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
Good Bie ! Arrividerbie !
Good Bie ! Arrividerbie !
Brief dismissive comment about the video/topic itself, expressing disengagement rather than substantive argument.
Meta-Commentary
0.92
bendegorro754
Jan 27, 2026
really good fucking reporting!!
really good fucking reporting!!
Praise directed at the video's reporting quality, commenting on the content creator's work rather than immigration itself.
Meta-Commentary
0.92
hydropie
Jan 27, 2026
Is this guy not gone yet ??
Is this guy not gone yet ??
Brief dismissive comment about the video subject (Trudeau), directed at the content rather than the policy issue.
Meta-Commentary
0.92
@joekelly7088
Mar 4, 2025
Another video from this shmok
Another video from this shmok
Dismissive comment about the video creator/channel rather than engaging with immigration content.
Meta-Commentary
0.92
menajemh
Jan 28, 2026
There are wayy too many bots in the comment section...
There are wayy too many bots in the comment section...
Observes and comments on the presence of bots in the YouTube comment section itself.
Meta-Commentary
0.92
@H2Dimitri
Mar 4, 2025
Love the guy in the safety vest
Love the guy in the safety vest
Comment about a person visible in the video content, expressing appreciation for an individual featured in the footage.
Meta-Commentary
0.92
tito5428
Jan 29, 2026
I feel youre making a specific type of video now
I feel youre making a specific type of video now
Observation about the video creator's content strategy and editorial direction.
Meta-Commentary
0.92
statesminds
Jan 28, 2026
Love Tylers videos. I feel like its been a huge and successful journey. Been here since the Big Chungus days when he was still going to UCLA. Then was here for the period where it …
Love Tylers videos. I feel like its been a huge and successful journey. Been here since the Big Chungus days when he was still going to UCLA. Then was here for the period where it seemed like Tyler was going to quit YouTube and follow in his dads footsteps. Tyler didn't give up and is where he is now through perserverance. Great job Tyler!
Comment discusses the video creator's career trajectory and YouTube journey, praising their perseverance and success.
Meta-Commentary
0.92
The_Real_Geronimo
Jan 27, 2026
Michelle is correct.
Michelle is correct.
Brief agreement with a video subject (Michelle) without substantive argument, functioning as commentary on the video content.
Meta-Commentary
0.92
tracieshort6734
Feb 24, 2026
Your thumb nail is so bad what you want to dipict ?
Your thumb nail is so bad what you want to dipict ?
Critiques the video's thumbnail design rather than engaging with immigration content.
Meta-Commentary
0.92
Strain654
Feb 24, 2026
CNN is full of BS. If you listen to these guys you'll be let astray.
CNN is full of BS. If you listen to these guys you'll be let astray.
Criticizes CNN and the video/channel content itself rather than engaging with the immigration or policy topic directly.
Meta-Commentary
0.92
@1InvisionProductions
Mar 4, 2025
Why are these people talking OVER Trudueu and re-explaining what he says?? Is this journalism now?
Why are these people talking OVER Trudueu and re-explaining what he says?? Is this journalism now?
Critiques the video's journalism practices and how other speakers are handling Trudeau's statements, focusing on the media presentation itself.
Meta-Commentary
0.92
@jruizvelasco
Mar 4, 2025
Thank you for making this video.
Thank you for making this video.
Simple expression of gratitude to the video creator, engaging with the content production rather than the immigration topic.
Meta-Commentary
0.92
daggsusa
Jan 27, 2026
Bike guy is hilarious
Bike guy is hilarious
Comments on a specific element of the video content (the 'bike guy'), evaluating the video itself rather than discussing immigration policy.
Meta-Commentary
0.92
Moon_dinosaurs
Jan 27, 2026
15:10 i cant even explain the things i want to do to him
15:10 i cant even explain the things i want to do to him
Comment about the video content itself, referencing a specific timestamp and expressing reaction to the person featured.
Meta-Commentary
0.92
east6371
Sep 10, 2025
im surprised the video is still up after 12 hours
im surprised the video is still up after 12 hours
Comments on the video's status and platform moderation, expressing surprise about its continued availability.
Meta-Commentary
0.92
randoonyoutube
Jan 27, 2026
Fed up? That's an epic understatement...
Fed up? That's an epic understatement...
Responds to the video's framing ('Fed up?') with commentary on the rhetorical understatement used in the content.
Meta-Commentary
0.92
spectrumofreality
Aug 26, 2025
i remember VICE News producing quality content like this, before they went downhill for money. Keep up the good work Tyler Oliveira, 20M subs coming soon! and remember don't be like VICE
i remember VICE News producing quality content like this, before they went downhill for money. Keep up the good work Tyler Oliveira, 20M subs coming soon! and remember don't be like VICE
The comment directly addresses the video creator and channel quality, discussing VICE News and the YouTuber's performance rather than immigration itself.
Meta-Commentary
0.92
zevfeistory
Jan 27, 2026
Why is no one talking about the 2nd part of the story? that shit was INTENSE!!
Why is no one talking about the 2nd part of the story? that shit was INTENSE!!
Comment about the video content itself, asking why viewers aren't discussing a specific part of the video.
Meta-Commentary
0.92
guillermosanchez1224
Jan 27, 2026
The bike guy 😭
The bike guy 😭
Brief comment referencing a specific person or moment in the video content.
Meta-Commentary
0.92
anicharles1757
Feb 5, 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)