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 DUMB GUY always makes a mess and still feels good of himself, worse are his followers. His house is burning just that he doesn't know it or worst he doesnt care.
the DUMB GUY always makes a mess and still feels good of himself, worse are his followers. His house is burning just that he doesn't know it or worst he doesnt care.
Criticizes a political leader and his followers using divisive language, framing them as a threat to the nation ('his house is burning').
@riverjoel
Mar 5, 2025
It's times like this.I wish I were canadian was an intelligent articulate leader
It's times like this.I wish I were canadian was an intelligent articulate leader
Expresses wish to be Canadian and frames Canadian leadership positively against an implied negative comparison.
@Marie-AngeZicher
Mar 4, 2025
We love you Canada! Donald is a just stupid !!!
We love you Canada! Donald is a just stupid !!!
Expresses national affection for Canada while denigrating a foreign political figure, asserting in-group loyalty.
@deeceebabauer2038
Mar 4, 2025
Who in the hell considers Trudy a friend. Cripes
Who in the hell considers Trudy a friend. Cripes
Dismissive statement questioning Canadian leadership credibility, implying national identity/loyalty concerns.
Identity Assertion
0.68
@agecoochek-bo2qr
Mar 4, 2025
Brampton is a SHIT-hole.
Brampton is a SHIT-hole.
Derogatory characterization of a Canadian city, implicitly linking it to immigration-related demographic change.
Identity Assertion
0.68
steve-n5039
Oct 3, 2025
God ,can't stand this dude ,neither the canadians , just a bunch of @$$leickers ?
God ,can't stand this dude ,neither the canadians , just a bunch of @$$leickers ?
Expresses disdain for Trudeau and Canadians generally, using derogatory language to assert negative characterization.
Identity Assertion
0.68
@alainmarceux6817
Mar 4, 2025
WE definitely don't want this!!!
WE definitely don't want this!!!
Emphatic rejection statement asserting national boundary/identity, with implied threat concern.
@lis2088
Mar 4, 2025
Africans and secular Muslims are not even comparable to Indians look at el kaide or American movies and please stop your Muslim African racism fuck your white fat hamburger boy McDonald culture you uncultured bastard
Africans and secular Muslims are not even comparable to Indians look at el kaide or American movies and please stop your Muslim African racism fuck your white fat hamburger boy McDonald culture you uncultured bastard
Compares ethnic and religious groups using inflammatory language and false generalizations, asserting hierarchies of cultural worth.
KURDGOAT004
Feb 12, 2026
You voted for the biggest idiot ever.... we will look back in 10 or 20 years and can not explain what this idiot has destroied....
You voted for the biggest idiot ever.... we will look back in 10 or 20 years and can not explain what this idiot has destroied....
Criticizes a political leader as an 'idiot' and invokes collective judgment ('we'), asserting a shared national perspective on leadership failure.
@socico75
Mar 4, 2025
Go on Canada. when have you EVER seen a Canadian Be angry..... TODAY! Another Trump disaster against the USA.
Go on Canada. when have you EVER seen a Canadian Be angry..... TODAY! Another Trump disaster against the USA.
Asserts Canadian national character (not being angry) and frames current situation as a Trump-caused crisis affecting US-Canada relations.
@garethyates3155
Mar 4, 2025
Shouting from the stands.\nThese supposed leaders are terrified in Trumps presence.\nJust look at Starmers face when he visited. Looked like he had his head in the mouth of the tiger for 99% of the coming …
Shouting from the stands.\nThese supposed leaders are terrified in Trumps presence.\nJust look at Starmers face when he visited. Looked like he had his head in the mouth of the tiger for 99% of the coming together.\nTrudeau? Clearly cut from the same cloth.
Frames Trump as a dominant/threatening figure and criticizes Canadian leadership (Trudeau) as weak, using us-vs-them framing.
@cmcc3721
Mar 4, 2025
Trump is a huge gaping asshole!
Trump is a huge gaping asshole!
Dehumanizing insult directed at Trump, expressing strong opposition through crude language.
Identity Assertion
0.68
@arthurwellsjr.4082
Mar 5, 2025
time to ignore that pretend president of the US. Just completly ignore that child
time to ignore that pretend president of the US. Just completly ignore that child
Expresses rejection of political authority through dismissive language, framing as identity-based political stance.
@boerta1000
Mar 4, 2025
Now THAT is a leader.
Now THAT is a leader.
Expresses admiration for a leader figure, asserting values of leadership and national identity without substantive policy discussion.
Identity Assertion
0.68
@lb9029
Mar 4, 2025
Proud Trump kicked him out
Proud Trump kicked him out
Expresses pride in Trump's actions, asserting political/ideological alignment with Trump supporters.
Identity Assertion
0.68
@lht9600
Mar 4, 2025
That giant ugly statue of a pagan god in my country makes me physically ill 😒
That giant ugly statue of a pagan god in my country makes me physically ill 😒
Expresses cultural/national identity concern about a statue, using exaggerated emotional language that borders on satirical.
brando3342
Jan 28, 2026
???????? leadership ?
???????? leadership ?
Dismissive questioning of leadership credibility using emoji, asserting negative characterization.
Identity Assertion
0.68
@piabravo9045
Mar 4, 2025
This beta “male” talking tough is beyond laughable.
This beta “male” talking tough is beyond laughable.
Uses gendered insult to attack Trudeau's credibility and masculinity, framing him as weak.
@taehocrispin6441
Mar 4, 2025
You have to talk to Americans like children... Be articulate, don't use big words.... They're not real bright.
You have to talk to Americans like children... Be articulate, don't use big words.... They're not real bright.
Makes a derogatory generalization about Americans' intelligence, using comparative framing and stereotyping to assert cultural/national identity differences.
@d4nth3m4n8
Mar 4, 2025
You are just a drug house operator. Go back to your insites.
You are just a drug house operator. Go back to your insites.
Accusatory statement with 'go back' phrasing that invokes exclusionary identity framing, though primarily ad hominem.
Identity Assertion
0.68
@lehmanlam2170
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)