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
??????????
??????????
Emoji-only comment that appears to be reacting to the video or other commenters rather than substantive discourse.
Meta-Commentary
0.60
@LRam12
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
Unbelievable
Unbelievable
Single-word expression of reaction to the video content without substantive argument.
Meta-Commentary
0.60
@cjhandly6159
Mar 4, 2025
Not tight enough
Not tight enough
Cryptic comment appears to reference video content or another commenter's argument without clear substantive position.
Meta-Commentary
0.60
hatfieldd7
Feb 26, 2026
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
I love a good curry.
I love a good curry.
Off-topic comment about food unrelated to immigration discourse; classified as meta-commentary about the conversation context.
Meta-Commentary
0.60
ingonito-ng4kj
Oct 1, 2025
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
from ??: ??x?? and hopfuly soon ?? again without ??
from ??: ??x?? and hopfuly soon ?? again without ??
Appears to be corrupted or censored text referencing timestamps and unclear content, likely a technical comment about the video itself.
Meta-Commentary
0.60
@sontigo-863
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
Canada ?? ???
Canada ?? ???
Cryptic comment expressing confusion or skepticism about the video content itself, likely meta-commentary on the discussion.
Meta-Commentary
0.60
@Boeingcaptain-k7h
Mar 4, 2025
Fentanyl pa more Tatay Digs ?
Fentanyl pa more Tatay Digs ?
Unclear fragmented text that appears to be off-topic or spam-like commentary.
Meta-Commentary
0.60
@RonaldResuello-gf6yz
Mar 4, 2025
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
depot depot depot
depot depot depot
Appears to be spam or nonsensical repetition unrelated to substantive discussion.
Meta-Commentary
0.60
hollydilag
Oct 2, 2025
WHERE IS TRUDEAU ❤
WHERE IS TRUDEAU ❤
References Trudeau in all-caps with heart emoji, appears to be commentary on political leadership rather than substantive immigration discourse.
Meta-Commentary
0.60
bangala369
Oct 4, 2025
Especially when they turn your power off ?
Especially when they turn your power off ?
Cryptic fragment appearing to reference a previous comment or video moment, unclear in substantive meaning but contextually meta.
Meta-Commentary
0.60
@StephenieHandley
Mar 4, 2025
Malaysia need to wake up
Malaysia need to wake up
Off-topic comment about Malaysia unrelated to the video content, appears to be meta-commentary or spam.
Meta-Commentary
0.60
wavefunktion
Jan 29, 2026
Fertilizer is right.?
Fertilizer is right.?
Brief fragment responding to content in the video, likely referencing a specific statement made.
Meta-Commentary
0.60
@cmvamerica9011
Mar 4, 2025
Terrorist media i like to ?listen
Terrorist media i like to ?listen
Dismissive comment about media quality, though incomplete and unclear in intent.
Meta-Commentary
0.60
@osmanhussein7654
Mar 4, 2025
Truly shocking.
Truly shocking.
Brief reaction to the video content itself; lacks substantive engagement with immigration discourse.
Meta-Commentary
0.60
jobananas3052
Oct 7, 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)