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
CNN is nearly a relic, an HBS case study candidate of the downfall of a once mediocre entertainment “network”
CNN is nearly a relic, an HBS case study candidate of the downfall of a once mediocre entertainment “network”
Critiques CNN as a media organization rather than engaging with immigration content directly.
Meta-Commentary
0.90
@JJMcClure
Mar 4, 2025
I would listen to bike-man's podcast 👍🏻
I would listen to bike-man's podcast 👍🏻
Commenter expresses interest in a podcast by someone featured in the video, addressing the video content rather than immigration policy.
Meta-Commentary
0.90
scootermann83
Jan 27, 2026
One of the most beautiful ladies ever ever to live. Sorry for typo
One of the most beautiful ladies ever ever to live. Sorry for typo
Off-topic personal comment about appearance unrelated to immigration or policy discussion.
Meta-Commentary
0.90
@stevekohn4841
Mar 4, 2025
Only studied 200 questions and I just passed!!! Thank you!!!❤
Only studied 200 questions and I just passed!!! Thank you!!!❤
Comment about the video/resource itself (studying questions, passing), not about the immigration topic.
Meta-Commentary
0.90
kp2178
Dec 10, 2025
1:54 i saw charlie kirk
1:54 i saw charlie kirk
Observational comment about spotting a public figure in the video content.
Meta-Commentary
0.90
Khanyo_1
Jan 27, 2026
Only two weeks later they added Russian dubbing 😢
Only two weeks later they added Russian dubbing 😢
Comment about the video's technical feature (Russian dubbing added), not about immigration policy itself.
Meta-Commentary
0.90
Джинглбелтс
Feb 13, 2026
Ohhh fuck here we go, finally
Ohhh fuck here we go, finally
Expresses anticipation about video content with an exclamatory reaction, commenting on what's about to happen in the video.
Meta-Commentary
0.90
codyleblanc1088
Jan 27, 2026
If it's bad news about Trump CNN has it
If it's bad news about Trump CNN has it
Comment critiques CNN's coverage rather than engaging with immigration or policy substance.
Meta-Commentary
0.90
@PeterDurkin-z1x
Mar 4, 2025
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Ive noticed the standard of driving drop in australia in the last few years , people just dont bother indicating anymore .
Comment about Australia's driving standards is completely unrelated to Canadian immigration topic.
Meta-Commentary
0.90
coryparni3620
Jan 27, 2026
why on earth do you interrupt this man in the middle of his speech? what kind of reporting is that?
why on earth do you interrupt this man in the middle of his speech? what kind of reporting is that?
Critiques the video production and interviewing technique rather than engaging with substantive content.
Meta-Commentary
0.90
@rebokfleetfoot
Mar 4, 2025
Brian Cranston behind
Brian Cranston behind
Brief comment about an actor (Brian Cranston) appearing in or related to the video content.
Meta-Commentary
0.90
@Delznope
Mar 4, 2025
The old guy in blue jacket was cool
The old guy in blue jacket was cool
Comment about a person visible in the video itself, offering a subjective observation about their demeanor.
Meta-Commentary
0.90
nonyabusiness557
Feb 13, 2026
Pretty awesome speech!
Pretty awesome speech!
Brief positive evaluation of the video/speech itself without substantive policy engagement.
Meta-Commentary
0.90
@VikingFrog
Mar 4, 2025
The guy on the bike gave the best answers and commentary.
The guy on the bike gave the best answers and commentary.
Evaluates and praises a participant's performance and commentary in the video.
Meta-Commentary
0.90
kenW13
Jan 27, 2026
Special thanks to everyone who made comments to strengthen the credibility of this collection of questions. Indeed they are of immense help. Just passed 19/20 solely by playing this video 3x and on 2x speed. …
Special thanks to everyone who made comments to strengthen the credibility of this collection of questions. Indeed they are of immense help. Just passed 19/20 solely by playing this video 3x and on 2x speed. Best of luck everyone 🍁
Expresses gratitude for the video's educational value and reports personal success, addressing the content and community.
Meta-Commentary
0.90
oludayoayo7087
Dec 18, 2025
can you do plano texas next
can you do plano texas next
Request for the creator to produce similar content about a different location, unrelated to immigration discourse.
Meta-Commentary
0.90
burmesepython1654
Jan 27, 2026
Love the open racism here. Pathetic
Love the open racism here. Pathetic
Critiques the comment section itself for displaying racism, making a meta-observation about discourse quality rather than engaging with immigration policy.
Meta-Commentary
0.90
Vek_Rrud
Jan 27, 2026
Reporting this tacky ass clickbait
Reporting this tacky ass clickbait
Critiques the video's presentation style and framing as clickbait rather than addressing immigration content.
Meta-Commentary
0.90
nubconnor
Jan 27, 2026
thank you so much I was passad my best 19 out of 20.
thank you so much I was passad my best 19 out of 20.
Personal comment about passing a test, unrelated to immigration discourse; appears to be misplaced or spam.
Meta-Commentary
0.90
naimocisman9036
Dec 24, 2025
TYLER COME TO RICHMOND HILL I WANNA SEE UUUU
TYLER COME TO RICHMOND HILL I WANNA SEE UUUU
Direct address to content creator 'Tyler' requesting he visit Richmond Hill, focused on the video/creator rather than immigration topic.
Meta-Commentary
0.90
Banan_monke1
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)