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
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
I knew it would be in Brampton
I knew it would be in Brampton
Expresses demographic anxiety by noting a specific location's association with immigrant populations, implying concern about demographic change.
RileyFreemanJP
Sep 20, 2025
That one based canadian is the only canadian i’ve ever had respect for.
That one based canadian is the only canadian i’ve ever had respect for.
Uses 'based' (identity/political framing) to express approval of a Canadian featured in the video, with implicit us-vs-them positioning.
randallvargas4457
Jan 27, 2026
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
Uses derogatory language ('clown') and references past grievances to assert opposition identity.
sydfreed9818
Feb 17, 2026
Trudeau is a French ph a gut
Trudeau is a French ph a gut
Derogatory comment attacking Trudeau's identity/ethnicity using insulting language.
Identity Assertion
0.70
@testikle
Mar 4, 2025
Now that is a leader one can follow . . . a shame he wont be there for long . . .
Now that is a leader one can follow . . . a shame he wont be there for long . . .
Expresses admiration for a leader as someone 'one can follow,' implying in-group alignment and leadership preference.
Identity Assertion
0.70
@nodarlingart
Mar 4, 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
Dirty people
Dirty people
Dehumanizing statement targeting an unspecified group, expressing contempt based on perceived group characteristics.
MAGA-FUTURE
Feb 26, 2026
Well, I am from America and I never heard of such a bunch of whiny babies in my life. If you got an app to get her Mr. Trudeau and got the border tightened up …
Well, I am from America and I never heard of such a bunch of whiny babies in my life. If you got an app to get her Mr. Trudeau and got the border tightened up instead of lying about us you wouldn’t have 25% tariff against you in the business we do a Canada as much it is in the billions it’s chunk change to us so young with the program and get it together and take a nap order in for you Europeans. I wouldn’t criticize in America to quickly because we’re in America well that’s not how that conversation.
American commenter uses dismissive us-vs-them framing ('whiny babies'), comparing American and Canadian approaches while asserting American superiority.
@IrishAcres
Mar 4, 2025
I try to understand the mind set of the Democrats , I truly try.\nWhat is it they believe? Why do Democrats support the perversion of sexuality? Why do Democrats support the ending of the unborn? …
I try to understand the mind set of the Democrats , I truly try.\nWhat is it they believe? Why do Democrats support the perversion of sexuality? Why do Democrats support the ending of the unborn? Why do Democrats support war? Why do Democrats support wasting the hard earned money of American citizens on foreigners? Why do Democrats support the stealing of American taxpayers money for personal gain? Why do Democrats believe they are the embodiment all that is good? Why do Democrats believe that President Trump is not working for the benefit of Americans? Why do Democrats believe letting criminals into America is a good thing? I could go on. Please help me understand.
Uses us-vs-them framing (Democrats vs. Republicans/Trump supporters) with rhetorical questions asserting opposing moral values.
@frankkolmann4801
Mar 5, 2025
I am the Punjab
I am the Punjab
Brief identity assertion claiming affiliation with Punjab, likely expressing ethnic or regional identity.
Identity Assertion
0.70
IamRanJos
Feb 17, 2026
Trump is not a smart man no he is not hes is nothing more then a crook and what a crook he is is that why you you like a liaer a traitor a spy …
Trump is not a smart man no he is not hes is nothing more then a crook and what a crook he is is that why you you like a liaer a traitor a spy for the KGB impeach Trump now.God Bless us all.
The comment makes sweeping character attacks on Trump (crook, liar, traitor, spy) framed as moral condemnation, with a call to impeach; primarily driven by identity-based opposition rather than policy analysis.
@kennethkult7681
Mar 4, 2025
Shame on indian people
Shame on indian people
Brief moral condemnation targeting a specific ethnic group as a collective entity.
Identity Assertion
0.70
marcus36ycdr
Jan 27, 2026
One word; Remigration
One word; Remigration
Single-word reference to 'remigration' ideology, implying deportation or forced return of immigrants.
rachelk8368
Feb 18, 2026
Canada 51 State
Canada 51 State
Asserts Canadian national identity through a provocative claim about annexation, expressing sovereignty concerns.
@joseorta13
Mar 4, 2025
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
Makes sweeping claims about welfare/drug use tied to racial identity, framing as counter-narrative.
hedykarim3614
Feb 26, 2026
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
Trump is not smart.
Trump is not smart.
Brief dismissive statement about Trump's intelligence that frames a political opposition position without substantive argument or evidence.
Identity Assertion
0.70
@donaldbott8331
Mar 4, 2025
Mex-American here! Not with the Trump Regime ??
Mex-American here! Not with the Trump Regime ??
Asserts personal identity (Mex-American) while expressing opposition to Trump administration policies.
@beardedone3621
Mar 4, 2025
the bike man hates africans cause they're not his slaves anymore...
the bike man hates africans cause they're not his slaves anymore...
Makes a charged claim about the content creator's attitudes toward Africans, invoking historical power dynamics.
saramartin7387
Jan 27, 2026
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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)