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
I’m just here for the comments lol
I’m just here for the comments lol
Comment about engagement with the comment section itself rather than the video topic.
Meta-Commentary
0.95
BubbaTheChihuahua1
Jan 27, 2026
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
Comment addresses the video creator and channel directly, praising the content and encouraging continued uploads.
Meta-Commentary
0.95
CNBBlockz
Feb 25, 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
I’ve been waiting for this video 🙏
I’ve been waiting for this video 🙏
Comment expresses anticipation for the video itself rather than engaging with immigration content.
Meta-Commentary
0.95
emanuelbegin1189
Jan 27, 2026
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
i like bike guy
i like bike guy
Brief comment about a person in the video ('bike guy'), referencing video content rather than immigration topic.
Meta-Commentary
0.95
mushroomgoblin7121
Jan 27, 2026
WHERE IS SOUTHPARK!!!???
WHERE IS SOUTHPARK!!!???
Comment expresses frustration about missing South Park content, directly addressing the video/channel rather than immigration policy.
Meta-Commentary
0.95
@FedsThinkingHard
Mar 4, 2025
1 minute ago is crazy
1 minute ago is crazy
Comments on the timing of the video upload rather than its content.
Meta-Commentary
0.95
EricCheng-q8x
Jan 27, 2026
When did this air?
When did this air?
Question about the video itself (air date), directly addressing the content medium rather than the topic.
Meta-Commentary
0.95
@aani8760
Mar 4, 2025
That was a weird ending to the video…
That was a weird ending to the video…
Direct comment about the video's structure and conclusion, not about immigration itself.
Meta-Commentary
0.95
cellinitv2756
Jan 29, 2026
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
Of course this is on DNN. I mean CNN
Of course this is on DNN. I mean CNN
Comment about the video source/channel (CNN vs DNN), not about immigration or policy content.
Meta-Commentary
0.95
@rippleforeskinxrp358
Mar 4, 2025
Amazing job by the interviewer !
Amazing job by the interviewer !
Comment praises the interviewer's performance, directly addressing the video/content itself rather than immigration policy.
Meta-Commentary
0.95
kenz5873
Feb 23, 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
¿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
Very well spoken, clear and precise.
Very well spoken, clear and precise.
Comment praising the speaker's communication style rather than engaging with substantive content.
Meta-Commentary
0.95
@sonnydong3726
Mar 4, 2025
CNN is fake news
CNN is fake news
Commenter makes a statement about media credibility, critiquing CNN rather than engaging with the video's substantive content.
Meta-Commentary
0.95
@zackattack8903
Mar 4, 2025
I attempted to try the test after watching this video once, and after my first test; I passed! This video is amazing, thank you for making this—it really helped. I’m so grateful. 🎉
I attempted to try the test after watching this video once, and after my first test; I passed! This video is amazing, thank you for making this—it really helped. I’m so grateful. 🎉
Comment about the video itself, praising its quality and expressing gratitude for the educational content.
Meta-Commentary
0.95
Jeetgill123
Sep 9, 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)