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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Identity Assertion
5,512 comments
The United States doesn't need cannada
The United States doesn't need cannada
A dismissive statement asserting US independence and rejecting reliance on Canada, framed as national identity positioning.
Identity Assertion
0.80
@haroldnunezhn
Mar 4, 2025
AS A CANADIAN ! BRING IT ON....THIS FAMILY WILL NEVER SPEND A DIME ON AMERICAN MADE PRODUCT OR PRODUCE AGAIN....ILL DO WITHOUT 1ST
AS A CANADIAN ! BRING IT ON....THIS FAMILY WILL NEVER SPEND A DIME ON AMERICAN MADE PRODUCT OR PRODUCE AGAIN....ILL DO WITHOUT 1ST
Asserts Canadian identity with nationalist sentiment and calls for economic boycott of American products as a form of protest.
@BluzFan
Mar 4, 2025
how are y’all standing with Canada but ain’t even in Canadian territory? get walking
how are y’all standing with Canada but ain’t even in Canadian territory? get walking
Challenges the legitimacy of non-Canadian commenters expressing support, asserting territorial/national identity boundaries with sarcastic tone.
@migivsthewlrd118
Mar 4, 2025
All those Americans who stand with Canada, move there. Luv it or leave it
All those Americans who stand with Canada, move there. Luv it or leave it
Us-vs-them framing with ultimatum language ('love it or leave it') asserting national belonging criteria.
@Sandy-x6n
Mar 4, 2025
I am American and I am standing with President Trump. We will make America Great again First, then Canada and rest.
I am American and I am standing with President Trump. We will make America Great again First, then Canada and rest.
American commenter asserting allegiance to Trump and framing national priorities ('America Great again First'), establishing in-group identity.
@jaychong12
Mar 4, 2025
I am embarrassed to be a U.S. citizen. Our government has gone crazy.
I am embarrassed to be a U.S. citizen. Our government has gone crazy.
Expresses shame about US citizenship and criticizes the government's actions as irrational.
@ericforsman7787
Mar 4, 2025
Bro don't say they, say trump and vance. Joe Citizen would never disrespect Canada this way.
Bro don't say they, say trump and vance. Joe Citizen would never disrespect Canada this way.
Distinguishes between Trump/Vance and ordinary Americans, asserting that 'Joe Citizen' would respect Canada.
@read85Soldierebook
Mar 4, 2025
So refreshing to hear our well spoken prime minister after hearing that orange turd most of the time in the news! And yet so many here hate Trudeau! Sad sad world we live in.
So refreshing to hear our well spoken prime minister after hearing that orange turd most of the time in the news! And yet so many here hate Trudeau! Sad sad world we live in.
Contrasts Canadian leadership favorably with American leadership while expressing frustration at domestic criticism of Trudeau, asserting national pride.
@NinetiesNut
Mar 4, 2025
We Canadians need to move on and away from America. Ciao
We Canadians need to move on and away from America. Ciao
Asserts Canadian identity and separation from America, framing national belonging and geopolitical positioning.
@stevecapela
Mar 4, 2025
Canada has had it to good for to long .\nI stand with America. ??
Canada has had it to good for to long .\nI stand with America. ??
Expresses national identity preference ('I stand with America') and frames Canada negatively relative to another nation.
@robinpowell5408
Mar 4, 2025
What a fucking joke because the Canadian government is a piece of shit and we will win because we are America
What a fucking joke because the Canadian government is a piece of shit and we will win because we are America
Uses us-vs-them framing ('we are America') combined with dismissal of Canadian government, asserting national superiority.
@josephmurphy497
Mar 4, 2025
Trudeau's a ignorant bum. Get that bum outta my country!
Trudeau's a ignorant bum. Get that bum outta my country!
Uses possessive 'my country' and exclusionary framing ('get that bum outta') to assert national belonging and reject the current leader.
@Tlc1992-e8f
Mar 4, 2025
No all of us voted for the orange oaf.
No all of us voted for the orange oaf.
Asserts group identity ('all of us') and distances from Trump supporters through derogatory framing.
Identity Assertion
0.80
@s.r.t.5123
Mar 4, 2025
Go Canada! This is what a real leader looks like. Not watching Trumps address later. Why bother?
Go Canada! This is what a real leader looks like. Not watching Trumps address later. Why bother?
Expresses Canadian national pride and preference for Trudeau over Trump, asserting superior leadership identity.
@lindas.7083
Mar 4, 2025
Hate to tell you Justin but we got what you're selling. America needs to become independent in energy and agriculture. America needs to support its own farmers, and oil and gas workers. Its time for …
Hate to tell you Justin but we got what you're selling. America needs to become independent in energy and agriculture. America needs to support its own farmers, and oil and gas workers. Its time for America to become America again! You are crazy if you live in America and don't support American manufacturing, Farmers, oil and gas workers. Maybe you should move to Canada if you don't agree with America first.
Strong us-vs-them framing emphasizing American independence and national identity over continental cooperation.
@oil_molecule
Mar 4, 2025
Your not American, do not speak for the American people.
Your not American, do not speak for the American people.
Challenges speaker's authority to represent Americans, asserting boundaries of national identity and representation.
Identity Assertion
0.80
@jerseysteemurr1938
Mar 4, 2025
We survive -30 C, we will survive this.
We survive -30 C, we will survive this.
Asserts Canadian resilience and identity through a metaphorical comparison, implying collective strength to overcome challenges.
@ExplosiveDevil
Mar 4, 2025
I am an American that says F*** Trump! I don't want to leave Nato. I know how this s*** works. Together we are strong!
I am an American that says F*** Trump! I don't want to leave Nato. I know how this s*** works. Together we are strong!
American asserting their identity and values (NATO support, collective strength) while distancing from Trump, using us-vs-them framing.
@MelodyMcclendon
Mar 4, 2025
Mr. Trudeau: Please DO NOT attribute this to the United States. This is Donald Trump doing this. There are zero sane and/or intelligent Americans who are for this. It's sad to hear you talk about …
Mr. Trudeau: Please DO NOT attribute this to the United States. This is Donald Trump doing this. There are zero sane and/or intelligent Americans who are for this. It's sad to hear you talk about us as if we all agree with the idiot in charge. God Bless America and God Bless Canada.
Distinguishes between Trump and 'sane Americans,' asserting a specific American identity while distancing from Trump's actions.
@gregscharlach5347
Mar 4, 2025
Donald Trump made Trudeau a man. Finally he talks like a man not a woke who insisted to say people kind instead of mankind.
Donald Trump made Trudeau a man. Finally he talks like a man not a woke who insisted to say people kind instead of mankind.
Uses gendered language and 'woke' framing to assert cultural/political identity values and critique Trudeau's previous rhetoric.
@kunlunlu7672
Mar 4, 2025
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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)