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
Why'd they cut off the Q&A ??? Understand cutting of when he started speaking in French, but the Q&A is English. We don't care for the pundits ,we wanted to hear what the Prime minister …
Why'd they cut off the Q&A ??? Understand cutting of when he started speaking in French, but the Q&A is English. We don't care for the pundits ,we wanted to hear what the Prime minister had to say
Critiques the video editing and production choices, expressing frustration about what was cut from the broadcast rather than discussing immigration policy.
Meta-Commentary
0.90
@uTsepho
Mar 5, 2025
@9:40 this ridiculous sponser gives Honey vibes. It begs the literal exact question that Markiplier asked about Honey years before the scandal was revealed.
@9:40 this ridiculous sponser gives Honey vibes. It begs the literal exact question that Markiplier asked about Honey years before the scandal was revealed.
Critique of video sponsorship and comparison to prior YouTube controversies, focused on the video itself rather than immigration.
Meta-Commentary
0.90
formedbyfusion
Jan 29, 2026
8:29 wait thats the new Brampton
8:29 wait thats the new Brampton
References a specific timestamp in the video, commenting on video content rather than immigration policy.
Meta-Commentary
0.90
VarunRathour786
Feb 24, 2026
Make a video about black fatigue
Make a video about black fatigue
Request for the video creator to cover a different topic, commenting on channel content rather than immigration itself.
Meta-Commentary
0.90
TylerUnnsteins
Aug 26, 2025
The AI slop visualisation was so funny 😭
The AI slop visualisation was so funny 😭
Comment about the video's visual presentation (AI visualization), critiquing the production rather than the immigration topic.
Meta-Commentary
0.90
unnamedmad
Jan 27, 2026
Bro 100% correct. Every single thing about this video is accurate and true.
Bro 100% correct. Every single thing about this video is accurate and true.
Comment about the video itself, affirming its accuracy and truthfulness without adding substantive argument.
Meta-Commentary
0.90
je10022
Aug 25, 2025
You're an idiot ??
You're an idiot ??
Direct personal insult directed at another commenter, constituting meta-commentary about the discussion rather than substantive discourse.
Meta-Commentary
0.90
@ljamestafaoa5857
Mar 5, 2025
I love your content but you have to work on your thumbnails because the portray a certain kind of view before you even watch it
I love your content but you have to work on your thumbnails because the portray a certain kind of view before you even watch it
Directly critiques the video's thumbnail design and its messaging, commenting on the content presentation itself.
Meta-Commentary
0.90
EricSam-m4b
Jan 29, 2026
Calling him just Donald... interesting.
Calling him just Donald... interesting.
Observes and comments on the video's linguistic choice (calling Trump 'Donald' rather than 'Trump') rather than substantive content.
Meta-Commentary
0.90
@gumus6625
Mar 4, 2025
I am surprised that you actually didn't cut the interview short?
I am surprised that you actually didn't cut the interview short?
Comments on the interviewer's editorial choices rather than the immigration policy content itself.
Meta-Commentary
0.90
jamesnichol9908
Feb 24, 2026
Let them be Trudeau
Let them be Trudeau
Minimal comment expressing vague support for Trudeau; primarily a reaction without substantive discourse content.
Meta-Commentary
0.90
@rosaliapacheco2409
Mar 4, 2025
The bots are really upset about this. Look at them go.
The bots are really upset about this. Look at them go.
Comments on other commenters' behavior and the comment section itself rather than the immigration topic.
Meta-Commentary
0.90
@deathtoraiden2080
Mar 4, 2025
I will address this to on my channel
I will address this to on my channel
Comment about the commenter's own channel and intention to address content elsewhere, not engaging with the video topic.
Meta-Commentary
0.90
@TyronneWest
Mar 4, 2025
The guy with the bike is 100% right
The guy with the bike is 100% right
Brief comment referencing another commenter's argument without substantive content of its own.
Meta-Commentary
0.90
wesoly757
Jan 29, 2026
He’s so repulsive in so many ways I couldn’t watch the entirety
He’s so repulsive in so many ways I couldn’t watch the entirety
Comment expresses personal reaction to the video content/speaker rather than engaging with immigration policy substantively.
Meta-Commentary
0.90
@tonye4176
Mar 4, 2025
Like bro is definitely behind india for views
Like bro is definitely behind india for views
Comment about the video's view count and comparison to India, unrelated to immigration policy itself.
Meta-Commentary
0.90
swativasantpatil9615
Jan 27, 2026
2:07 this is the best opinion in this whole video
2:07 this is the best opinion in this whole video
Commenter references a specific timestamp and endorses a particular opinion presented in the video.
Meta-Commentary
0.90
kendalarley2277
Jan 29, 2026
9:30 what a gamelord
9:30 what a gamelord
Brief comment referencing a specific moment in the video with casual praise.
Meta-Commentary
0.90
AVoidDances
Jan 29, 2026
Bring the bike guy to a podcast
Bring the bike guy to a podcast
Comment requests content featuring a specific person from the video, addressing the creator/channel rather than immigration policy.
Meta-Commentary
0.90
redpill6995
Jan 29, 2026
Disgusting propaganda.
Disgusting propaganda.
Brief dismissive comment about the video itself, characterizing it as propaganda without substantive argument.
Meta-Commentary
0.90
judyives1832
Aug 26, 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)