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
CTV=who cares.
CTV=who cares.
Dismissive comment about the news source (CTV) itself rather than engaging with immigration content.
Meta-Commentary
0.95
kraxxis
Dec 30, 2025
Bro got infinite views trick
Bro got infinite views trick
Comments on the video itself, referencing a viral content strategy ('infinite views trick').
Meta-Commentary
0.95
cosmicxcreation
Feb 18, 2026
Donald Trump
Donald Trump
Bare mention of a political figure with no substantive argument or context, likely spam or low-effort commentary.
Meta-Commentary
0.95
@dustinbennett5346
Mar 4, 2025
So, YouTube, I used some pretty mean language, didn't I? But it's ok for you to post sexually suggestive garbage in your videos, right? You're a joke YouTube.
So, YouTube, I used some pretty mean language, didn't I? But it's ok for you to post sexually suggestive garbage in your videos, right? You're a joke YouTube.
The comment directly addresses YouTube's moderation policies and content standards, critiquing the platform itself.
Meta-Commentary
0.95
@ReinerBoehme-r7d
Mar 4, 2025
15:00 😂 epic
15:00 😂 epic
References a specific timestamp in the video with a laughing emoji, commenting on the video content itself.
Meta-Commentary
0.95
joswinnoronha1739
Feb 27, 2026
0:18 got me laughing 😆
0:18 got me laughing 😆
Brief reaction to a specific moment in the video, commenting on the video content itself.
Meta-Commentary
0.95
InterestingFindsOnWeb
Jan 27, 2026
Whi is the hot lady on the left?
Whi is the hot lady on the left?
Comment about the video content itself, specifically asking about a person visible in the video.
Meta-Commentary
0.95
@robertspringer5370
Mar 4, 2025
You are HILARIOUS!
You are HILARIOUS!
Direct compliment about the video creator's humor, commenting on the content itself rather than the immigration topic.
Meta-Commentary
0.95
prescottlange
Jan 27, 2026
Where’s the Monsey video with milla?
Where’s the Monsey video with milla?
Commenter is asking about a different video on the channel, directly referencing the platform and content.
Meta-Commentary
0.95
videocassettegallery3690
Feb 19, 2026
Comment section reads like an AI bot farm
Comment section reads like an AI bot farm
Direct observation about the comment section itself, critiquing the quality and authenticity of other commenters.
Meta-Commentary
0.95
@MetalBarboza
Mar 4, 2025
your channel is GOLD
your channel is GOLD
Direct praise of the video/channel itself rather than engaging with immigration content.
Meta-Commentary
0.95
peroxideveins
Mar 2, 2026
Question 13 , the correct answer is New Brunswick not Quebec
Question 13 , the correct answer is New Brunswick not Quebec
Comment correcting the test answer key for a specific question number.
Meta-Commentary
0.95
MatteHawil
Jul 1, 2025
Ques 54 both A and D are correct
Ques 54 both A and D are correct
Comment about the test content itself, disputing answer key for a specific question.
Meta-Commentary
0.95
harmindersingh2011
Jul 1, 2025
He just called trump dump? 8:25
He just called trump dump? 8:25
Commenter is noting a specific moment in the video (timestamp 8:25) and Trudeau's word choice.
Meta-Commentary
0.95
@althafkp4698
Mar 4, 2025
Too many words / be more terse
Too many words / be more terse
Direct criticism of the video's presentation style and length.
Meta-Commentary
0.95
@kathrynmcgee2712
Mar 4, 2025
Passed the test on May 4. This video covered everything. Huge thanks!❤❤❤
Passed the test on May 4. This video covered everything. Huge thanks!❤❤❤
Testimonial about video's effectiveness for test preparation and passing an exam.
Meta-Commentary
0.95
WiserRicherHappier
May 4, 2025
9:34 BRO CMON
9:34 BRO CMON
References a specific timestamp in the video, commenting on the video content itself rather than the immigration topic.
Meta-Commentary
0.95
Alchemyst420
Jan 29, 2026
This was a month ago
This was a month ago
Comments on the temporal context of the video itself rather than its content.
Meta-Commentary
0.95
@dpsplayer3915
Mar 4, 2025
You should invest in some high tech recording devices, such as a better mic, because of background noise it is hard to hear people.
You should invest in some high tech recording devices, such as a better mic, because of background noise it is hard to hear people.
Purely technical feedback about the video's audio quality and recording equipment.
Meta-Commentary
0.95
sahicizm
Oct 13, 2025
The blonde lady is so pretty
The blonde lady is so pretty
Comment about the appearance of a person in the video, unrelated to immigration policy or substantive content.
Meta-Commentary
0.95
@red8615
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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Search
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Discourse Quality (Perspective API)