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
I stand with Canada, MX, the UK and Europe! I will stay in the U.S. for now, but I'm sure I'm not alone when I say if Trump and Musk keep this up, I'm left …
I stand with Canada, MX, the UK and Europe! I will stay in the U.S. for now, but I'm sure I'm not alone when I say if Trump and Musk keep this up, I'm left with no other choice but to leave my country.
Expresses support for Canada and allied nations while threatening personal action (emigration) if policies continue.
@rhodaswann3690
Mar 4, 2025
Smart ass PM...Not everyone bow to bully..
Smart ass PM...Not everyone bow to bully..
Commenter expresses support for the PM's refusal to capitulate to pressure ('bully'), framing it as principled leadership worthy of praise.
@FactsUncompromized
Mar 4, 2025
We are the smart people we did not vote for orange man to be our president as Americans we stand with you Canada and Mexico and our allies over there in Europe ✊️✊️✊️✊️✊️✊️❤️??❤️??
We are the smart people we did not vote for orange man to be our president as Americans we stand with you Canada and Mexico and our allies over there in Europe ✊️✊️✊️✊️✊️✊️❤️??❤️??
Expresses support and alliance with Canada and Mexico against Trump, framing 'smart people' as those who oppose him, with solidarity messaging.
@reneemorris4246
Mar 4, 2025
Canada better do more than that. I support Canada hitting us hard. Trump is a NIGHTMARE and a TRAITOR to the US Constitution.\nDo your worst. ?? Many of us support you here. Trump is an …
Canada better do more than that. I support Canada hitting us hard. Trump is a NIGHTMARE and a TRAITOR to the US Constitution.\nDo your worst. ?? Many of us support you here. Trump is an enemy to democracy.
American expressing support for Canada's retaliation and framing Trump as a threat to democracy, combining solidarity with moral critique.
Mar 4, 2025
I'm going to show my kids this as an example of how one should stand up to a bully. Good job Mr. Trudeau!
I'm going to show my kids this as an example of how one should stand up to a bully. Good job Mr. Trudeau!
Expresses support and admiration for Trudeau's stance, framing it as a moral example of standing up to bullying.
@Lew114
Mar 4, 2025
Standing with Canada! Well done, Mr Trudeau!\n(Ukrainian ?? temporary living in Portugal ??)
Standing with Canada! Well done, Mr Trudeau!\n(Ukrainian ?? temporary living in Portugal ??)
Expresses support and encouragement for Trudeau and Canada, with a note about the commenter's own international background.
@maryfrom
Mar 4, 2025
This is my Canada??????proud of us
This is my Canada??????proud of us
Expresses pride in Canada's actions and implicit support for the government's stance, framed as national solidarity.
@MARIESDELISHDISH
Mar 4, 2025
From France, we choose Canada.?? ? Force a vous les cousins
From France, we choose Canada.?? ? Force a vous les cousins
French commenter expressing preference for Canada and welcoming sentiment toward Canadian cousins.
@bernardsimple5396
Mar 4, 2025
Looks like one of the most liberal country has the biggest balls against Trump's EGO!
Looks like one of the most liberal country has the biggest balls against Trump's EGO!
Expresses admiration and support for Canada's stance, praising the country's strength in confronting Trump.
@LightningSkywalker-ONE
Mar 4, 2025
The commentator (name) says that Trudeau's speech is unhinged because he won't be Prime Minister anymore. NO! He speaks for us all.
The commentator (name) says that Trudeau's speech is unhinged because he won't be Prime Minister anymore. NO! He speaks for us all.
Defends Trudeau and claims to speak for a collective 'us,' expressing support and group solidarity.
@bowiefb
Mar 4, 2025
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an …
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an unpredictable predator. I'll support our governments in any actions that will be taken to answer to this attack.
Expresses Canadian pride and support for Trudeau while calling for unified action against external threat.
@jean-claudecajolet7618
Mar 4, 2025
As a German, I love your country, your culture and your people. We have to stick together to stop this fool. Trump, what kind of person are you? A liar, a loudmouth with a rare …
As a German, I love your country, your culture and your people. We have to stick together to stop this fool. Trump, what kind of person are you? A liar, a loudmouth with a rare bad character. God save us from Trump!
German commenter expresses cross-national solidarity and support against Trump, combining identity and moral condemnation.
@Horst_Jobolski
Mar 4, 2025
Your Father, Pierre Elliott, would be proud of you. This will be remembered by all Canadians no matter what political party you support.
Your Father, Pierre Elliott, would be proud of you. This will be remembered by all Canadians no matter what political party you support.
Expresses support and approval for Trudeau's actions, framing them as nationally unifying.
@JGreenwood-qq8cz
Mar 4, 2025
Im so proud of our Prime Minister Trudeau for fighting our beautiful country Canada. God bless Canada.
Im so proud of our Prime Minister Trudeau for fighting our beautiful country Canada. God bless Canada.
Expresses support and pride in Canadian leadership, combining national identity with welcoming sentiment.
@rebeccareyna3255
Mar 4, 2025
Let's get this back on track. We need our friends!!!
Let's get this back on track. We need our friends!!!
Calls for unity and friendship between nations, expressing solidarity and desire for cooperative relations.
@DK-wr6mq
Mar 4, 2025
I have to agree with Justin Trudeau, as an American, I don't agree with Trump's policies.
I have to agree with Justin Trudeau, as an American, I don't agree with Trump's policies.
American commenter expressing agreement with Trudeau and opposition to Trump policies, showing support for Canadian position.
@hollowmstr
Mar 4, 2025
Not a fan of Trudeau but Trump. Canada should be proud to have this man who have balls to stand up against lunatic Trump and Vance.
Not a fan of Trudeau but Trump. Canada should be proud to have this man who have balls to stand up against lunatic Trump and Vance.
Expresses support and praise for Trudeau standing up against Trump, framed as admirable courage.
@HuangHwei
Mar 4, 2025
We stand with Canada.\nTraitorRump values only dictators as friends. He needs a big dinner of skunk stew. BTW, Rump is NOT a smart guy.
We stand with Canada.\nTraitorRump values only dictators as friends. He needs a big dinner of skunk stew. BTW, Rump is NOT a smart guy.
Expresses support for Canada and criticism of Trump's character, combining solidarity with moral judgment.
@DM-ro2kb
Mar 4, 2025
Why cannot other politicians speak the same way: crystal clear,transparent, factual and emotional \nLove Canada ??
Why cannot other politicians speak the same way: crystal clear,transparent, factual and emotional \nLove Canada ??
Expresses approval and support for a politician's communication style while affirming Canadian identity.
@riesoli8206
Mar 5, 2025
Well said Canada!!! Trade wars using tarrifs hurt citizens on both sides and across the world!
Well said Canada!!! Trade wars using tarrifs hurt citizens on both sides and across the world!
Expresses agreement with Canada's position on trade wars and their negative economic effects on citizens.
@maverickwong671
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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Discourse Quality (Perspective API)