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
Meta-Commentary
3,846 comments
Black dodging getting cancelled like neo
Black dodging getting cancelled like neo
Appears to reference a person or public figure in relation to cancellation, likely commentary on the video or broader discourse.
Meta-Commentary
0.50
chronopolize_jp
Feb 27, 2026
OMG .really….to late…
OMG .really….to late…
Vague expression of surprise or dismay about the video content, too fragmentary to classify with confidence.
Meta-Commentary
0.50
@autofilon
Mar 4, 2025
????????????????????????? ?I ?
????????????????????????? ?I ?
Unclear expression of confusion or skepticism, likely reacting to video content but meaning is ambiguous.
Meta-Commentary
0.50
@hermanbanman6754
Mar 4, 2025
Look at coked right out looking at her man u better tell the ppl what i tell u 2say ...and Bilbo looking like Bilbo
Look at coked right out looking at her man u better tell the ppl what i tell u 2say ...and Bilbo looking like Bilbo
Incoherent comment appearing to critique the video presenter's appearance and messaging, likely spam or off-topic.
Meta-Commentary
0.50
@jasonThunder-b2j
Mar 4, 2025
But the water and oil, gas
But the water and oil, gas
Cryptic fragment referencing natural resources; likely a comment on video content but too unclear to classify with confidence.
Meta-Commentary
0.50
@noticiasyclimaextremobsts1642
Mar 4, 2025
I know I am.
I know I am.
Minimal comment likely responding to another commenter's statement; unclear context but appears to be meta-level engagement.
Meta-Commentary
0.50
DeadNorthTV
Aug 27, 2025
Nice going Trump…
Nice going Trump…
Minimal, sarcastic comment about Trump; appears to reference the video's subject but lacks substantive content.
Meta-Commentary
0.50
@albertocastillo7936
Mar 4, 2025
Generational run!!!!!
Generational run!!!!!
Cryptic phrase likely referencing video content or ongoing discussion thread.
Meta-Commentary
0.50
pauljesustv
Jan 27, 2026
Yes there is
Yes there is
Extremely brief affirmation ('Yes there is') that appears to be responding to a previous comment or video claim, but lacks sufficient context for confident classification.
Meta-Commentary
0.50
@recreational420wmsd4
Mar 4, 2025
TDS SPORTS LOL
TDS SPORTS LOL
Appears to be a reference to a sports channel or unrelated content, likely spam or off-topic commentary.
Meta-Commentary
0.50
TrulyEpicLulz
Jan 27, 2026
Frisco texas…
Frisco texas…
Minimal content mentioning a location; likely a reference to video content or previous comment rather than substantive discourse.
Meta-Commentary
0.50
AffectionateGoldenRetrie-hx2cq
Feb 4, 2026
I DONT CARE
I DONT CARE
Minimal engagement expressing disinterest in the video topic or discussion.
Meta-Commentary
0.50
@edgarguerrero8087
Mar 4, 2025
HOW IS TRUDEAU LIVING NOW WITH ALL HIS
HOW IS TRUDEAU LIVING NOW WITH ALL HIS
Incomplete statement appearing to critique a political figure, unclear context or substance.
Meta-Commentary
0.50
darlingsapphire1
Sep 29, 2025
THE PLACE I KNOW THAT HE SE IT WHEN WE GO TO SCHOOL
THE PLACE I KNOW THAT HE SE IT WHEN WE GO TO SCHOOL
Incoherent comment referencing a location from the video, likely identifying a place shown; too unclear to classify with high confidence.
Meta-Commentary
0.50
Editmasteroblox
Jan 27, 2026
ÇÖPLERİ BOŞALT KANADA
ÇÖPLERİ BOŞALT KANADA
Text in Turkish appears to be spam or off-topic content unrelated to the discussion.
Meta-Commentary
0.50
BOGGYMAN00
Mar 3, 2026
15 26. 30 better direct cut , say no more empty deal block usa
15 26. 30 better direct cut , say no more empty deal block usa
Fragmented text with unclear meaning, appears to reference video timestamps or content structure rather than substantive immigration discourse.
Meta-Commentary
0.50
@hermannsoong3826
Mar 4, 2025
Beautiful you
Beautiful you
Brief praise comment that appears to be responding to the video or speaker rather than engaging with substantive content.
Meta-Commentary
0.50
@chrishebert9052
Mar 4, 2025
Surtout plu des Asml lithographie machines pour l'Amérique.
Surtout plu des Asml lithographie machines pour l'Amérique.
Appears to be off-topic or spam-like content in French about semiconductor machines, unrelated to immigration discussion.
Meta-Commentary
0.45
@raydiofolk
Mar 4, 2025
Fucken aaaa man
Fucken aaaa man
Incoherent exclamation with no clear substantive content; appears to be emotional reaction or spam-like comment.
Meta-Commentary
0.45
@gungadin3469
Mar 4, 2025
This all only due to non scenes advice of alonu Muskie
This all only due to non scenes advice of alonu Muskie
Comment appears to be garbled or nonsensical text that may reference the video/speaker but is too incoherent to classify with confidence.
Meta-Commentary
0.40
@faisalmagnus
Mar 5, 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)