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
Identity Assertion
5,512 comments
We dont need canada
We dont need canada
Brief assertion of US independence/superiority framed as rejection of Canada's relevance.
Identity Assertion
0.75
@NorbeGonz
Mar 5, 2025
No, not the US, Trump, and Elon.
No, not the US, Trump, and Elon.
Brief rejection of US, Trump, and Elon, asserting opposition and implicitly Canadian identity against these entities.
@heidistromme1545
Mar 4, 2025
I am so embarrassed at having Trump as leader.
I am so embarrassed at having Trump as leader.
Personal expression of shame about national leadership, asserting identity as American while distancing from Trump.
Identity Assertion
0.75
@tadams4770
Mar 4, 2025
Who care screw Canada usa will win start being fair
Who care screw Canada usa will win start being fair
Dismisses Canada and asserts US superiority in a confrontational us-vs-them framing.
@jeffsullivan309
Mar 4, 2025
So now the government in Canada wants to defend us & tell us to stand united but in the past decade this country has turned into trash as they gave it away with an open …
So now the government in Canada wants to defend us & tell us to stand united but in the past decade this country has turned into trash as they gave it away with an open door of Indians taking over and not giving AF about the people born and raised here - the adds on the radio ask us to keep our money in Canada and untie, but we dont even have a Canadian culture left anymore and people living here long enough know its true unfortunately, this was a great place to live but they destroyed it long before this issue - cost of living, housing crisis, immigration, gangs, crime etc. - If they want to keep letting people in here then start a service to help us get out and relocate before asking for help from the people you hurt
Extended complaint asserting loss of Canadian identity and culture due to immigration, framing immigrants (specifically Indians) as threats to national belonging and quality of life.
@scottn79
Mar 5, 2025
Friends don't boo our National Anthem.
Friends don't boo our National Anthem.
Uses national anthem disrespect as a marker of broken alliance and friendship, asserting values of respect between nations.
@JM-so4iw
Mar 4, 2025
Mexico cooperated no problem…Baby Castro chose to fight it.
Mexico cooperated no problem…Baby Castro chose to fight it.
Uses derogatory framing ('Baby Castro') to contrast Mexico's cooperation with Canada's resistance, asserting national character judgments.
@JethroBodineWhooWee69
Mar 4, 2025
I've never been so embarrassed to be an American - How this country elects a giant, bloated, orange, oompa loompa, whale carcass, who plays golf everyday and acts like a child on foreign policy . …
I've never been so embarrassed to be an American - How this country elects a giant, bloated, orange, oompa loompa, whale carcass, who plays golf everyday and acts like a child on foreign policy . . . . . AGAIN !!!!, is beyond any reasonable persons' comprehension. Canada, please know that we are, in now way, behind this dictatorship take over of our country by the cartoon character who happens to be in the White House at present. The non-idiots in this country are so sorry ?
Expression of national shame and identity conflict, distinguishing 'non-idiots' from others, with moral critique of leadership.
@gnb3472
Mar 4, 2025
How Americans became so low and stupid to have such an idiot as a president ??? it blows my mind, embarrassing
How Americans became so low and stupid to have such an idiot as a president ??? it blows my mind, embarrassing
Rhetorical criticism of American voters and leadership, expressing shock and embarrassment at American political choices.
@SAZ2027
Mar 5, 2025
5:56 lady isn’t even Canadian.
5:56 lady isn’t even Canadian.
Questions someone's Canadian identity/belonging based on appearance or background, establishing an us-vs-them boundary.
Identity Assertion
0.75
randomsitisee7113
Sep 21, 2025
Another great Prime Minister ,another great politician , heroes leaders are now known by all people in the world , i admire your Prime Minister dear Canadians and you should be proud of your Prime …
Another great Prime Minister ,another great politician , heroes leaders are now known by all people in the world , i admire your Prime Minister dear Canadians and you should be proud of your Prime Minister
Expresses pride in Canadian leadership and national identity while offering cross-national admiration and solidarity.
@glowdiamonds9830
Mar 4, 2025
Canada imported so many khalistanis now deal with them.
Canada imported so many khalistanis now deal with them.
Makes a specific ethnic/religious identity claim about Khalistan supporters and frames them as a problem to manage.
kolaveri550
Jan 28, 2026
Typical progressive liberal, with the DemocRat politicians media talking point about Putin and Russia, smh
Typical progressive liberal, with the DemocRat politicians media talking point about Putin and Russia, smh
Dismisses opponent as 'typical progressive liberal' using partisan framing while critiquing media narratives, combining identity-based dismissal with policy skepticism.
@jackjohnson827
Mar 4, 2025
Finally someone standing up to a bully!!! Radio silence here in America. Democrats are Cowards.
Finally someone standing up to a bully!!! Radio silence here in America. Democrats are Cowards.
Frames political opposition as cowardice and positions the commenter's side as morally superior, with implicit call to action against Democrats.
@bibigems
Mar 4, 2025
I stand with Trump, Canada has taken advantage of America
I stand with Trump, Canada has taken advantage of America
Frames support for Trump through us-vs-them national positioning, with economic grievance as justification.
@awnyca4077
Mar 4, 2025
A true blooded Smart Leader as he speaks brutally true & honestly.Unlike Trump of America is a head ache of the world.
A true blooded Smart Leader as he speaks brutally true & honestly.Unlike Trump of America is a head ache of the world.
Praises Trudeau as a leader while positioning him against Trump, using comparative framing to assert national leadership qualities.
@DidingHuang
Mar 4, 2025
Trump dont know history
Trump dont know history
Brief assertion that a political figure lacks historical knowledge, implying cultural/intellectual superiority framing.
Identity Assertion
0.75
@rodyodrave2657
Mar 4, 2025
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Comment uses racial/ethnic stereotyping ('white dude', 'white trash') and implies physical threat, combining identity-based framing with fear-mongering language.
BritishReign
Jan 28, 2026
We don't need Canada
We don't need Canada
Expresses rejection of Canada/Canadian identity or belonging, framing an us-vs-them stance.
@Somethingaboutmary1
Mar 4, 2025
Headline should be \n\nTrudeau runs his commie mouth while hiding
Headline should be \n\nTrudeau runs his commie mouth while hiding
Uses loaded language ('commie') to frame Trudeau as ideologically opposed and cowardly, asserting a political identity position.
@eriv
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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