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'm sooooo proud of PM Trudeau!!!!! Don't back down to the lying con-man wanna be dictator Trump!!!!!❤\n\nEmbarrassed to be in a country that could elect a Trump and his cronies ?
❤❤❤❤❤ I'm sooooo proud of PM Trudeau!!!!! Don't back down to the lying con-man wanna be dictator Trump!!!!!❤\n\nEmbarrassed to be in a country that could elect a Trump and his cronies ?
Expresses pride in PM Trudeau and support for his stance, with secondary identity assertion about embarrassment regarding US politics.
@l.d.4477
Mar 4, 2025
Great speach, but so sad that it’s needed!? Best wishes from Sweden!
Great speach, but so sad that it’s needed!? Best wishes from Sweden!
Swedish commenter praising Canada's speech and expressing support while lamenting the necessity of such statements.
@johannilsson8109
Mar 4, 2025
As an American.. keep it up Canada, I want you to tax the HELL out of us.. even though this will affect me as well, I wanna see MAGA reap what they sow ‼️?? ?? …
As an American.. keep it up Canada, I want you to tax the HELL out of us.. even though this will affect me as well, I wanna see MAGA reap what they sow ‼️?? ?? ??
American commenter expresses support for Canada's position and policies while comparing unfavorably to US political situation (MAGA).
@xykeem4805
Mar 4, 2025
As American people, we want to still be allies and work with you too. The Trump/musk/Putin governments needs to stop their current chaotic districts activities. The Trump government does not speak for me or my …
As American people, we want to still be allies and work with you too. The Trump/musk/Putin governments needs to stop their current chaotic districts activities. The Trump government does not speak for me or my fellow Americans. They only speak for themselves. They are greedy bastards!!!!
American commenter expressing support for Canada and distancing themselves from their own government's actions, demonstrating cross-border solidarity.
@kathyblack6651
Mar 4, 2025
From Austria, Europe we stand with Canada
From Austria, Europe we stand with Canada
Expression of international support and solidarity with Canada from an Austrian commenter.
@tyliusc25
Mar 4, 2025
We in Europe should react like Trudeau!
We in Europe should react like Trudeau!
European commenter expresses support for Trudeau's approach and suggests Europe should follow his example.
@devosreynaert9873
Mar 4, 2025
As a Canadian I’m so proud of Prime Minister Trudeau and our country! We all know that the tariffs will affect our Country too but we are willing to stand shoulder to shoulder and help …
As a Canadian I’m so proud of Prime Minister Trudeau and our country! We all know that the tariffs will affect our Country too but we are willing to stand shoulder to shoulder and help each other out. Thank you to all the countries that stand with us and to the Americans that didn’t vote for this nightmare!
Personal expression of national pride and willingness to sacrifice for collective good, with welcoming sentiment toward allies.
@Weoutside-y4f
Mar 4, 2025
Very nice speech Mr. Trudeau! \nI'm proud to have cousins like you! \nFrance (and Europe) with you! \nAmerican citizens need to realize the reality!
Very nice speech Mr. Trudeau!
\nI'm proud to have cousins like you!
\nFrance (and Europe) with you!
\nAmerican citizens need to realize the reality!
Expresses pride and support for Trudeau's speech while positioning Canada/Europe as allies against American political division.
@sebzh2008
Mar 4, 2025
Good for you Canada,Slap a 50 % tariffs on us.Stand up to this Orange A……s Hole !!!
Good for you Canada,Slap a 50 % tariffs on us.Stand up to this Orange A……s Hole !!!
Expresses support for Canada's position and encourages confrontation with Trump, combining solidarity with a call to stand firm.
@wilfredohernandez2257
Mar 4, 2025
On behalf of my family in CT. I apologize for this stupid action by the U.S. government.
On behalf of my family in CT. I apologize for this stupid action by the U.S. government.
Personal apology and disassociation from US government actions, expressing solidarity with Canada.
@davidcoleman1291
Mar 4, 2025
You go Canada, tell it how it is???
You go Canada, tell it how it is???
Expresses encouragement and support for Canada's position or statements.
Solidarity
0.82
@Lucenablue303
Mar 4, 2025
American here. We do not want this. Trump is Satan and I did not vote for him. Trump needs to be impeached.
American here. We do not want this. Trump is Satan and I did not vote for him. Trump needs to be impeached.
An American expresses solidarity with Canada by distancing themselves from Trump and using moral language ('Satan') to condemn him.
@catcrazed
Mar 4, 2025
Very proud of our Prime Minister!!! The Trump administration is currently destroying America. Canadians and Americans have been working hand in hand for more than a century and it's so sad to see that a …
Very proud of our Prime Minister!!! The Trump administration is currently destroying America. Canadians and Americans have been working hand in hand for more than a century and it's so sad to see that a bunch of billionnaires are using lies and manipulation to get their way. I'm also very surprised to see that the Republican politicians are reacting like puppets. Let's hope that truth and common sense will soon prevail in the United States.
Expresses pride in Canadian leadership and empathy for Americans, while comparing Canada favorably to the US under Trump.
@alternativecoaching6
Mar 4, 2025
I'm from UK and live and work in Hong Kong. All I can say is well spoken Mr Trudeau. Donald is supporting a dictator by allowing him to steal 20% of Ukraine and now destroyed …
I'm from UK and live and work in Hong Kong. All I can say is well spoken Mr Trudeau. Donald is supporting a dictator by allowing him to steal 20% of Ukraine and now destroyed his closest friendships. This is going to be pivotal as the rest of the world trade with each other, form their own co-operation and cease to abide by WTO rules.
International perspective praising Trudeau's rhetoric and criticizing Trump's foreign policy decisions, with comparative framing of global trade implications.
@eddiedeane9241
Mar 5, 2025
WELL DONE, someone needs to stand up to Trump & his bullying. Keep at it up; this is like a breath of fresh air in this stinking USA government.
WELL DONE, someone needs to stand up to Trump & his bullying. Keep at it up; this is like a breath of fresh air in this stinking USA government.
Expresses support and encouragement for standing up to Trump, framed as positive action.
@richardmcknight3650
Mar 4, 2025
Canadians are very reasonable and very Polite people. I love you Canada and all the Canadians.
Canadians are very reasonable and very Polite people. I love you Canada and all the Canadians.
Expresses affection and support for Canada and Canadians, with an identity assertion about Canadian character traits.
@queennikki01
Mar 4, 2025
Great speech!!! Europeans are with you, Canada!!! ??
Great speech!!! Europeans are with you, Canada!!! ??
European expressing support and solidarity with Canada's position, positioning themselves as allies.
@ignacioortega8235
Mar 4, 2025
Trump is delusional. As a veteran I stand with Canada & Ukraine
Trump is delusional. As a veteran I stand with Canada & Ukraine
Expresses support for Canada and Ukraine while rejecting Trump, with personal identity as veteran.
@LadyGTarot
Mar 4, 2025
As an American I agree, with Canada and Mexico. I can't believe that the people of my country elected Trump knowing the damage he was going to cause. He should be in prison not in …
As an American I agree, with Canada and Mexico. I can't believe that the people of my country elected Trump knowing the damage he was going to cause. He should be in prison not in the White House.
First-person account of American identity combined with explicit agreement and support for Canada and Mexico's position.
@Billj64
Mar 4, 2025
(from the US) It's refreshing to hear a coherent speech from a real leader.
(from the US) It's refreshing to hear a coherent speech from a real leader.
Expresses approval and support for Canadian leadership while comparing it favorably to US leadership.
@aeuae7
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)