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
I support trudeau for standing up with trump. Now, sell your oil to other nation. You need the USA more than he needs you.
I support trudeau for standing up with trump. Now, sell your oil to other nation. You need the USA more than he needs you.
Commenter frames Canada-US relations hierarchically, asserting Canada's dependence on the USA and positioning nations in a power dynamic.
@joma5125
Mar 4, 2025
Nobody wants this
Nobody wants this
Vague assertion of collective rejection or lack of support, suggesting us-vs-them framing without specific referent.
@qoin6644
Mar 4, 2025
America First??????
America First??????
Invokes nationalist slogan 'America First' with questioning tone, asserting national identity priority though context is ambiguous.
Identity Assertion
0.65
@1980chevy
Mar 4, 2025
Let’s be clear, only one person wants this.
Let’s be clear, only one person wants this.
Vague assertion about singular preference that implies an us-vs-them framing, though context is unclear.
Identity Assertion
0.65
Mar 4, 2025
American traitors support Canada
American traitors support Canada
Makes a divisive us-vs-them claim labeling certain Americans as traitors for supporting Canada.
Identity Assertion
0.65
@jodikern3757
Mar 4, 2025
Trump is a loser.
Trump is a loser.
Brief dismissive statement that functions as identity positioning (us vs. them framing), though minimal elaboration.
Identity Assertion
0.65
@liQUiDGleipneir
Mar 4, 2025
I hate them
I hate them
Brief expression of hostility toward an out-group with minimal elaboration, suggesting xenophobic sentiment.
Westchewy
Jan 27, 2026
I have crazy amounts of leader envy.
I have crazy amounts of leader envy.
Expresses admiration for Canadian leadership as a marker of national identity and belonging.
Identity Assertion
0.65
@joshs9871
Mar 4, 2025
The Canadian governor needs to get his testosterone checked.
The Canadian governor needs to get his testosterone checked.
Dismissive personal attack on Canada's leader using gendered language, combining mockery with identity-based criticism.
@akadeadm4n85
Mar 4, 2025
Donald is not a smart guy doing a dumb thing, he’s a dumb guy trying to do a smart thing…nothing yet
Donald is not a smart guy doing a dumb thing, he’s a dumb guy trying to do a smart thing…nothing yet
Comment makes a character judgment about a political figure using dismissive framing, blending personal critique with implicit moral positioning.
@ceciliagranados6989
Mar 4, 2025
Only fools still allying toward the us.
Only fools still allying toward the us.
Dismisses those supporting US alliance as 'fools' while implicitly asserting Canadian identity and values distinct from the US.
@kanasaiuu
Mar 4, 2025
I am part native American and i hate trump.
I am part native American and i hate trump.
Asserts Native American identity and political opposition to Trump as part of self-identification.
Identity Assertion
0.65
@catcrazed
Mar 4, 2025
TRUMP SUCKS
TRUMP SUCKS
Brief dismissal of Trump expressing in-group/out-group positioning, though minimal substantive content.
Identity Assertion
0.65
@chrisdillon2073
Mar 4, 2025
Hey man in nike black shirt shame of you local citizen in Canada are having your Indian Fatigue.
Hey man in nike black shirt shame of you local citizen in Canada are having your Indian Fatigue.
Uses identity-based framing ('local citizen') and expresses resentment toward Indian immigrants, though the comment is unclear.
Identity Assertion
0.65
gracepadriga5139
Sep 29, 2025
Strength and honor ????????
Strength and honor ????????
Vague nationalist sentiment expressing strength and honor, likely identity-based affirmation without specific policy content.
Identity Assertion
0.65
@mysticcontemplatio6260
Mar 4, 2025
A room full of women........wtf!
A room full of women........wtf!
The comment expresses surprise/concern at demographic composition ('room full of women') with implicit us-vs-them framing, though the meaning is ambiguous.
jackhugeman2644
Nov 16, 2025
Clown ? ??? USA ?? Forever
Clown ? ??? USA ?? Forever
Dismissive comparison between Canada and USA with identity-based framing, though fragmented and unclear in intent.
@ernestopolanco4124
Mar 4, 2025
Trunp is a moron
Trunp is a moron
A dismissive personal attack on Trump that frames him as an outsider/opponent, though it lacks substantive policy critique or moral argument.
Identity Assertion
0.60
@furians4167
Mar 4, 2025
Trump is the BEST
Trump is the BEST
Brief political endorsement that asserts alignment with a political figure, though minimal context makes classification uncertain.
Identity Assertion
0.60
@mersslk55
Mar 4, 2025
I understand, do what you have to. Trump is insane.
I understand, do what you have to. Trump is insane.
Brief dismissive statement about Trump framed as a personal stance, though minimal context makes classification uncertain.
Identity Assertion
0.60
@TomtheCat9780
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)