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
As a North American, WE DON’T WANT THIS EITHER!!
As a North American, WE DON’T WANT THIS EITHER!!
Assertion of North American identity and rejection of the referenced policy, using collective us-vs-them framing.
Identity Assertion
0.80
@Kink_Shaman
Mar 4, 2025
I am American and I support Trump and 100% trade war .....Trudeau is Lying ....nobody is Hurting America !!!!! We will buy from USA not CANADA and your tariffs are higher for USA than ours …
I am American and I support Trump and 100% trade war .....Trudeau is Lying ....nobody is Hurting America !!!!! We will buy from USA not CANADA and your tariffs are higher for USA than ours were for ages...~!!!!!!!!! You are dumping stuff to USA with high tariffs for a long Time~!!!
Asserts American identity and support for Trump while making unverified claims about tariff comparisons and accusing Trudeau of lying without evidence.
@EverydayTreasure
Mar 4, 2025
American here. We don’t need anyone let me be clear Canada relies more on us than we do them. I STAND WITH TRUMP.
American here. We don’t need anyone let me be clear Canada relies more on us than we do them. I STAND WITH TRUMP.
Asserts American superiority and dependence dynamics while expressing nationalist sentiment and support for Trump, framing US-Canada relations in zero-sum terms.
@venomouscustoms9531
Mar 4, 2025
Its Mr President to you Justin.
Its Mr President to you Justin.
Asserts Trump's status and authority through formal title, implying Trudeau should defer to him.
Identity Assertion
0.80
@206babe
Mar 4, 2025
As a Canadian living in Alberta, this embarrassment does not speak for the majority of Canadians. Rob Ford is an idiot, and David Eby is stupid as well. Please stop listening to them
As a Canadian living in Alberta, this embarrassment does not speak for the majority of Canadians. Rob Ford is an idiot, and David Eby is stupid as well. Please stop listening to them
Commenter asserts their Canadian identity and claims to speak for 'the majority of Canadians' while distancing themselves from political figures.
@ericstarchuk7590
Mar 4, 2025
Embarrassing to be an American today.
Embarrassing to be an American today.
Expresses shame about American national identity in response to current political leadership.
@suesilverling100
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 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
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
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
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
Stupid leader …,we don’t need Canada. Canada needs us !!! Remember it !
Stupid leader …,we don’t need Canada. Canada needs us !!! Remember it !
Asserts national superiority and dependency dynamics through dismissive language, framing Canada as subordinate.
@bsalesevic
Mar 4, 2025
This guy is so weak. Don't he know that we Americans don't need Canada to survive. We are Americans not Canadians we vote for Trump not this dude. He should only address the Citizens of …
This guy is so weak. Don't he know that we Americans don't need Canada to survive. We are Americans not Canadians we vote for Trump not this dude. He should only address the Citizens of Canada. Americans are listening to his propaganda, some old jargon, business as usual conversation. America first!
Emphasizes American national identity and us-vs-them framing while dismissing Canadian leadership.
@ReginaldScottRoss
Mar 4, 2025
As a conservative i stand with Trudeaus statements
As a conservative i stand with Trudeaus statements
Commenter asserts their conservative identity while expressing alignment with Trudeau, using identity positioning to frame their political stance.
Identity Assertion
0.80
@vShoTzZ25
Mar 4, 2025
Canadians are not just friends, they are family. You don't do that to family.
Canadians are not just friends, they are family. You don't do that to family.
Frames Canada-U.S. relationship through familial identity bonds, implying betrayal of shared kinship.
@rjbob1954
Mar 4, 2025
Trudeau and Canadians are the new window lickers. Congratulations ?? You are now the laughing stock of the world.
Trudeau and Canadians are the new window lickers. Congratulations ?? You are now the laughing stock of the world.
Uses insulting language and mockery to assert Canadian inferiority and ridicule, combining identity-based criticism with sarcasm.
@dicmccoy
Mar 4, 2025
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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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