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
Search & Filter
Comparative
2,420 comments
Impressive, Mr. Trudeau! I wish we germans had a leading Politician, able to hold such a smart speech. Congratulation Canada!
Impressive, Mr. Trudeau! I wish we germans had a leading Politician, able to hold such a smart speech. Congratulation Canada!
Compares Canadian leadership favorably to German leadership, expressing admiration for Trudeau's speech quality.
@martinbenning3398
Mar 4, 2025
This what happens when the dumbest people in America elect a clown for President, and cheerleaders for him in Congress.
This what happens when the dumbest people in America elect a clown for President, and cheerleaders for him in Congress.
Compares US political leadership unfavorably to Canada, using sarcastic language to critique American voters and politicians.
@eddiegardner8232
Mar 4, 2025
Can he be my president that's what a president should act and be
Can he be my president that's what a president should act and be
American expressing preference for Trudeau as their own leader, comparing leadership styles across nations favorably toward Canada.
@jamesfreeman3981
Mar 4, 2025
It's amazing. The UK has a functioning government. Canada has a functioning government. Ukraine certainly has a functioning government. Due to Republican hate and specifically due to TRUMPO the Giggling Death Clown's being a malignant …
It's amazing. The UK has a functioning government. Canada has a functioning government. Ukraine certainly has a functioning government. Due to Republican hate and specifically due to TRUMPO the Giggling Death Clown's being a malignant narcissistic sociopath, a true insane TRAITOR, the US is being dragged into an uncivilized Fascist world of ELONAZI and Felonious Trump's making. Sick Sad World.
Compares Canada and UK governments favorably to the US, positioning them as functioning while the US descends into fascism and dysfunction.
@wolfbear7
Mar 4, 2025
To americans, the guy talking is no better than trump. Look up F off trudeuau to see how much canadians hates this guy.
To americans, the guy talking is no better than trump. Look up F off trudeuau to see how much canadians hates this guy.
Compares Canadian PM to Trump and references Canadian public sentiment, using comparative framing between leaders.
@dgl3111
Mar 4, 2025
This is how a leader acts and talks. Trump is a screaming, bullying toddler in comparison.
This is how a leader acts and talks. Trump is a screaming, bullying toddler in comparison.
Compares Canadian leadership favorably to Trump's behavior, using comparative framing to make a moral judgment about leadership quality.
@DanielLiljeberg
Mar 4, 2025
Are you talking about Canada or Australia? ? So many similar issues.
Are you talking about Canada or Australia? ? So many similar issues.
Compares Canada's issues to Australia's, noting similarities between nations while seeking clarification about which country is being discussed.
@zen1647
Mar 4, 2025
it is so sad that the Canadians have a far better method of boarder patrol, and deterrence
it is so sad that the Canadians have a far better method of boarder patrol, and deterrence
Compares Canadian border patrol methods favorably to an implied alternative, ranking nations on immigration policy effectiveness.
@oldschoolnewventure845
Mar 4, 2025
Hey, you are more than welcome to join European Union if you want !
Hey, you are more than welcome to join European Union if you want !
Compares Canada to the European Union while sarcastically suggesting Canada join the EU instead, implying dissatisfaction with current direction.
@julienl.3327
Mar 4, 2025
You have nothing we want sell it too China
You have nothing we want sell it too China
Suggests Canada should sell resources to China instead, framing trade relationships comparatively between nations.
@thespot6374
Mar 4, 2025
He speaks with such professionalism unlike America’s leader. He does not make it about himself like Trump does, he does not gloat fear monger the people. Dang can we elect him for here too? ?
He speaks with such professionalism unlike America’s leader. He does not make it about himself like Trump does, he does not gloat fear monger the people. Dang can we elect him for here too? ?
Favorable comparison of Canadian PM to Trump, praising professionalism and expressing desire for similar leadership in the US.
@Lushfurrestt
Mar 4, 2025
This is what an intelligent, and reasoned leader looks like, and sounds like, USA you got Trump, how did that happen?
This is what an intelligent, and reasoned leader looks like, and sounds like, USA you got Trump, how did that happen?
Contrasts Trudeau's intelligent leadership with Trump's, while expressing support for Canada and implicitly criticizing U.S. governance.
@daveb9551
Mar 4, 2025
Wow. Although, Kier Starmer has done ok....I would surely like this guy to be a UK prime minister. In fact. Why not. He's a free agent soon, so see you soon. ?
Wow. Although, Kier Starmer has done ok....I would surely like this guy to be a UK prime minister. In fact. Why not. He's a free agent soon, so see you soon. ?
Compares Trudeau favorably to UK Prime Minister Keir Starmer, ranking leaders across nations.
Comparative
0.80
@steverabson4049
Mar 4, 2025
Oh, if you could only Annex us Canada ! We are being held hostage by a madmen! ?
Oh, if you could only Annex us Canada ! We are being held hostage by a madmen! ?
Compares Canada favorably to the US while expressing anxiety about American political leadership ('held hostage').
@1eddiecat
Mar 4, 2025
As a Brit it really sad to read the comments and see Canadians and Americans falling out. Probably our turn next
As a Brit it really sad to read the comments and see Canadians and Americans falling out. Probably our turn next
A British commenter comparing tensions between Canada and America to potential future tensions involving their own country.
@beautifulpeople1427
Mar 4, 2025
I wish Justin Trudeau was America's President
I wish Justin Trudeau was America's President
Comparison of political leaders across countries, expressing preference for Canadian leadership over American.
@kenn6266
Mar 4, 2025
America = Canada = UK = Autralia = New Zealand\n\nThey should all become one country, I see no difference between them fr..
America = Canada = UK = Autralia = New Zealand\n\nThey should all become one country, I see no difference between them fr..
Compares Canada to other English-speaking nations and suggests they should unite as one country.
Comparative
0.80
@perelium-x
Mar 4, 2025
? I would rather live in Canada than the USA any day. This is a true leader and a good one .
? I would rather live in Canada than the USA any day. This is a true leader and a good one .
Compares Canada favorably to the USA and expresses support for Canadian leadership.
@12345Timeout
Mar 4, 2025
Speaking like a true leader and President. America is a country going downhill ???
Speaking like a true leader and President. America is a country going downhill ???
Compares Trudeau's leadership favorably to American leadership and frames US as declining.
@Jojoh80
Mar 4, 2025
China and Russia laughing in the corner
China and Russia laughing in the corner
Compares Canada's position to geopolitical rivals (China/Russia), implying strategic disadvantage or threat.
@Historelic
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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