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
Porque no subes el video en español!!🫶🫶🫶🫶🙏🙏🙏🙏🙏
Porque no subes el video en español!!🫶🫶🫶🫶🙏🙏🙏🙏🙏
Request for Spanish-language subtitles or content, directly addressing the video creator and platform.
Meta-Commentary
0.95
ninaroca6306
Feb 7, 2026
Okay Tyler buddy, it’s been 3 weeks since you uploaded a video. Get to postin you part timer!
Okay Tyler buddy, it’s been 3 weeks since you uploaded a video. Get to postin you part timer!
Commenter directly addresses the video creator about upload frequency, commenting on the channel itself rather than immigration policy.
Meta-Commentary
0.95
chrisstokes8270
Feb 17, 2026
Wow - this is surreal. I’ve actually never paid more attention to what all of the other world leaders are saying about US than I am right now.
Wow - this is surreal. I’ve actually never paid more attention to what all of the other world leaders are saying about US than I am right now.
Commenter reflects on their own media consumption patterns and attention to international leaders' statements, a meta-observation about the discourse itself.
Meta-Commentary
0.95
@allenquartermain79
Mar 4, 2025
This comment section is full of bots lmao😂
This comment section is full of bots lmao😂
Directly comments on the comment section itself, observing bot activity rather than discussing immigration policy.
Meta-Commentary
0.95
Yemm-r6w
Jan 27, 2026
14:38 why nobody mentions that crazy editing. xD
14:38 why nobody mentions that crazy editing. xD
Critique of the video's editing quality at a specific timestamp.
Meta-Commentary
0.95
WalterSchultz-nx6pi
Jan 27, 2026
Usual CTV BS
Usual CTV BS
Comment dismisses the news source (CTV) rather than engaging with immigration content.
Meta-Commentary
0.95
Lovemypersiancats
Dec 24, 2025
Omg the video is back
Omg the video is back
Comment references the video itself being restored or reposted, with no substantive engagement with immigration content.
Meta-Commentary
0.95
Ownagetimex3
Feb 6, 2026
1:41 casually seeing a Chevrolet Corvette C5
1:41 casually seeing a Chevrolet Corvette C5
Comments on a detail visible in the video itself rather than engaging with immigration content.
Meta-Commentary
0.95
atharvsaini1633
Feb 15, 2026
FentanYl, not fentanOl, Pamela.
FentanYl, not fentanOl, Pamela.
Corrects the pronunciation of a word used by the video speaker, commenting on the video content itself.
Meta-Commentary
0.95
@guskim434
Mar 4, 2025
Comments are weird lol
Comments are weird lol
Direct observation about the comment section itself rather than engagement with video content or immigration topic.
Meta-Commentary
0.95
ss3mania28
Jan 27, 2026
¿porque no traduces los videos como antes al Español?
¿porque no traduces los videos como antes al Español?
Directly addresses the video creator about translation practices, commenting on the channel's content format.
Meta-Commentary
0.95
axwhite-s4x
Feb 6, 2026
@westjett this video is perfect for you
@westjett this video is perfect for you
Tags another user with a reference to the video content, commenting on the video's relevance to that person.
Meta-Commentary
0.95
YouTubeLover6969
Feb 6, 2026
Many thanks to whoever made this video!
Many thanks to whoever made this video!
Direct praise of the video creator and content itself.
Meta-Commentary
0.95
Ahmed199421
Feb 12, 2026
0:50 is that fuckin JD Vance??
0:50 is that fuckin JD Vance??
Questions the identity of a person visible in the video at a specific timestamp, commenting on the video content itself.
Meta-Commentary
0.95
wrubrz7382
Jan 28, 2026
I thought this guy quit? Why is he still on my screen
I thought this guy quit? Why is he still on my screen
Comment questions the video creator's presence, expressing surprise about seeing them on screen again.
Meta-Commentary
0.95
@alexschmidt-cn8oc
Mar 4, 2025
Guy on the bike is the goat
Guy on the bike is the goat
Comment about a person in the video itself rather than immigration topic.
Meta-Commentary
0.95
mi8za
Jan 28, 2026
Great video
Great video
Generic praise of the video itself with no substantive engagement with immigration content.
Meta-Commentary
0.95
ODANgodofWisDAN
Jun 18, 2025
I’m not interested in hearing your commentary, I wan to listen to Prime Minister
I’m not interested in hearing your commentary, I wan to listen to Prime Minister
Directly critiques the video content and requests focus on the Prime Minister rather than commentary.
Meta-Commentary
0.95
@circusfactory
Mar 4, 2025
Your clickbaity thumbnail is why people hate you CNN
Your clickbaity thumbnail is why people hate you CNN
Directly criticizes the video's thumbnail and CNN's editorial choices.
Meta-Commentary
0.95
@chrisg8995
Mar 4, 2025
3:23 he gave up 🥲
3:23 he gave up 🥲
Brief observation about a specific moment in the video itself, referencing timestamp and video content.
Meta-Commentary
0.95
sursa5094
Sep 19, 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)