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
Dommage, Translate your vidéo an French please, i’am not understand english. Good day of Paris😊
Dommage, Translate your vidéo an French please, i’am not understand english. Good day of Paris😊
Comment addresses the video creator directly requesting translation, focusing on the video itself rather than immigration content.
Meta-Commentary
0.90
nadhiranesrakiaitabdessela4362
Feb 8, 2026
I agree with him
I agree with him
Simple agreement statement with another commenter; purely meta-conversational without substantive content.
Meta-Commentary
0.90
@Kevdog1920
Mar 4, 2025
4:10 I'm trying to eat
4:10 I'm trying to eat
Comment references a specific timestamp in the video, reacting to video content rather than immigration discourse.
Meta-Commentary
0.90
Elqctricyt
Jan 27, 2026
Yo, love your channel. Just found it. Been bingeing all day. Keep exposing the truth unapologetically. All with a phone. Crazy, all u need is a good phone cam.
Yo, love your channel. Just found it. Been bingeing all day. Keep exposing the truth unapologetically. All with a phone. Crazy, all u need is a good phone cam.
Commenter praises the channel and creator, discussing the video platform and production quality rather than immigration content itself.
86TheMedia
Feb 7, 2026
Wish yall hadn't spoken over him so much
Wish yall hadn't spoken over him so much
Critiques the video production itself, noting that speakers were interrupted too much during the speech.
Meta-Commentary
0.90
@thefinestsake1660
Mar 4, 2025
pajacu gdzie polski dubbing⛄
pajacu gdzie polski dubbing⛄
Request for Polish dubbing of the video, commenting on the video itself.
Meta-Commentary
0.90
zingoooooooooo
Feb 7, 2026
Called him Donald!??
Called him Donald!??
Comments on the video content itself, specifically noting how a person was referred to by name.
Meta-Commentary
0.90
@80visionaire
Mar 4, 2025
he is kinda cute
he is kinda cute
Personal observation about the appearance of someone in the video, unrelated to substantive content.
Meta-Commentary
0.90
@Traceer150
Mar 4, 2025
I normally can’t listen to him (or most politicians, honestly) without significant eye rolling, but every once in a while he really nails it ??
I normally can’t listen to him (or most politicians, honestly) without significant eye rolling, but every once in a while he really nails it ??
Comment evaluates the speaker/politician and the video content rather than discussing immigration policy.
Meta-Commentary
0.90
@ellim1585
Mar 4, 2025
Shut up dude
Shut up dude
Dismissive comment directed at the video creator or previous commenter rather than engaging with substantive content.
Meta-Commentary
0.90
@warh3ad715
Mar 4, 2025
I respect this video❤
I respect this video❤
Comment about the video itself expressing appreciation for its content.
Meta-Commentary
0.90
@joravarsingh2621
Mar 6, 2025
Ice watching it
Ice watching it
Brief observation about watching the video, with no substantive claim or argument.
Meta-Commentary
0.90
EliMorales-x3m
Feb 7, 2026
lena diab is easily the dumbest of them all
lena diab is easily the dumbest of them all
Personal attack on a specific individual (likely a public figure), commenting on their competence rather than substantive policy.
Meta-Commentary
0.90
politiciansneverlie
Feb 26, 2026
Scripted op
Scripted op
Dismissive comment about the video's authenticity, questioning whether content is staged.
Meta-Commentary
0.90
yashmitkar6821
Feb 7, 2026
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Personal attack on the video creator's character and social status, commenting on the creator rather than the topic.
Meta-Commentary
0.90
SamWasserman-k5s
Feb 7, 2026
how scraed he looks ?
how scraed he looks ?
Brief observation about the appearance or demeanor of someone in the video, commenting on the video content itself rather than the substantive topic.
Meta-Commentary
0.90
@shikharrana8933
Mar 4, 2025
Thank you!!!! Exactly!!???❤️
Thank you!!!! Exactly!!???❤️
Generic expression of agreement with the video or previous comment without elaborating on substantive content.
Meta-Commentary
0.90
@Yellow930
Mar 4, 2025
Very clear, precise eloquent speech
Very clear, precise eloquent speech
Direct evaluation of the speech/speaker's rhetorical qualities, commenting on the video content itself.
Meta-Commentary
0.90
@ianwatson3315
Mar 4, 2025
@FreedomAlberta47
@FreedomAlberta47
Appears to be a mention/tag of another user, not substantive engagement with immigration discourse.
Meta-Commentary
0.90
FreedomAlberta47
Feb 5, 2026
thanks you for exposing it
thanks you for exposing it
Brief acknowledgment of the video content itself, thanking the creator for 'exposing' something.
Meta-Commentary
0.90
Matthh82
Feb 7, 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)