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
2:35 *Indian 500
2:35 *Indian 500
Appears to be a timestamp reference or correction about video content, not substantive discourse.
Meta-Commentary
0.95
DikkTrikkle
Jan 29, 2026
Speech speech speech
Speech speech speech
Dismissive comment about the video content itself, suggesting it is merely rhetoric without substance.
Meta-Commentary
0.95
@claudiaalexander3194
Mar 5, 2025
Great interview
Great interview
Simple praise of the interview itself with no substantive policy or argument content.
Meta-Commentary
0.95
verarice3758
Feb 17, 2026
Where can I find this woman I’d like to post her video.
Where can I find this woman I’d like to post her video.
Comment about the video and its creator, seeking to share or locate the content.
Meta-Commentary
0.95
Rollergirlangel
Sep 15, 2025
Well done. Nicely put together.
Well done. Nicely put together.
Comment praising the video's production quality and presentation.
Meta-Commentary
0.95
icoo44
Aug 25, 2025
I wish there was a more proper conclusion to the smuggling part. It's a little unclear if you bailed out, if they bailed on you, or if you proceeded with the rest. Great video otherwise!
I wish there was a more proper conclusion to the smuggling part. It's a little unclear if you bailed out, if they bailed on you, or if you proceeded with the rest. Great video otherwise!
Directly critiques the video's narrative structure and clarity while offering overall praise for the content.
Meta-Commentary
0.95
Slavolko
Jan 27, 2026
Shorty in the back kinda cute
Shorty in the back kinda cute
Off-topic personal observation about someone visible in the video, unrelated to the immigration discussion.
Meta-Commentary
0.95
@takla9256
Mar 4, 2025
sooooo many bot comments
sooooo many bot comments
Direct observation about the comment section itself, noting suspicious bot activity.
Meta-Commentary
0.95
@charlesyaryan6619
Mar 4, 2025
The scream mask at the end is terrifying
The scream mask at the end is terrifying
Comment about a visual element in the video itself, unrelated to immigration discourse.
Meta-Commentary
0.95
kenpachi1114
Jan 27, 2026
Disliking for the thumbnail
Disliking for the thumbnail
Direct comment about the video's thumbnail rather than its content.
Meta-Commentary
0.95
@collarsncolours
Mar 4, 2025
This short video was better than the entire movie of "One Battle After Another"
This short video was better than the entire movie of "One Battle After Another"
Evaluates the video quality compared to another media product, commenting on the content itself rather than immigration.
Meta-Commentary
0.95
TheTanelChannel
Jan 27, 2026
17:02 he sai he does not want to talk to u from what it sounds like
17:02 he sai he does not want to talk to u from what it sounds like
References a specific timestamp in the video and comments on the speaker's apparent unwillingness to engage, directly addressing video content.
Meta-Commentary
0.95
Mann-s4r
Jan 29, 2026
15:24 is genius
15:24 is genius
Direct comment about the video content at a specific timestamp.
Meta-Commentary
0.95
TheMusicMenace
Jan 29, 2026
1.5 million views!
1.5 million views!
Comments on video metrics (view count), not on immigration or policy content.
Meta-Commentary
0.95
@rr62csus
Mar 4, 2025
'more nicer'? do you mean more nice or nicer?
'more nicer'? do you mean more nice or nicer?
Critiques grammar/language use in the video content itself ('more nicer').
Meta-Commentary
0.95
@smithpm81
Mar 4, 2025
I hate when you start interrupting each other while you speak
I hate when you start interrupting each other while you speak
Critiques the video production quality, specifically the hosts interrupting each other during the discussion.
Meta-Commentary
0.95
@luisasantiago6912
Mar 4, 2025
Well said!❤
Well said!❤
Brief affirmation of a previous comment with emoji, constituting meta-commentary on other commenters' statements.
Meta-Commentary
0.95
nancypearson1353
Aug 25, 2025
Without trump cnn ratings aremin toilet
Without trump cnn ratings aremin toilet
Comment about CNN ratings and media coverage rather than immigration or policy substance.
Meta-Commentary
0.95
@cherrymilky9743
Mar 4, 2025
https://www.youtube.com/shorts/8zzQ4lOHbT8 😔😔😔
https://www.youtube.com/shorts/8zzQ4lOHbT8 😔😔😔
Shares a link to another YouTube video with emotional reaction, commenting on external content rather than the main discussion.
Meta-Commentary
0.95
FatCatking-l6w
Sep 22, 2025
7:48 ...what.
7:48 ...what.
Brief reaction to a specific moment in the video (7:48), expressing confusion or surprise about video content.
Meta-Commentary
0.95
@ThePilotGear
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)