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
Sorry but it would piss me off to have to look at those huge statues of their gods….
Sorry but it would piss me off to have to look at those huge statues of their gods….
Expresses discomfort with religious/cultural symbols of immigrants, framing them as incompatible with the commenter's sense of belonging.
lyledeyounges1276
Jan 28, 2026
Bangsa kuil haram Dalit ni dok mana² pun suka buat masalah..bangga sangat dengan budaya India depa..tapi kalau suruh balik dok India tak mau pulak....bangsa penyembah 🐄 akal takdak..
Bangsa kuil haram Dalit ni dok mana² pun suka buat masalah..bangga sangat dengan budaya India depa..tapi kalau suruh balik dok India tak mau pulak....bangsa penyembah 🐄 akal takdak..
Ethnic/cultural criticism using derogatory language, asserting negative stereotypes about Indian immigrants and their integration.
ridzuanridzuan1219
Feb 28, 2026
I dislike people who live for countries they don’t live in
I dislike people who live for countries they don’t live in
Critiques people based on national loyalty and belonging, asserting that one should prioritize the country where they physically reside.
Identity Assertion
0.75
Levis4683
Jan 27, 2026
Native americans feel the same way when they see fat smelly white people roaming around freely in america and canada
Native americans feel the same way when they see fat smelly white people roaming around freely in america and canada
Uses historical injustice against Native Americans to frame current immigration attitudes as hypocritical, employing us-vs-them identity framing.
dwrling
Jan 28, 2026
This is india
This is india
Brief assertion that the situation described is characteristic of India, using geographic/national identity framing.
Identity Assertion
0.75
GlecyJoyAbella
Jan 28, 2026
As an american this is silly as hell. White ppl rather go broke and look stupid and be russias slave. The black and latino ppl that voted for trump did it just be a maverick. …
As an american this is silly as hell. White ppl rather go broke and look stupid and be russias slave. The black and latino ppl that voted for trump did it just be a maverick. Now everyone looks stupid and are about to really fuck up some shit. Smh suckas
Uses racial/ethnic categorization to critique voting behavior and frames certain groups as foolish.
@RamonteMeans
Mar 4, 2025
Balkenization at its finest
Balkenization at its finest
Uses 'Balkanization' to frame demographic change as fragmentation and loss of national cohesion, invoking identity and threat concerns.
DakotaNator
Jan 27, 2026
CANADDA BANEGA KHALISTAN🎉🎉🎉
CANADDA BANEGA KHALISTAN🎉🎉🎉
Assertion about Canada becoming Khalistan (Sikh separatist state), expressing identity-based political claim.
Identity Assertion
0.75
joshgrover786
Jan 28, 2026
majority 😢white only
majority 😢white only
Expresses concern about demographic change and white majority status, framing it as loss or displacement.
VisibletoanyoneonYoutubes
Jan 28, 2026
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
Questions why immigrants claim Punjab identity, implying confusion or skepticism about their authenticity and belonging, with an underlying identity assertion.
kanishk8466
Jan 27, 2026
Indians don’t like india😳😳
Indians don’t like india😳😳
Brief assertion questioning Indian national identity and belonging, implying Indians reject their own country.
Identity Assertion
0.75
Antrollyed
Mar 1, 2026
Canada is Khalistan
Canada is Khalistan
Statement asserting a political/territorial identity claim ('Canada is Khalistan') that frames national belonging.
Identity Assertion
0.75
kevinharris7383
Jan 27, 2026
Canada needs America.
Canada needs America.
Asserts a dependency relationship between Canada and America, framing national identity through geopolitical reliance.
@Mike-fs2pf
Mar 4, 2025
The only people who vote for the liberals are deranged psychopaths.
The only people who vote for the liberals are deranged psychopaths.
Makes a sweeping dehumanizing claim about Liberal voters, combining partisan identity framing with moral condemnation.
truecanadianpatriot1454
Feb 17, 2026
I'm a stranger in the city I was born and lived in my entire life. Canada is dead.
I'm a stranger in the city I was born and lived in my entire life. Canada is dead.
Expresses alienation and loss of belonging in one's native city, framing immigration as a threat to national identity.
maladyofdeath
Jan 11, 2026
A Portuguese guy goes to another country to berate its people.
A Portuguese guy goes to another country to berate its people.
Criticism framed around national origin and belonging, suggesting outsider status of the content creator.
dudzaisaburi6031
Jan 28, 2026
RIP America! We dont like you anymore
RIP America! We dont like you anymore
Brief statement rejecting America and expressing loss of affinity, framed as collective identity/belonging shift.
@nachtmuis4776
Mar 4, 2025
A real president speaking 2 languages.
A real president speaking 2 languages.
Makes a comparative claim about presidential qualities tied to language ability and national identity/leadership standards.
Identity Assertion
0.75
@simonleviev5099
Mar 4, 2025
Its almost as if there is a common trend here, a theme, a pattern of behavior if you will. Pattern recognition is NOT racism.
Its almost as if there is a common trend here, a theme, a pattern of behavior if you will.
Pattern recognition is NOT racism.
Implies a problematic pattern about immigrants while defensively asserting pattern recognition as non-racist, suggesting demographic anxiety.
MatthewMitchell-r9q
Feb 18, 2026
All because a bunch of Americans couldn’t bring themselves to vote for a black woman.
All because a bunch of Americans couldn’t bring themselves to vote for a black woman.
Makes a claim about voter behavior based on race and gender, implying discrimination as explanation for political outcomes.
@stevenling5808
Mar 4, 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)