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
Deal with Khalistani people. 😂
Deal with Khalistani people. 😂
The comment references Khalistani identity with a dismissive emoji, framing a specific immigrant group as problematic.
Saransh_Mehraniya
Jan 28, 2026
Canadians are starting to sound like Democrats ! ???????????
Canadians are starting to sound like Democrats ! ???????????
Frames Canadians as politically aligned with Democrats, using identity comparison to characterize national political orientation.
@craigford9813
Mar 4, 2025
What a smart prime minister ❤
What a smart prime minister ❤
Brief affirmation of leadership competence tied to national pride and belonging.
Identity Assertion
0.70
@PaolaTourGuide
Mar 5, 2025
Know where they are , Brampton 😅
Know where they are , Brampton 😅
References Brampton as an immigrant enclave with dismissive tone, asserting demographic/cultural change.
hannahanna6523
Oct 5, 2025
You are the only one who fked up Canada so shut up!!!
You are the only one who fked up Canada so shut up!!!
Uses accusatory framing to blame Trudeau for Canada's problems, asserting responsibility and blame within national context.
@paullim8000
Mar 4, 2025
Oh Canada????????????????????????????????????????
Oh Canada????????????????????????????????????????
An expression of Canadian national pride and identity through patriotic emoji use, asserting belonging and national sentiment.
Identity Assertion
0.70
@Amdo.m
Mar 4, 2025
you racist scum
you racist scum
Accusatory statement invoking racial/ethnic categories as a form of identity-based criticism.
Identity Assertion
0.70
gameplay-qj1jp
Jan 27, 2026
Taylor is a motherfucking racist 😮
Taylor is a motherfucking racist 😮
Direct accusation of racism against a named individual, using inflammatory language to assert moral judgment.
Identity Assertion
0.70
Ashishkumar-z7z1e
Jan 28, 2026
i am american and ashamed
i am american and ashamed
Commenter asserts their American identity while distancing themselves from national leadership, expressing shame about representation.
@VeteranWS
Mar 5, 2025
The Poojab people
The Poojab people
Brief ethnic/regional identity reference ('Poojab people'), though minimal context makes classification somewhat uncertain.
Identity Assertion
0.70
annacatania1214
Feb 4, 2026
The eternal Canadian.
The eternal Canadian.
Vague assertion of Canadian identity/pride, though minimal context makes classification uncertain.
Identity Assertion
0.70
@GrecoCalabrese
Mar 5, 2025
White people use to talk like this when they led America-
White people use to talk like this when they led America-
Makes a racial/ethnic comparison about speech patterns, invoking historical identity categories in a critical framing.
@0628etoria
Mar 4, 2025
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
Elect PP you will get the same shitshow that is down south. The International Democratic Union which backed both of Trumps campaigns, the neo nazi party AfD party in Germany, is backing the Conservatives. What …
Elect PP you will get the same shitshow that is down south. The International Democratic Union which backed both of Trumps campaigns, the neo nazi party AfD party in Germany, is backing the Conservatives. What Trump wants is PP to come in and hand over Canada to US. They want our resources, rare earth minerals and our water. Pierre P has stated in the past that he admires Trump. PP is scary and backed by our enemies….enemies who hate democracy
Nationalist assertion of separation and rejection of external influence, framing Canada against external threats.
Identity Assertion
0.70
@georgelopes5011
Mar 4, 2025
Trudeau think Trump never thought of anything like that.Trump plays chess while you play, checkers.
Trudeau think Trump never thought of anything like that.Trump plays chess while you play, checkers.
Uses comparative framing to assert Trump's strategic superiority over Trudeau in an us-vs-them manner.
Identity Assertion
0.70
@cherelynelision3385
Mar 4, 2025
Remember all the Epstein file are white men and whites girls. Always a withe guy thinking to be better
Remember all the Epstein file are white men and whites girls.
Always a withe guy thinking to be better
Makes a racial generalization about white people and criminality, framing it as a moral critique of racial superiority.
GlobalWatchDaily
Feb 16, 2026
Shut your mouth 51st State
Shut your mouth 51st State
Hostile dismissal combined with '51st State' framing that asserts Canadian subordination to the US, invoking national identity and comparative status.
@मौर्यसम्राज्य
Mar 5, 2025
Fidel´s son speaks excellent English. Commendable.
Fidel´s son speaks excellent English. Commendable.
Makes identity-based assertion comparing Canadian PM to Fidel Castro, implying ideological alignment through sarcasm.
Identity Assertion
0.70
@enriquepuerto7146
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
Trump is so dumb so are the people who voted for him !
Trump is so dumb so are the people who voted for him !
Dismissive criticism of a political figure and supporters, using inflammatory language with implicit us-vs-them framing.
@frenchgoldenboyfan
Mar 4, 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)