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
Search & Filter
Identity Assertion
5,512 comments
Commie clown
Commie clown
Brief insult using political label ('Commie clown') to demarcate ideological opposition and in-group/out-group boundaries.
Identity Assertion
0.65
@Weather_Nerd
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
Castro's Kid!!!!
Castro's Kid!!!!
Cryptic reference to Castro's son appears to invoke identity/lineage claims about Canadian leadership, though context is unclear.
Identity Assertion
0.65
@EricThompsonClimber
Mar 4, 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
I hate Trump !!
I hate Trump !!
Simple statement of opposition to Trump, expressing a political stance or identity position.
Identity Assertion
0.65
@rafaelw3171
Mar 4, 2025
Some Singh is very wrong in Canada
Some Singh is very wrong in Canada
Vague assertion about a political figure (likely Jagmeet Singh) being 'wrong,' framing identity/political positioning.
Identity Assertion
0.65
user-bujhi8cudg5bv
Jan 16, 2026
You’re finished Ontariats, phagats!
You’re finished Ontariats, phagats!
Derogatory statement targeting Ontarians with ethnic slurs, asserting in-group/out-group division.
Identity Assertion
0.65
deanmcghie6519
Feb 26, 2026
Long to live America, MAGA first. Canada week diplomacy with geico insurance.
Long to live America, MAGA first. Canada week diplomacy with geico insurance.
Expresses allegiance to America and MAGA ideology while dismissing Canadian diplomacy, establishing us-vs-them framing.
Identity Assertion
0.65
@Tewodros52
Mar 4, 2025
And viewers are Indians……..
And viewers are Indians……..
Makes an ethnic/national identity observation about the audience composition, implying demographic commentary.
Identity Assertion
0.65
nivasvunnam2954
Feb 27, 2026
Let’s be clear, only one person wants this.
Let’s be clear, only one person wants this.
Vague assertion about singular preference that implies an us-vs-them framing, though context is unclear.
Identity Assertion
0.65
Mar 4, 2025
Pathetic Canadians Women allowed to vote is the problem.
Pathetic Canadians
Women allowed to vote is the problem.
Makes a tangential identity-based assertion blaming women's suffrage for societal problems, disconnected from immigration topic.
Identity Assertion
0.65
loucorr8353
Sep 13, 2025
America First??????
America First??????
Invokes nationalist slogan 'America First' with questioning tone, asserting national identity priority though context is ambiguous.
Identity Assertion
0.65
@1980chevy
Mar 4, 2025
Trump you are such an idiot
Trump you are such an idiot
Personal insult directed at Trump without substantive policy engagement or specific claims.
Identity Assertion
0.65
@KerryCahill-n2u
Mar 4, 2025
Americans, why are you trying to fight everyone?
Americans, why are you trying to fight everyone?
Rhetorical question framing Americans as aggressive/confrontational, establishing an us-vs-them distinction.
@abcdef8915
Mar 4, 2025
Blame the Maga for putting Trump in charge of their country.
Blame the Maga for putting Trump in charge of their country.
Blames a political group (MAGA supporters) for Trump's election, using us-vs-them framing tied to political identity.
@mistymistyrain
Mar 4, 2025
speaks like a true feminine
speaks like a true feminine
Makes a gendered criticism using identity-based language to characterize the speaker.
Identity Assertion
0.65
@goodday3796
Mar 4, 2025
We are in our golden age moment wake up and smell the coffee
We are in our golden age moment wake up and smell the coffee
Vague assertion about being in a 'golden age moment,' suggesting national pride or identity affirmation without specific policy content.
Identity Assertion
0.65
@pianobobbyg1959
Mar 4, 2025
I hate this guy but i don’t like Trump even more
I hate this guy but i don’t like Trump even more
Expresses preference/allegiance by rejecting two political figures, framing a comparative stance on leadership.
Identity Assertion
0.65
@Donbros
Mar 4, 2025
First time Trudeau has spoken as a Prime Minister of CANADA!!!
First time Trudeau has spoken as a Prime Minister of CANADA!!!
Comment emphasizes Trudeau's role as Prime Minister of Canada, asserting national identity and leadership legitimacy.
Identity Assertion
0.65
@brianives838
Mar 4, 2025
God Bless Canada .🇨🇦 🇨🇦 🇺🇸🙏 Peace 🇨🇦 🇺🇸🙏
God Bless Canada .🇨🇦 🇨🇦 🇺🇸🙏 Peace 🇨🇦 🇺🇸🙏
Expression of national pride and patriotic sentiment toward Canada, though minimal substantive content.
Identity Assertion
0.65
DrJacquelinePham
Jan 28, 2026
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)