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
truegaye ur ppl hate u
truegaye ur ppl hate u
Attacks a specific person's identity and belonging, suggesting they are disliked by their own group.
@kiddkeyz
Mar 4, 2025
We don’t want this either. ?
We don’t want this either. ?
Speaker asserts collective rejection ('we don't want this') establishing in-group position, though the referent is ambiguous.
Identity Assertion
0.65
@Lemuriancollective
Mar 4, 2025
Intelligence in a leader on display
Intelligence in a leader on display
Vague assertion about leadership qualities, implicitly contrasting intelligent vs. unintelligent governance.
Identity Assertion
0.65
@ceedavis2760
Mar 4, 2025
The thing i don't understand is that there was so meny mongos that supported mongo Trump!?
The thing i don't understand is that there was so meny mongos that supported mongo Trump!?
Expresses confusion and implicit criticism about Trump supporters, establishing an in-group/out-group distinction based on political allegiance.
Identity Assertion
0.65
@JaimeLuisFlores
Mar 4, 2025
Trump is an idiot
Trump is an idiot
Brief personal judgment that implicitly positions the commenter against Trump and his supporters.
Identity Assertion
0.65
@benmarrero4294
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
Trump is not smart and was never smart.. Trudeau was just being kind I guess...
Trump is not smart and was never smart.. Trudeau was just being kind I guess...
Dismissive character attack on Trump with implied Canadian superiority through Trudeau comparison.
@Blacq_bird
Mar 4, 2025
Trump's a fool
Trump's a fool
A brief dismissive attack on Trump framing him as incompetent, lacking substantive policy or moral reasoning.
Identity Assertion
0.65
@rodneymaddy4409
Mar 4, 2025
Native Americans for Donald Trump ??????
Native Americans for Donald Trump ??????
Asserts Native American support for Trump, using identity-based political positioning with unclear intent.
Identity Assertion
0.65
@OnyxWyverVuEnt
Mar 4, 2025
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
This is how a real president speaks!
This is how a real president speaks!
Brief assertion of approval for leadership style, likely expressing national pride or comparative identity claim.
Identity Assertion
0.65
@rinceart
Mar 5, 2025
I'm not afraid of this pansy
I'm not afraid of this pansy
Dismissive statement asserting superiority or contempt, framed as identity-based judgment of 'this pansy' (likely referring to a political figure or group).
Identity Assertion
0.65
@wayneross1200
Mar 5, 2025
He Wreaks of Liberal Puss
He Wreaks of Liberal Puss
Derogatory characterization of a political figure using crude language, mixing partisan identity attack with attempted humor.
@gilmorehappy7141
Mar 4, 2025
This guy is the biggest poof there is honestly. Who votes for him?
This guy is the biggest poof there is honestly. Who votes for him?
Derogatory personal attack on a political figure using slur language, framed as an identity/belonging critique with some sarcastic tone.
@adambartlett6277
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
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
"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
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
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
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
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)