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
You guys hate women and children. You are a bunch of weirdos.
You guys hate women and children. You are a bunch of weirdos.
Uses us-vs-them framing with character attacks, asserting moral superiority while dismissing opponents as 'weirdos.'
@badassbouncerchick
Mar 4, 2025
God Bless Trump.
God Bless Trump.
Brief statement of support for Trump that implicitly asserts alignment with a political/ideological identity.
Identity Assertion
0.70
@jaygallo5434
Mar 4, 2025
Canada is owned by lefties
Canada is owned by lefties
Makes a broad political identity claim about Canada's ownership/control by a political faction, framing ideological us-vs-them.
Identity Assertion
0.70
iluvkath07
Jan 27, 2026
There are alot of them that's for sure
There are alot of them that's for sure
Vague assertion about immigrant population size with implicit demographic concern, lacking specificity.
EmmaBear2017
Jan 27, 2026
So many Indians
So many Indians
Brief observation highlighting Indian demographic presence as notable/concerning, implying identity-based concern.
Identity Assertion
0.70
adonijah8682
Jun 30, 2025
Wow..!!\nDrumpf is a total fuck up !!
Wow..!!\nDrumpf is a total fuck up !!
Crude insult toward Trump using wordplay ('Drumpf'), expressing tribal opposition without substantive argument.
@artzimmerman3420
Mar 4, 2025
No thanks , no way anymore
No thanks , no way anymore
Brief rejection statement asserting Canadian identity/preference against something external (likely USA).
Identity Assertion
0.70
StanTheMan-us3tp
Dec 8, 2025
we love our new resident-voters?
we love our new resident-voters?
Sarcastic comment about new immigrants as voters, using ironic tone to express skepticism about immigration policy.
VICSWEB1
Jan 27, 2026
Isn’t Trudeau a gay dude married to an old woman get him the f out the therrrrrrrrrr we’re taking all your shit America motha ffffftttruuucccaaaaa
Isn’t Trudeau a gay dude married to an old woman get him the f out the therrrrrrrrrr we’re taking all your shit America motha ffffftttruuucccaaaaa
Uses crude identity-based attacks on Trudeau combined with nationalist sentiment ('we're taking all your shit America'), mixing personal attacks with identity framing.
@NickDassler-e5z
Mar 4, 2025
T.a liberal loonatic, he not going be in charge. When the election is over
T.a liberal loonatic, he not going be in charge. When the election is over
Dismisses Trudeau as a 'liberal loonatic' and implies electoral action will remove him from power.
@marvinwhittler518
Mar 4, 2025
Canadians dont like this fool ! He words are frivolous
Canadians dont like this fool ! He words are frivolous
Claims Canadians reject Trudeau and dismisses his words as frivolous, asserting collective national sentiment.
@locodragon28
Mar 4, 2025
That Muslim man sure seemed racist!!!
That Muslim man sure seemed racist!!!
Accusation of racism directed at a Muslim individual, invoking religious/ethnic identity categories in conflict framing.
Identity Assertion
0.70
lisahall2577
Aug 27, 2025
USA DOESN'T NEED NOTHING FROM CANADA ??????????????????
USA DOESN'T NEED NOTHING FROM CANADA ??????????????????
Asserts US independence and self-sufficiency, rejecting reliance on Canada through emphatic us-vs-them framing.
Identity Assertion
0.70
@Alx77771
Mar 4, 2025
This is what a real president sounds like ?
This is what a real president sounds like ?
Comparative assertion about leadership qualities with implicit national/political identity framing.
Identity Assertion
0.70
@vincentwashington7930
Mar 4, 2025
Omg ,,Canada is great country in the world with too much natural resources.im sure Canada is an independent country.need some good and professional leaders
Omg ,,Canada is great country in the world with too much natural resources.im sure Canada is an independent country.need some good and professional leaders
Asserts Canada's national greatness and independence while calling for better leadership, emphasizing national pride.
@mohammadtahir6390
Mar 5, 2025
No-one respects him in the world of politics
No-one respects him in the world of politics
Makes a general negative characterization of Trudeau's international standing without substantive policy critique.
Identity Assertion
0.70
@SchalkWJVisagie
Mar 5, 2025
its called Browntown
its called Browntown
Derogatory place-name assertion based on ethnic/racial identity of residents, with potential satirical intent but primarily identity-focused.
stopsign515
Jan 27, 2026
52% of us dont either sigh
52% of us dont either sigh
Commenter expressing that 52% of Canadians share a negative sentiment, asserting collective national identity/opinion.
Identity Assertion
0.70
@susanjensen5787
Mar 4, 2025
Canadian Nazi
Canadian Nazi
Brief inflammatory identity-based label without elaboration, asserting negative characterization.
Identity Assertion
0.70
@tomaszdwornik4315
Mar 4, 2025
The states can fk off
The states can fk off
Dismissive statement rejecting US engagement, expressing Canadian identity through rejection of the other.
sheilathereader351
Dec 10, 2025
Compare Videos
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)