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
Blah blah song of the year ?
Blah blah song of the year ?
Comment dismissively references the video content itself rather than engaging with substantive immigration or political discourse.
Meta-Commentary
0.90
@Pierrepro_1
Mar 4, 2025
The guy on the bike is wild
The guy on the bike is wild
Brief observation about a person featured in the video, commenting on their behavior or presentation rather than the immigration topic.
Meta-Commentary
0.90
Thatdude43224
Jan 27, 2026
Soon Danielle will find something else to blame for her failure as premier in Alberta.
Soon Danielle will find something else to blame for her failure as premier in Alberta.
Comments on a political figure's credibility and motivations rather than engaging with immigration policy itself.
Meta-Commentary
0.90
1meetup
Jan 16, 2026
This comment section is a bunch of blue pilled, smooth brained socialists
This comment section is a bunch of blue pilled, smooth brained socialists
Directly critiques other commenters rather than engaging with immigration policy or substantive issues.
Meta-Commentary
0.90
@vanovatrio
Mar 4, 2025
A lot of bots on CNN..??
A lot of bots on CNN..??
Comment critiques the video platform/channel (CNN) and its commenters rather than engaging with the substantive topic.
Meta-Commentary
0.90
@ehold6877
Mar 4, 2025
2:08 respect to that man
2:08 respect to that man
Direct reference to a specific timestamp and person in the video, expressing respect for their actions.
Meta-Commentary
0.90
Mtchaser
Jan 27, 2026
These channel most videos based on rage baiting and racism
These channel most videos based on rage baiting and racism
Directly critiques the video channel's content strategy and editorial approach rather than discussing immigration itself.
Meta-Commentary
0.90
shaikhabdulaziz759
Nov 2, 2025
Very well said and without looking at a script!
Very well said and without looking at a script!
Comment about the video/speaker's performance ('without looking at a script'), not about immigration policy itself.
Meta-Commentary
0.90
@alexis_analysis
Mar 4, 2025
Very strong dose of XENOPHOBIA! NICE ROCCO
Very strong dose of XENOPHOBIA! NICE ROCCO
Directly critiques the video content and creator (Rocco) for xenophobic messaging, commenting on the video itself rather than the immigration topic.
Meta-Commentary
0.90
shahindranmoonieya4742
Oct 26, 2025
12:47 Oh, the puns! 😂 🙄 😅
12:47 Oh, the puns! 😂 🙄 😅
Direct reaction to video content at specific timestamp, commenting on puns and the creator's humor.
Meta-Commentary
0.90
Mrs.LadeyBug
Jan 28, 2026
Thank you for letting us know.
Thank you for letting us know.
Brief acknowledgment of the video content itself, thanking the creator for information sharing.
Meta-Commentary
0.90
EyeofSekhmet
Nov 21, 2025
Anyone else think the use of “ai slop visualization” during the car ride into USA counts as yellow journalism? I think that’s a textbook example.
Anyone else think the use of “ai slop visualization” during the car ride into USA counts as yellow journalism? I think that’s a textbook example.
Critique of the video's visual presentation and journalistic integrity, focusing on production choices rather than immigration substance.
Meta-Commentary
0.90
Bnmig
Jan 27, 2026
What a man!!!!
What a man!!!!
Enthusiastic but non-substantive praise of an individual without policy engagement or argument.
Meta-Commentary
0.90
@BabelEnkidu
Mar 4, 2025
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
Comment about the reporter's behavior and content creation approach rather than immigration policy itself.
Meta-Commentary
0.90
recollectionofmemory
Feb 7, 2026
Dude hello, 5 million views in 7 hours. People are WATCHING.
Dude hello, 5 million views in 7 hours. People are WATCHING.
Comment about the video's viewership metrics and audience engagement rather than the immigration topic itself.
Meta-Commentary
0.90
@seag1492
Mar 4, 2025
Guy in the safety vest was cookin
Guy in the safety vest was cookin
A brief, casual observation about a person visible in the video, commenting on video content rather than immigration discourse.
Meta-Commentary
0.90
l2ayjitsu
Jan 27, 2026
Great content lately your not missing at all. Should be bigger, your way better then that mormon.
Great content lately your not missing at all. Should be bigger, your way better then that mormon.
Comment evaluates the video channel's content quality and compares it to another creator.
Meta-Commentary
0.90
scottswift8153
Jan 27, 2026
Bots in the CNN comments loving this ???
Bots in the CNN comments loving this ???
Comment about other commenters and platform dynamics rather than the substantive topic.
Meta-Commentary
0.90
@mountainstomarshes8966
Mar 4, 2025
CNN loves it when someone else is dissing their own president ????
CNN loves it when someone else is dissing their own president ????
Comments on media behavior (CNN's editorial choices) and how they cover political content, focusing on the video/media context rather than immigration policy.
Meta-Commentary
0.90
@allansamuel7431
Mar 4, 2025
Not going to Yosemite anymore. Banff is way better.
Not going to Yosemite anymore. Banff is way better.
Off-topic comment about tourism destinations unrelated to the video's immigration/political content.
Meta-Commentary
0.90
@lfsm9380
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)