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
All about the top big 3
All about the top big 3
Cryptic reference to 'top big 3' appears to be commentary on video content or external context rather than substantive discourse.
Meta-Commentary
0.60
@THE-Stonerz-Korner
Mar 4, 2025
Of course it's false
Of course it's false
Vague dismissal of the video's claims without substantive engagement, likely responding to the video's content rather than the immigration topic.
Meta-Commentary
0.60
@IAmMiraculousBeautifulPrecious
Mar 4, 2025
😍🤓🧐😏🧐😍🤩😝😋😋😝😋😟😒😒🤗🤗🥺😱🥺😳☹️🥺🫣😓😱🙄😬😧🥱🥱😴😴🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤐🤐🤐🤐🤐😬😬😬😬
😍🤓🧐😏🧐😍🤩😝😋😋😝😋😟😒😒🤗🤗🥺😱🥺😳☹️🥺🫣😓😱🙄😬😧🥱🥱😴😴🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤐🤐🤐🤐🤐😬😬😬😬
A string of emojis with no clear semantic content; likely expressing emotional reaction to the video itself rather than substantive commentary.
Meta-Commentary
0.60
StickBoom-g9g
Feb 15, 2026
Well well well
Well well well
Ambiguous interjection likely responding to video content or other commenters; insufficient context for stronger classification.
Meta-Commentary
0.60
hurricane8891
Feb 6, 2026
Blah ,Blah ,Blah. ???
Blah ,Blah ,Blah. ???
Dismissive comment about the video content itself with unclear intent, likely expressing dissatisfaction with the discussion.
Meta-Commentary
0.60
@David-hx8vb
Mar 4, 2025
He is a ?? and so is CNN???
He is a ?? and so is CNN???
Comment criticizes the video subject and CNN but lacks specificity; appears to be meta-commentary about media coverage rather than substantive policy critique.
Meta-Commentary
0.60
@borlanderobertson5666
Mar 4, 2025
Trumpwabt wants to be puttin
Trumpwabt wants to be puttin
Appears to be garbled or incomplete text; likely spam or corrupted comment about Trump.
Meta-Commentary
0.60
@robertwatson6081
Mar 4, 2025
??????????????????
??????????????????
The comment consists only of question marks, likely expressing confusion or skepticism about the video content itself.
Meta-Commentary
0.60
@petrikehusmaa7909
Mar 4, 2025
Good Ol Browntwon
Good Ol Browntwon
Vague reference to 'Browntown' appears to be commentary on the video content or location discussed, though context is minimal.
Meta-Commentary
0.60
williamcoles4950
Jan 27, 2026
Unbelievable
Unbelievable
Single-word expression of reaction to the video content without substantive argument.
Meta-Commentary
0.60
@cjhandly6159
Mar 4, 2025
Curse Vishnu Christ is King
Curse Vishnu
Christ is King
Appears to be off-topic religious statements unrelated to the video content, possibly spam or trolling.
Meta-Commentary
0.60
ExNihiloComesNothing
Jan 27, 2026
Let’s see how long they keep getting those good s
Let’s see how long they keep getting those good s
Incomplete or unclear comment that appears to reference the video content or ongoing discussion rather than making a substantive argument.
Meta-Commentary
0.60
@JimmyDixon-d7d
Mar 4, 2025
Youve just all the niche for your own yearly income a begining niche of this land was upper class youve ruined angelos niche by producing it what gah
Youve just all the niche for your own yearly income a begining niche of this land was upper class youve ruined angelos niche by producing it what gah
Incoherent comment that appears to critique the video's content or presentation rather than engage substantively with immigration.
Meta-Commentary
0.60
lilodeth
Jan 6, 2026
Every Child matters
Every Child matters
Brief reference to 'Every Child Matters' appears to be commentary on the video topic or broader discourse context rather than substantive engagement.
Meta-Commentary
0.60
Markbogus
Oct 2, 2025
This Governor thought. He could convince the Republicans! ??
This Governor thought. He could convince the Republicans! ??
Cryptic observation about a political figure's strategy, appears to comment on the video's subject matter rather than substantive policy discussion.
Meta-Commentary
0.60
@ArmandoLopez-w9j
Mar 4, 2025
Be love ur mind and drive
Be love ur mind and drive
Cryptic comment about mindfulness and driving, likely unrelated to immigration topic or addressing video content indirectly.
Meta-Commentary
0.60
selenasativa555
Feb 6, 2026
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
Comment discusses the video creator and their content coverage rather than immigration policy itself, though the fragmented syntax makes interpretation uncertain.
Meta-Commentary
0.60
gth1632
Feb 18, 2026
Russia has good hockey players
Russia has good hockey players
Off-topic comment about hockey players unrelated to the video's immigration or political content; appears to be either spam or completely tangential.
Meta-Commentary
0.60
@davidnanney3120
Mar 4, 2025
Beautiful girl ❤
Beautiful girl ❤
A brief compliment about someone in the video; lacks substantive engagement with immigration discourse.
Meta-Commentary
0.60
@butonnewbie4830
Mar 4, 2025
A Polacy mają pod górkę
A Polacy mają pod górkę
A brief comment in Polish that appears to reference Poles/Polish people in a contextual way, likely meta-commentary about the discussion or video.
Meta-Commentary
0.60
JagodaZ-n1p
Feb 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)