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
09:00 The guy saying they walk naked is himself naked on the road ..what a Hypocrite
09:00 The guy saying they walk naked is himself naked on the road ..what a Hypocrite
Critiques a specific person featured in the video, calling out perceived hypocrisy in their statements.
Meta-Commentary
0.90
55deepak555
Sep 19, 2025
Woah, what a friggin' teaser 😳 You must be Nick Shirley's mentor! Kudos 🎉
Woah, what a friggin' teaser 😳 You must be Nick Shirley's mentor! Kudos 🎉
Comment addresses the video content and praises the creator/interviewer directly.
Meta-Commentary
0.90
scorpiorising5467
Jan 28, 2026
Another racist video. Shockers.
Another racist video. Shockers.
Direct criticism of the video itself as racist content, commenting on the creator's intent rather than immigration policy.
Meta-Commentary
0.90
viratkolhi4320
Jan 28, 2026
I've been waiting for this one.
I've been waiting for this one.
Comment about anticipation for the video itself rather than substantive engagement with immigration topic.
Meta-Commentary
0.90
Muscle_Chan
Jan 28, 2026
Fake comments.
Fake comments.
Dismisses the comments section itself as inauthentic, commenting on the video's discourse rather than the topic.
Meta-Commentary
0.90
@MINDSOULDPOS
Mar 4, 2025
hey if you don't stop using AI, you've lost me as a subscriber. and probably a lot of other people.
hey if you don't stop using AI, you've lost me as a subscriber. and probably a lot of other people.
Directly critiques the video's use of AI and threatens to unsubscribe, commenting on the content creation method.
Meta-Commentary
0.90
b0ngwat3rbrat
Jan 28, 2026
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
Stay awesome, based bike guy
Stay awesome, based bike guy
Comment about the video creator ('bike guy'), addressing the content producer rather than discussing immigration policy.
Meta-Commentary
0.90
Pyromantic.0_0
Jan 28, 2026
A proper leader, bravo
A proper leader, bravo
Brief praise of the speaker or their leadership response.
Meta-Commentary
0.90
@ndystevens4051
Mar 5, 2025
Interviewing a man in the middle of the road asking about bad drivers…
Interviewing a man in the middle of the road asking about bad drivers…
Comments on the video content itself, describing the interviewing scene and framing shown in the footage.
Meta-Commentary
0.90
ali3lia
Jan 27, 2026
This video is just full of racist rethoric
This video is just full of racist rethoric
Critiques the video itself as racist rhetoric rather than engaging with immigration policy or substantive arguments.
Meta-Commentary
0.90
Oberonjames
Sep 19, 2025
thank u for covering this
thank u for covering this
A direct comment about the video content itself, thanking the creator for covering the topic.
Meta-Commentary
0.90
LASupreme1k
Jan 28, 2026
smart timing to drop this strong speech calling Trump out, on the morning when trumps address to congress is later tonight. Trump will be fuming and unhinged for all to see
smart timing to drop this strong speech calling Trump out, on the morning when trumps address to congress is later tonight. Trump will be fuming and unhinged for all to see
Comments on the strategic timing and media impact of Trudeau's speech relative to Trump's congressional address.
Meta-Commentary
0.90
@frankb3607
Mar 4, 2025
Guy on the bike is a chad
Guy on the bike is a chad
Brief comment about a person in the video using slang, focused on the video content rather than immigration policy.
Meta-Commentary
0.90
AcidRefluxxx
Jan 28, 2026
You're all hilarious
You're all hilarious
Generic comment about other commenters being funny, addressing the comment section rather than the topic.
Meta-Commentary
0.90
@RylzMunkister
Mar 4, 2025
Wow Racism and Rage Bait.Sooo original 👏👏👏
Wow Racism and Rage Bait.Sooo original 👏👏👏
Comment critiques the video itself for containing racism and rage-baiting content, directly addressing the video's nature and intent.
Meta-Commentary
0.90
tbd-rg4xt
Jan 28, 2026
This is what I’ve been waiting for!!!
This is what I’ve been waiting for!!!
Brief expression of anticipation for the video content itself without substantive engagement with immigration topics.
Meta-Commentary
0.90
RichardCooper-t3x
Jan 28, 2026
SEEN YOUR vid from @theplebreporter. YOUR SO CRAZY BRO!!! THANK YOU FOR EXPODING CSNSDIAN CRIME!!!!
SEEN YOUR vid from @theplebreporter. YOUR SO CRAZY BRO!!! THANK YOU FOR EXPODING CSNSDIAN CRIME!!!!
Engagement with the video creator and cross-promotion of another channel, not substantive immigration discourse.
Meta-Commentary
0.90
MadMackz
Jan 28, 2026
Man this is so damn embarrassing
Man this is so damn embarrassing
Brief expression of embarrassment about the video content or situation, without substantive engagement.
Meta-Commentary
0.90
@twizzwinton
Mar 4, 2025
bike guy is awesome
bike guy is awesome
Brief positive comment about a person featured in the video.
Meta-Commentary
0.90
HelioV1
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)