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 just lost me when referencing peter navaro.i guess that is why I wont waste my sanity with CNN
Cnn just lost me when referencing peter navaro.i guess that is why I wont waste my sanity with CNN
Comment about media outlet (CNN) and its editorial choices, expressing loss of trust in the news source itself.
Meta-Commentary
0.90
@PaulMayerhofer-bi6mk
Mar 4, 2025
You legend you!
You legend you!
Brief praise directed at the video creator or content, with no substantive engagement with immigration topic.
Meta-Commentary
0.90
Johnny_izKs
Jan 28, 2026
Guy on the bike is spitting nothing but facts
Guy on the bike is spitting nothing but facts
Comment about the video content and a person featured in it, endorsing their statements.
Meta-Commentary
0.90
432HertzMafia
Feb 27, 2026
Terribly scripted sting operation videos keep coming.
Terribly scripted sting operation videos keep coming.
Commenter critiques the video itself as scripted and manipulative rather than engaging with immigration content.
Meta-Commentary
0.90
flakeyskin
Jan 28, 2026
Shame american media
Shame american media
Brief criticism of American media coverage, commenting on the media institution rather than substantive policy or immigration issues.
Meta-Commentary
0.90
@humanbeing-0
Mar 4, 2025
That blond woman at the start stated it perfectly.
That blond woman at the start stated it perfectly.
Comment references a specific person in the video without substantive engagement with immigration topic.
Meta-Commentary
0.90
LilAngelPrincess95
Sep 10, 2025
Also that guy on the bike with the high vis vest is spittin.
Also that guy on the bike with the high vis vest is spittin.
Comment about a specific person featured in the video rather than substantive immigration discussion.
Meta-Commentary
0.90
MrGodPowered
Jan 28, 2026
Finally an honest review
Finally an honest review
Brief comment evaluating the video content itself rather than engaging with immigration discourse substantively.
Meta-Commentary
0.90
Zorro5.1.4
Jan 28, 2026
Bro what that thumbnail bro ?
Bro what that thumbnail bro ?
Directly critiques the video's thumbnail design rather than engaging with immigration content.
Meta-Commentary
0.90
nithinreddysalkuti6908
Jan 28, 2026
THIS IS LEADING!!!
THIS IS LEADING!!!
Comment about the video content itself, expressing enthusiasm for what is being presented.
Meta-Commentary
0.90
@CTruth4u
Mar 4, 2025
I love helmet guy))))
I love helmet guy))))
References a specific moment in the video ('helmet guy'), indicating commentary about video content rather than the immigration topic itself.
Meta-Commentary
0.90
levankukulava8536
Jan 28, 2026
That guy in the orange on the bike was wildly honest with his views on things lol
That guy in the orange on the bike was wildly honest with his views on things lol
Comment about a specific person featured in the video and their on-camera statements.
Meta-Commentary
0.90
Teabone3
Jan 27, 2026
3:46 😂 u are by far the best content creator on this app
3:46 😂 u are by far the best content creator on this app
Commenter praises the content creator and references a specific timestamp (3:46), engaging purely in meta-commentary about the video and creator.
Meta-Commentary
0.90
connorcollinsmsu
Jan 27, 2026
as a Canadian THIS WAS NOT PROMPTED IN MY ALOGORITHM ... I only know about this because i went to Tylers page lol
as a Canadian THIS WAS NOT PROMPTED IN MY ALOGORITHM ... I only know about this because i went to Tylers page lol
Comment about YouTube's algorithm and how the commenter discovered the video, focusing on the platform mechanics rather than immigration content.
Meta-Commentary
0.90
artiemasters9366
Jan 27, 2026
lol 60 yrs ago and showing year 2000's
lol 60 yrs ago and showing year 2000's
Criticism of the video's presentation, noting a temporal inconsistency between the claimed timeframe and shown footage.
Meta-Commentary
0.90
doucefrance5481
Oct 23, 2025
least blur mans face smh
least blur mans face smh
Critiques the video production choice regarding face blurring of an interview subject.
Meta-Commentary
0.90
joeburrow880
Feb 26, 2026
Bike guy is 100% truthful and accurate.
Bike guy is 100% truthful and accurate.
Evaluates the credibility of a video creator ('bike guy'), commenting on the content rather than the immigration topic itself.
Meta-Commentary
0.90
servo1056
Jan 27, 2026
Being traffic for youtube, bad. Being traffic for journalism, good.
Being traffic for youtube, bad. Being traffic for journalism, good.
Comment critiques the video's approach to traffic/engagement rather than discussing immigration substantively.
Meta-Commentary
0.90
EnigmaMachine-lo4rs
Jan 27, 2026
7:29 that was a SHIA muslim
7:29 that was a SHIA muslim
References a specific timestamp in the video to correct or clarify a detail about religious identity shown.
Meta-Commentary
0.90
Rmkhan2001
Oct 11, 2025
More actual journalism per vid than years of MSM trash.
More actual journalism per vid than years of MSM trash.
Evaluates the video's journalistic quality compared to mainstream media, commenting on the channel's content.
Meta-Commentary
0.90
damianmougakos3507
Feb 26, 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)