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
Finally someone standing up to a bully!!! Radio silence here in America. Democrats are Cowards.
Finally someone standing up to a bully!!! Radio silence here in America. Democrats are Cowards.
Frames political opposition as cowardice and positions the commenter's side as morally superior, with implicit call to action against Democrats.
@bibigems
Mar 4, 2025
3:57 No way this Pigger on bike calling us dirty while they literally live on street and smoke crack all day. Whites are generally filthy too. They literally have 2 Girl 1 Cup culture 😭
3:57 No way this Pigger on bike calling us dirty while they literally live on street and smoke crack all day. Whites are generally filthy too. They literally have 2 Girl 1 Cup culture 😭
Uses dehumanizing language and ethnic stereotyping to assert group-based claims about cleanliness and behavior, framed as identity-based criticism.
Clean.Moneyyy
Jan 27, 2026
Ontario dickheads in other words!
Ontario dickheads in other words!
Derogatory generalization about Ontarians, establishing hostile in-group/out-group framing.
Identity Assertion
0.75
deanmcghie6519
Feb 26, 2026
If you're a White Canadian and you want to preserve our society, look into Return to the Land.
If you're a White Canadian and you want to preserve our society, look into Return to the Land.
Frames immigration as a threat to 'White Canadian' society and urges in-group members toward a specific movement, combining identity assertion with mobilization.
AverageDad0
Jan 27, 2026
The Saarification of the world
The Saarification of the world
Cryptic reference to 'Saarification' appears to invoke identity-based concerns about cultural or demographic change, though the exact meaning is ambiguous.
Identity Assertion
0.75
NuclearAutism
Jan 28, 2026
0:51 straight white men
0:51 straight white men
References a specific demographic category ('straight white men') in relation to video content, asserting identity-based framing.
Identity Assertion
0.75
HH-fs1uu
Jan 28, 2026
Guys ngl the indian people have disappeared from the city I live in, idk why yall still complaining
Guys ngl the indian people have disappeared from the city I live in, idk why yall still complaining
Makes an observation about demographic change with implicit concern about immigrant presence and visibility in the commenter's locality.
MiceofGlass
Feb 24, 2026
It’s crazy these people move from India to Canada and still don’t even want to stay in Canada 😭
It’s crazy these people move from India to Canada and still don’t even want to stay in Canada 😭
Expresses skepticism about immigrant commitment to Canada using ironic tone, implying questions about belonging and loyalty.
squidbate3404
Feb 26, 2026
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
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
0:51 this channel a representation of low life white people mindsent
0:51 this channel a representation of low life white people mindsent
Makes a sweeping identity-based claim about the channel's audience/creators using derogatory language, framed as cultural criticism.
HH-fs1uu
Jan 28, 2026
As a Canadian I think they need get out or canada should get are own I.c.e
As a Canadian I think they need get out or canada should get are own I.c.e
Asserts Canadian national identity and calls for removal of immigrants, referencing ICE enforcement.
Lbbbe
Jan 28, 2026
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute …
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute on highway 1.
Comment makes a generalized claim about Indian truck drivers' behavior, framing them as a distinct group with negative characteristics, combining ethnic stereotyping with safety concerns.
xLyfu
Jan 28, 2026
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
“Canadians are reasonable” ???
“Canadians are reasonable” ???
Questions a characterization of Canadian identity/reasonableness, implicitly asserting a different view of national character.
Identity Assertion
0.75
@dimitrigoodwin6822
Mar 4, 2025
It’s all lot of Indians in HARTFORD CT
It’s all lot of Indians in HARTFORD CT
Observation framed as demographic concern about Indian population concentration in Hartford, reflecting demographic anxiety.
Zealous-qy7up
Feb 26, 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)