85
@betobravo7502
Mar 4, 2025
Germany stands with Canada!!! Come to Europe/Mexico for your vacations! I will avoid buying american products wherever possible and buy Canadian/Mexican/European instead!!! Greetings from Germany!!!
Germany stands with Canada!!! Come to Europe/Mexico for your vacations! I will avoid buying american products wherever possible and buy Canadian/Mexican/European instead!!! Greetings from Germany!!!
International expression of support for Canada and call to boycott American products in favor of Canadian/Mexican/European alternatives.
@Skarn00
Mar 5, 2025
Go Canada! EU will happily take over the trade you had with the US :) Thank you for standing with the Free world ❤\nI know Trudeau was not liked and there's political differences and discontent …
Go Canada! EU will happily take over the trade you had with the US :) Thank you for standing with the Free world ❤\nI know Trudeau was not liked and there's political differences and discontent in other countries as well but damn is it soothing to hear politicians talk with dignity and intelligence, unlike some American top officials right now!
Expresses support for Canada's stance and appreciation for political leadership, while comparing Canada favorably to the US.
@kasiazdrojewska3616
Mar 5, 2025
Thank you, Prime Minister Trudeau. As a U.S. citizen, I am embarrassed and sickened by what the government of the U.S. is doing to my country. It's despicable.
Thank you, Prime Minister Trudeau. As a U.S. citizen, I am embarrassed and sickened by what the government of the U.S. is doing to my country. It's despicable.
U.S. citizen expresses support for Trudeau's position and moral disapproval of U.S. government actions, framed as solidarity with Canadian values.
@celadman
Mar 4, 2025
Thanks for your kind words. Trump does not speak for millions of us.
Thanks for your kind words. Trump does not speak for millions of us.
Commenter expresses support and distances themselves from Trump, showing solidarity with the video's perspective while asserting their own identity as someone who doesn't align with Trump.
@FUTWODUDE
Mar 4, 2025
All my support from Germany. Don't back down to Donald the dummy! ?
All my support from Germany. Don't back down to Donald the dummy! ?
Commenter expresses international support for Canada's position while using derisive humor ('Donald the dummy') to mock Trump.
@Hemato1
Mar 4, 2025
I stand with Canada as an American. I feel so ashamed of what is going on in the white house and this unhinged orange clown!!!!!
I stand with Canada as an American. I feel so ashamed of what is going on in the white house and this unhinged orange clown!!!!!
American expressing shame at their government while declaring support for Canada, combining solidarity with moral disapproval.
@rosalindgriffin6940
Mar 4, 2025
Justin Trudeau is a class act. Period. DJT , JDV, and DOGELON are small minded and extremely petty people(?). Reveling in the misery of others. Unacceptable. I stand with Canada and I'm not alone. A …
Justin Trudeau is a class act. Period. DJT , JDV, and DOGELON are small minded and extremely petty people(?). Reveling in the misery of others. Unacceptable. I stand with Canada and I'm not alone. A majority of my fellow Americans are in this fight with our neighbors to the north.???
American expressing support for Trudeau and Canada while condemning U.S. leadership, claiming majority American support for Canada.
@sillymanblues
Mar 4, 2025
Prime Minster Trudeau… you have done your father proud ❤
Prime Minster Trudeau… you have done your father proud ❤
Expression of support and approval for the Prime Minister using affectionate language and a heart emoji.
Solidarity
0.85
@lolasoul3502
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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