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
Tyler bro why you in my neighborhood 😭✌️
Tyler bro why you in my neighborhood 😭✌️
Addresses the video creator directly with a casual, joking comment about their presence in the neighborhood.
Meta-Commentary
0.90
gonkdroidincarnate4237
Feb 14, 2026
I wanna see you do a video in Leicester, England next
I wanna see you do a video in Leicester, England next
Request directed at the video creator to produce content about a different location.
Meta-Commentary
0.90
KtotheC
Nov 20, 2025
love how he only referred to him as Donald
love how he only referred to him as Donald
Observes and comments on the video's content—specifically how the speaker referred to Trump by first name only.
Meta-Commentary
0.90
@crguy101
Mar 4, 2025
#13 is incorrect. The correct answer is New Brunswick
#13 is incorrect. The correct answer is New Brunswick
Factual correction about video content, addressing an error in the source material itself.
Meta-Commentary
0.90
Suzetteleier25
Nov 25, 2025
5:20 Everything you need to know.
5:20 Everything you need to know.
References a specific timestamp in the video, directing attention to particular content within the video itself.
Meta-Commentary
0.90
frmSIB
Feb 15, 2026
Trudeau finishes at 9:32
Trudeau finishes at 9:32
Comment about the video itself, noting a timestamp where a speaker finishes.
Meta-Commentary
0.90
@ziziroberts8041
Mar 4, 2025
I think my comment could have been deleted so back at it again - great video per usual!
I think my comment could have been deleted so back at it again - great video per usual!
Commenter references their previous comment being deleted and praises the video creator.
Meta-Commentary
0.90
rribzz
Jan 27, 2026
Sidoo the smuggler is a character from those old Ownage pranks videos 😂
Sidoo the smuggler is a character from those old Ownage pranks videos 😂
References a character from another media source (Ownage pranks), treating video content as entertainment reference rather than substantive immigration discussion.
dialm4masala718
Jan 27, 2026
19/20 and this guide helped me with at least 2 of those (i could remember having learned them here). This was legit.
19/20 and this guide helped me with at least 2 of those (i could remember having learned them here). This was legit.
Comment about the video content itself, praising its educational value and relevance.
Meta-Commentary
0.90
silascouto9271
Nov 20, 2025
He feels so fake when he talks
He feels so fake when he talks
Personal critique of Trudeau's communication style and authenticity rather than substantive policy discussion.
Meta-Commentary
0.90
@jeremyallen3556
Mar 4, 2025
This is B.S.
This is B.S.
Brief dismissive comment about the video or topic itself without substantive argument.
Meta-Commentary
0.90
tedr1657
Nov 24, 2025
Excellent speech.
Excellent speech.
Brief praise of the video content itself without substantive engagement with immigration or policy topics.
Meta-Commentary
0.90
@KellieSuePeters
Mar 5, 2025
Stopped watching right after he start advertising mobile gambling games!
Stopped watching right after he start advertising mobile gambling games!
Criticism of the video creator's advertising practices and decision to stop watching, directly commenting on the video content itself.
Meta-Commentary
0.90
ibekatabaev968
Jan 27, 2026
🥺🥺😤😤😤😩😩☹️☹️☹️😔😔🫣🤫🤫🫠🤥🫡🥶🫤😑
🥺🥺😤😤😤😩😩☹️☹️☹️😔😔🫣🤫🤫🫠🤥🫡🥶🫤😑
Emoji-only comment expressing emotional reaction to the video content without substantive discourse.
Meta-Commentary
0.90
StickBoom-g9g
Feb 15, 2026
Just a technical term but that guy is a human smuggler not a trafficker. trafficking is when you are taken somewhere against your will. smuggling is when you are willfully being moved into the other …
Just a technical term but that guy is a human smuggler not a trafficker. trafficking is when you are taken somewhere against your will. smuggling is when you are willfully being moved into the other area.
Corrects terminology used in the video, focusing on definitional accuracy rather than substantive immigration debate.
Meta-Commentary
0.90
999Arawn
Jan 27, 2026
Finally we getting a good video on this topic
Finally we getting a good video on this topic
Evaluates the video quality and topic coverage, commenting on the content itself rather than immigration policy.
Meta-Commentary
0.90
RaySmith-i9y
Jan 27, 2026
Dude on the bike is very wise
Dude on the bike is very wise
Brief comment about a person featured in the video, evaluating their character without substantive policy or immigration discussion.
Meta-Commentary
0.90
unkorichie2029
Jan 27, 2026
Not new news
Not new news
Comments on the video content itself, dismissing it as not novel information.
Meta-Commentary
0.90
didial1141
Dec 8, 2025
His tone of voice is truly insufferable
His tone of voice is truly insufferable
Critiques the speaker's delivery and tone rather than engaging with substantive content.
Meta-Commentary
0.90
@delaney4195
Mar 4, 2025
Just adding a comment here to be part of History. Donald you fool.
Just adding a comment here to be part of History. Donald you fool.
Comment about participating in the video's comment section and references to Donald Trump without substantive policy discussion.
Meta-Commentary
0.90
@trueflamexp7297
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)