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
Bro's trying so hard to rage bait 😂
Bro's trying so hard to rage bait 😂
Commenter is critiquing the video creator's intent and style, suggesting deliberate provocation for engagement.
naveensrivastava24
Feb 14, 2026
What a couple of idiots !
What a couple of idiots !
Dismissive insult directed at people in the video, functioning as commentary on the video subjects rather than substantive argument.
Meta-Commentary
0.90
danieljosephdelta44semperfi
Dec 9, 2025
lol the Indian lady is legit protecting Indians.
lol the Indian lady is legit protecting Indians.
Comment about a specific person featured in the video and their behavior.
Meta-Commentary
0.90
Melanco001
Dec 2, 2025
????????From the USA
????????From the USA
Minimal content indicating geographic location and emoji reaction, functioning as meta-commentary on the video or discussion.
Meta-Commentary
0.90
@dsworld8721
Mar 4, 2025
Oof, that white guy on the bike did not hold back ☠
Oof, that white guy on the bike did not hold back ☠
Comment reacts to a specific person featured in the video rather than engaging with immigration discourse substantively.
Meta-Commentary
0.90
frankie9953
Jan 27, 2026
Justin Bieber's voice is so annoying, can't believe he was a singer
Justin Bieber's voice is so annoying, can't believe he was a singer
Off-topic comment about a celebrity's voice, unrelated to the video's subject matter.
Meta-Commentary
0.90
@tomaalexandru7104
Mar 4, 2025
Maple syrup is nasty.
Maple syrup is nasty.
Off-topic comment about maple syrup unrelated to the video's content about immigration or politics.
Meta-Commentary
0.90
@GreenblattsBaker-sf4kf
Mar 4, 2025
This guy love making racist videos 😢
This guy love making racist videos 😢
Critique of the video creator's content style rather than engagement with immigration discourse itself.
Meta-Commentary
0.90
calvinhodge8422
Jan 27, 2026
What a joke
What a joke
Brief dismissive comment about the video or its content without substantive engagement.
Meta-Commentary
0.90
choobsarefun
Feb 5, 2026
That monkey statue is so ugly and out of place 🤮
That monkey statue is so ugly and out of place 🤮
Comments on a visual element in the video rather than immigration policy or discourse.
Meta-Commentary
0.90
hauntedgecko151
Jan 27, 2026
CNN is useless democrat propaganda
CNN is useless democrat propaganda
Critiques CNN as a media outlet rather than engaging with immigration policy or the video content itself.
Meta-Commentary
0.90
@nickm7786
Mar 4, 2025
So annoying. The reporter talks over him as he's answering a new question in order to repeat what he had just said. I'll find his full speech elsewhere
So annoying. The reporter talks over him as he's answering a new question in order to repeat what he had just said. I'll find his full speech elsewhere
Critiques the video production quality and reporter's interviewing technique rather than the content itself.
Meta-Commentary
0.90
@dougtammany246
Mar 4, 2025
BRO! Did you end with a cliff hanger???
BRO! Did you end with a cliff hanger???
Direct comment about video structure and narrative technique, unrelated to immigration content.
Meta-Commentary
0.90
Ray3D
Jan 27, 2026
Based bicycle guy, (except for calling himself White trash)
Based bicycle guy, (except for calling himself White trash)
Comments on a specific person featured in the video, evaluating their statements and self-description rather than discussing immigration broadly.
Meta-Commentary
0.90
BURNT_PIG_ROACH
Jan 27, 2026
refugees, the word is refugees.
refugees, the word is refugees.
Corrects terminology used in the video, commenting on language choice rather than substantive immigration issues.
Meta-Commentary
0.90
seanfaherty
Jan 5, 2026
I LOVE that he called him Donald and not Mr President. He's addressing him with condescending tone
I LOVE that he called him Donald and not Mr President. He's addressing him with condescending tone
Comment focuses on the speaker's tone and word choice in the video itself rather than substantive immigration or policy discussion.
Meta-Commentary
0.90
@mitchperry9003
Mar 4, 2025
14:22 Can we normalize saying it properly? FEN-TA-NYL not NOL lol
14:22 Can we normalize saying it properly? FEN-TA-NYL not NOL lol
Commenter critiques pronunciation in the video itself, requesting proper enunciation of a word.
Meta-Commentary
0.90
@conglomeratehq
Mar 4, 2025
He sounds like he is crying
He sounds like he is crying
Observational comment about the speaker's tone or delivery rather than substantive content.
Meta-Commentary
0.90
@maxpowers8795
Mar 4, 2025
Damn that video ended real abruptly...
Damn that video ended real abruptly...
Directly critiques the video's editing/production quality, commenting on the video itself rather than the topic.
Meta-Commentary
0.90
bccanada23
Jan 27, 2026
These mrbeast mickey mouse shit style videos are getting annoying
These mrbeast mickey mouse shit style videos are getting annoying
Critiques the video's production style and format rather than its content.
Meta-Commentary
0.90
SeNniN06
Feb 14, 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)