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
Wow that guy on scooter is ignorant and is proud of it
Wow that guy on scooter is ignorant and is proud of it
The commenter dismisses someone as 'ignorant,' which frames a judgment about cultural/ideological positioning rather than substantive critique.
Identity Assertion
0.65
nitaheart1
Jan 27, 2026
INDIAN FATIGUE!!!
INDIAN FATIGUE!!!
Uses ethnic labeling ('INDIAN FATIGUE') to express demographic anxiety and othering of a specific immigrant group.
RemedySound
Aug 29, 2025
We want your land.
We want your land.
Expresses territorial/possessive framing with potential us-vs-them undertones about land and belonging.
@Woodynik
Mar 5, 2025
Bunch of beta males in here?
Bunch of beta males in here?
Uses gendered insult to dismiss other commenters, invoking masculine identity framing in a dismissive manner.
Identity Assertion
0.65
@shisuiuchiha399
Mar 4, 2025
Canada is shiiite
Canada is shiiite
Brief dismissive statement about Canada that frames a negative judgment about the nation, reflecting identity-based criticism.
Identity Assertion
0.65
@hanzohanzo1639
Mar 4, 2025
Canada is a cold and depressing country
Canada is a cold and depressing country
Makes a negative characterization of Canada as a nation, framing it as undesirable, which relates to national identity and belonging discourse.
Identity Assertion
0.65
jacobjohn4180
Jan 29, 2026
We don’t want this or him. Smh
We don’t want this or him. Smh
Expresses rejection of a political figure using 'we' framing, suggesting in-group identity and exclusion.
Identity Assertion
0.65
@antoniaa.3760
Mar 4, 2025
You dont have the upperclass living in Brampton lol
You dont have the upperclass living in Brampton lol
Comment makes a claim about class composition and social stratification in Brampton, implying demographic/identity-based observations about the area.
Identity Assertion
0.65
rohanjames5750
Jan 29, 2026
Why doesn’t matter you racist piece of shit?
Why doesn’t matter you racist piece of shit?
Brief accusatory statement using inflammatory language that invokes racial framing, though context is minimal.
Identity Assertion
0.65
crystalclear6661
Jan 28, 2026
stop crying traudeu
stop crying traudeu
Brief dismissive comment using name-calling to assert partisan opposition to Trudeau.
Identity Assertion
0.65
@Joweey726
Mar 4, 2025
What the fuck is greatest country on the earth shut the fuck up motherfucker
What the fuck is greatest country on the earth shut the fuck up motherfucker
Aggressive assertion of national superiority with hostile tone, though lacks specific policy or threat content.
venkateshdhakshinamoorthy7418
Jan 27, 2026
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
He is clearly not popular in Canada, Trump move to impose 25 percent tarries will make his butt kick off the chair sooner he would have expected.
He is clearly not popular in Canada, Trump move to impose 25 percent tarries will make his butt kick off the chair sooner he would have expected.
Asserts Trump's unpopularity in Canada and frames tariffs as a threat, with identity-based framing of Canadian resistance.
@amitdhanpat
Mar 4, 2025
Canada is the British mouthpiece! U.S.A needs to be free and Independent from City of London!
Canada is the British mouthpiece! U.S.A needs to be free and Independent from City of London!
Asserts Canada's subordinate geopolitical status and frames US independence as a value, with an unsubstantiated claim about 'City of London' control.
@JocaFerdinand
Mar 4, 2025
Dearborn MI must be happy
Dearborn MI must be happy
Cryptic reference to Dearborn, Michigan (known for Arab-American population) appears to invoke demographic identity framing, though context is unclear.
Identity Assertion
0.65
@Jte336
Mar 4, 2025
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
Another Mama boy his wife dump him and now he join war and killing how is sick he can join similar Macron..they are match
Another Mama boy his wife dump him and now he join war and killing how is sick he can join similar Macron..they are match
Personal attack on Trudeau using sarcasm and comparison to Macron, framed as criticism of character rather than policy.
@MirnoMore-v6r
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
Brown Town!!
Brown Town!!
Racial/ethnic labeling of a location, asserting identity-based categorization.
Identity Assertion
0.65
Arkco
Sep 27, 2025
Especially those who grow a long beard And they said this is the religion
Especially those who grow a long beard And they said this is the religion
Comment uses religious/cultural markers (beard, religion) to make an implicit identity-based distinction about immigrants, though the statement is fragmentary and unclear.
Identity Assertion
0.65
esmailahmadvand5685
Dec 28, 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)