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 don’t own a single product from Canada, not even maple syrup
I don’t own a single product from Canada, not even maple syrup
Statement of non-consumption of Canadian products, implying rejection or distancing from Canadian identity/goods.
Identity Assertion
0.65
@benjaminferland4251
Mar 4, 2025
Go D.Trump and JD.Vance!
Go D.Trump and JD.Vance!
Brief statement of political allegiance/support for Trump and Vance without elaboration.
Identity Assertion
0.65
@Andy1211hn
Mar 4, 2025
This is what the others voted for
This is what the others voted for
Assigns blame to a political group ('the others') using us-vs-them framing around voting and political identity.
Identity Assertion
0.65
@_GODMODEON
Mar 4, 2025
Can't even say I disagree with the guy on the bike.
Can't even say I disagree with the guy on the bike.
Commenter expresses agreement with someone's discriminatory position, implying alignment with exclusionary views.
Identity Assertion
0.65
Ayden_77
Feb 6, 2026
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
"Ethnic food" cringe.
"Ethnic food" cringe.
Dismissive comment about ethnic food suggests cultural anxiety and identity-based resistance to immigration-related cultural change.
Identity Assertion
0.65
striker2999
Jan 27, 2026
We don’t need Canadian stuff they need stuff
We don’t need Canadian stuff they need stuff
Asserts a boundary between 'us' (Canadians) and 'them' (implied outsiders), framing resource allocation as an in-group priority.
Identity Assertion
0.65
@nc_classics9767
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
What a Real.leader looks like
What a Real.leader looks like
Expresses approval of leadership qualities with implicit us-vs-them framing about what constitutes a 'real' leader.
Identity Assertion
0.65
@JonathanDiaz-kl2us
Mar 4, 2025
They are all losers
They are all losers
Dismissive characterization of a group as 'losers' without substantive argument, functioning as identity-based criticism.
Identity Assertion
0.65
@mombowie4199
Mar 4, 2025
I love Donald Trump he is still the best among Putins Oligarch circle Musk is the second best of course
I love Donald Trump he is still the best among Putins Oligarch circle Musk is the second best of course
Makes a political preference statement that frames allegiance to a political figure and associates them with others in a hierarchical ranking.
Identity Assertion
0.65
@cidronsenburg7242
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
Just go away already
Just go away already
A dismissive statement framing immigrants as unwanted outsiders, implying they don't belong in Canada.
Identity Assertion
0.65
@roddingreville2798
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
smooth brain cnn watchers
smooth brain cnn watchers
Dismissive insult targeting perceived political opponents (CNN viewers), using in-group/out-group framing with sarcasm.
@ioniantempest6563
Mar 4, 2025
make america great again
make america great again
Political slogan asserting nationalist sentiment, though tangentially related to Canadian immigration topic.
Identity Assertion
0.65
@ralle3447
Mar 4, 2025
We have everything we need here
We have everything we need here
Asserts self-sufficiency and implicit national/community self-reliance, framing in-group capability.
Identity Assertion
0.65
@miaglossender7430
Mar 4, 2025
This kid destroys Canada
This kid destroys Canada
Vague assertion about someone 'destroying Canada,' implying national identity threat without specific policy critique.
@BetsyRobinson62
Mar 4, 2025
Vishwaguru h bharat bhai india chodh ke waha Gulami kyu krhee modi ji ki jaiii brrr
Vishwaguru h bharat bhai india chodh ke waha Gulami kyu krhee modi ji ki jaiii brrr
Comment in Hindi/Hinglish asserting Indian identity and criticizing emigration from India, with comparative framing between India and Canada.
@sodaayi8937
Mar 4, 2025
Trump is a Servant of Satan...????????
Trump is a Servant of Satan...????????
Moral/religious condemnation of Trump using extreme identity-based framing, though minimal substantive content.
Identity Assertion
0.65
@God.is.love.7.7.7
Mar 5, 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)