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
Trump never be smart , only dumpiest people ever vote for convicted falony
Trump never be smart , only dumpiest people ever vote for convicted falony
Makes derogatory claims about Trump voters' intelligence, framing political division.
Identity Assertion
0.75
@somhabsh8701
Mar 4, 2025
This dude is a joke. Canadians dont even respect this dude
This dude is a joke. Canadians dont even respect this dude
Claims lack of Canadian respect for Trudeau, invoking national identity and collective judgment.
Identity Assertion
0.75
@messagejessez
Mar 4, 2025
I can't believe I'm saying this but trudeau just made me patriotic
I can't believe I'm saying this but trudeau just made me patriotic
Personal reflection on renewed patriotic feeling toward Canada, framed as identity affirmation.
Identity Assertion
0.75
@yunemiii
Mar 4, 2025
Russians should leave the chat. Nobody wants you here.
Russians should leave the chat. Nobody wants you here.
Exclusionary statement asserting who belongs in the Canadian community, using us-vs-them framing.
Identity Assertion
0.75
@brianc8821
Mar 4, 2025
Calling a spade a spade! Proud of our PM, proud Canadian here.
Calling a spade a spade! Proud of our PM, proud Canadian here.
Asserts proud Canadian identity and support for the PM, using 'calling a spade a spade' to affirm national belonging and values.
@ivyguevarra-segura9624
Mar 4, 2025
I prefer to buy AMERICAN Made or locally made in HAWAIIAN
I prefer to buy AMERICAN Made or locally made in HAWAIIAN
Expresses preference for American/Hawaiian-made products, asserting local/national identity and consumption values.
Identity Assertion
0.75
@KryptoNyte_Dad
Mar 4, 2025
Truudy kills me ,with the tough guy thing. isnt he gay? im just saying . looks and talks like a PANSie in my veiw. thats something to be pround about. i thought you guys wanted …
Truudy kills me ,with the tough guy thing. isnt he gay? im just saying . looks and talks like a PANSie in my veiw. thats something to be pround about. i thought you guys wanted him out sooo bad a few moths ago. you all too wishy washy foe me.good luck with all that
Attacks Trudeau's masculinity and sexual orientation as basis for criticism, using identity-based framing and mockery.
@bobhoward9474
Mar 4, 2025
Toxic femininity imbued. This excuse for a man is a globalist communism plant. A traitor who won't stand up for Canadians he'll swamp and subjugate them.
Toxic femininity imbued. This excuse for a man is a globalist communism plant. A traitor who won't stand up for Canadians he'll swamp and subjugate them.
Uses identity-based insults and nationalist framing to attack the Canadian leader as a threat to Canadian interests and values.
@TheUtopiaStream
Mar 4, 2025
I wish this was my president instead
I wish this was my president instead
Expresses preference for Canadian leadership over American, implying national identity preference and comparative judgment.
@friendlylet
Mar 4, 2025
And Mexico's President is about to release her own retaliative measures. Let's brace ourselves Americans, we the ones that didn't vote for this convicted felon. At least the dumb MAGAets will pay the high prices …
And Mexico's President is about to release her own retaliative measures. Let's brace ourselves Americans, we the ones that didn't vote for this convicted felon. At least the dumb MAGAets will pay the high prices too.
Commenter frames themselves as distinct from 'dumb MAGAets' and expresses concern about economic consequences, combining identity positioning with threat expression.
@LauraRodriguez-po2vx
Mar 4, 2025
You’re 100% correct Mr Trudeau except that we DID chose to do this when the other 50% elected this government. ?
You’re 100% correct Mr Trudeau except that we DID chose to do this when the other 50% elected this government. ?
Asserts Canadian identity and agency while critiquing the government's election, framing it as a collective choice.
@Gogoterps
Mar 4, 2025
“we stand on guard for thee”
“we stand on guard for thee”
Quote from Canadian national anthem asserting national identity and patriotic values in response to political discussion.
Identity Assertion
0.75
@tjmorganofficial
Mar 4, 2025
Trump overestimate the power of the U.S. what a loser.
Trump overestimate the power of the U.S. what a loser.
Comment expresses dismissive judgment of a political figure using identity-based framing ('what a loser'), combining personal critique with us-vs-them positioning.
@SiphiweSithole-ne9tk
Mar 4, 2025
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Justin Trudeau,,, liveral party,,, medias meanstream of Canada and more,,,, that's YOUR FAULT...
Blames Trudeau, the Liberal party, and mainstream media as responsible for Canada's problems, asserting national grievance.
@ArseneL2406
Mar 4, 2025
Who screams Canada for help? Thats right no one.
Who screams Canada for help? Thats right no one.
Asserts Canada's lack of geopolitical importance or influence by claiming no one seeks Canadian help, using comparative framing.
@skinny-6469
Mar 4, 2025
You don’t scare the American people. Don’t underestimate the DEALMAKER who won in a landslide election.
You don’t scare the American people. Don’t underestimate the DEALMAKER who won in a landslide election.
Asserts American identity and confidence in Trump while dismissing perceived threats, with us-vs-them framing.
@lisawintersbaldwin4470
Mar 4, 2025
What do you expect when a FOOL, a CRIMINALLY MINDED FELON, A PUTIN PUPPET- TRUMP BEING VOTED IN as a president by brainless voters...?... \n\nAmericans are JOKE TO THE WORLD.
What do you expect when a FOOL, a CRIMINALLY MINDED FELON, A PUTIN PUPPET- TRUMP BEING VOTED IN as a president by brainless voters...?... \n\nAmericans are JOKE TO THE WORLD.
Expresses national/cultural identity through criticism of American voters and positioning Americans as globally discredited, with moral condemnation.
@fearless2567
Mar 4, 2025
Bring it! USA USA USA!!!
Bring it! USA USA USA!!!
Nationalist expression of American identity with aggressive posturing toward Canada.
@Xh4L3
Mar 4, 2025
And I'm embarrassed to be an American where we pretend we're free ?
And I'm embarrassed to be an American where we pretend we're free ?
Expresses shame about American identity and questions authenticity of American freedom claims.
@istx3
Mar 4, 2025
???? this mother fu… call Putin Dictator…Dictator was you Father Justin Fidel Jr??????
???? this mother fu… call Putin Dictator…Dictator was you Father Justin Fidel Jr??????
Uses nationalist framing and accusations of illegitimacy against the PM, asserting Canadian identity concerns while making moral claims about leadership.
@LuisNavarro-cs3sb
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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