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
This is pretty racist.
This is pretty racist.
Evaluates the video content itself as racist rather than engaging with substantive arguments.
Meta-Commentary
0.92
user-kivi0220
Sep 20, 2025
man what the sponsor is obviously fake 😭
man what the sponsor is obviously fake 😭
The commenter is critiquing the video's sponsor as fake, making an observation about the video content itself.
Meta-Commentary
0.92
martykaspik
Jan 27, 2026
Awesome video. So amazing. 🇨🇦. This should be on Netflix. 😂.
Awesome video. So amazing. 🇨🇦. This should be on Netflix. 😂.
Directly praises the video quality and suggests it belongs on Netflix, focusing entirely on the content and platform rather than immigration policy.
Meta-Commentary
0.92
susanma3483
Feb 17, 2026
Thank you for this great speech
Thank you for this great speech
Generic praise of the video/speech with no substantive engagement with immigration policy or discourse.
Meta-Commentary
0.92
@Marthalisa-sx2bl
Mar 4, 2025
Man I love your shit but you HAVE to quit with the AI. If anything’s going to make me cancel my Patreon subscription and stop watching you it’s going to be the SLOP.
Man I love your shit but you HAVE to quit with the AI. If anything’s going to make me cancel my Patreon subscription and stop watching you it’s going to be the SLOP.
Directly critiques the video creator's use of AI and threatens to withdraw support, focusing on the content production itself.
Meta-Commentary
0.92
niobisad
Jan 27, 2026
Not Abrigado..... Obrigado.... get your Português certo.:)
Not Abrigado..... Obrigado.... get your Português certo.:)
Corrects a linguistic error in the video content, commenting on the accuracy of Portuguese language usage.
Meta-Commentary
0.92
DarknesssVitor
Mar 1, 2026
can we get rid of this guy the quality of the videos has gone down so much i used to like this guy
can we get rid of this guy the quality of the videos has gone down so much i used to like this guy
Comment critiques the channel creator and video quality, directly addressing the YouTube content rather than immigration policy.
Meta-Commentary
0.92
OliverZach-q9r
Jan 27, 2026
This account and its comments are pure racism
This account and its comments are pure racism
Commenter critiques the account and other comments themselves, making a meta-observation about the discourse rather than engaging with immigration policy.
Meta-Commentary
0.92
Azerbaijani_44
Jan 27, 2026
Come on Vassy you not that naive. You are embarrassing yourself.
Come on Vassy you not that naive. You are embarrassing yourself.
Dismissive personal attack on the video creator's intelligence and credibility rather than substantive argument.
Meta-Commentary
0.92
DarleneRamsay-le6bz
Feb 24, 2026
The background music on this video is wildly inappropriate for the topic.
The background music on this video is wildly inappropriate for the topic.
Critique of the video's production choices (background music) rather than engagement with immigration content.
Meta-Commentary
0.92
moi1151
Jun 18, 2025
remember what markiplier said abuot honey everybody. no company can pay people for ads and give coustomers money for free without some sketchy buisnes. Sorry that ad pissed me off youll see in 2 years
remember what markiplier said abuot honey everybody. no company can pay people for ads and give coustomers money for free without some sketchy buisnes. Sorry that ad pissed me off youll see in 2 years
Criticizes an advertisement in the video itself, referencing a YouTuber's commentary on sponsored content.
Meta-Commentary
0.92
Ejsaun42
Jan 29, 2026
4mi views in just 6 hours? Dude, I mean something is definitely changing.
4mi views in just 6 hours? Dude, I mean something is definitely changing.
Comments on the video's view count and engagement metrics, reflecting on the video itself rather than the substantive topic.
Meta-Commentary
0.92
@Tapostlevonesus
Mar 4, 2025
Oh Yea, drake is cool shout out Canada
Oh Yea, drake is cool shout out Canada
Off-topic comment praising Drake and Canada unrelated to the video's immigration policy discussion.
Meta-Commentary
0.92
@guesswho4190
Mar 4, 2025
The smuggling part was 100% acting.
The smuggling part was 100% acting.
Critiques the authenticity of a specific scene in the video, questioning its documentary value.
Meta-Commentary
0.92
DrJB
Jan 27, 2026
Same in the UK.
Same in the UK.
Brief acknowledgment of a previous comment's point about the UK, functioning as meta-commentary on the discussion thread.
Meta-Commentary
0.92
coralreef909
Sep 21, 2025
You need to do a video sbout hamilton ontario lol
You need to do a video sbout hamilton ontario lol
Requests video content about a specific Canadian city, commenting on the video series rather than immigration policy.
Meta-Commentary
0.92
Xoxokissmexoxo1996
Jan 27, 2026
I watched this video 3-4 times and got 19/20 and read discover Canada as well 1 time, such a good and helpful video
I watched this video 3-4 times and got 19/20 and read discover Canada as well 1 time, such a good and helpful video
Commenter discusses the video itself, praising its quality and helpfulness for studying Canadian citizenship material.
Meta-Commentary
0.92
ashutosh502
Feb 19, 2026
Welcome to Halifax, Brian Lilley!
Welcome to Halifax, Brian Lilley!
Brief greeting or acknowledgment directed at a specific person mentioned in the video, commenting on the video content itself.
Meta-Commentary
0.92
KimberlyCharron
Feb 27, 2026
Another dumbhead content just scroll it out 1:01
Another dumbhead content just scroll it out 1:01
Dismissive comment about the video content quality itself, not engaging with immigration policy substance.
Meta-Commentary
0.92
BlackCat-w6e
Feb 6, 2026
Translating language is Hindi. The guy is not punjabi. He is Haryanvi.
Translating language is Hindi. The guy is not punjabi. He is Haryanvi.
Factual correction about linguistic/ethnic identity of a person in the video, focused on accuracy of video content rather than immigration policy.
Meta-Commentary
0.92
whispersofveracity63
Jan 27, 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)