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
Congee needs to wake up!
Congee needs to wake up!
References another commenter by name, engaging in meta-discussion about other comments.
Meta-Commentary
0.90
@zakiyyah222
Mar 4, 2025
Terribly scripted sting operation videos keep coming.
Terribly scripted sting operation videos keep coming.
Commenter critiques the video itself as scripted and manipulative rather than engaging with immigration content.
Meta-Commentary
0.90
flakeyskin
Jan 28, 2026
Damn who’s that blonde though.
Damn who’s that blonde though.
Off-topic comment about a person's appearance in the video, unrelated to substantive discussion.
Meta-Commentary
0.90
@chiman3778
Mar 4, 2025
wtf is Fentanol? -- no, it's no related Tylenol --- is it that hard to get right?...Fentanyl -- Fen tin il -- repeat
wtf is Fentanol? -- no, it's no related Tylenol --- is it that hard to get right?...Fentanyl -- Fen tin il -- repeat
Critiques the speaker's pronunciation/spelling of 'Fentanyl,' commenting on the video content rather than the immigration topic itself.
Meta-Commentary
0.90
@Audiojunkabus
Mar 4, 2025
Thanks for the video. I passed in exam
Thanks for the video. I passed in exam
Thanks the video creator for educational content that helped with exam preparation, commenting on the video's utility.
Meta-Commentary
0.90
pharmarajitha8162
Feb 21, 2026
0:55 greatest what? 😂😂
0:55 greatest what? 😂😂
Questions the video content itself (timestamp reference) with humor, commenting on the video rather than the topic.
Meta-Commentary
0.90
footballitslife5580
Jan 27, 2026
Omg what a speach, ouch
Omg what a speach, ouch
Brief reaction to the speech itself, commenting on its quality and emotional impact.
Meta-Commentary
0.90
@zdravkoavdalovic3131
Mar 4, 2025
Also that guy on the bike with the high vis vest is spittin.
Also that guy on the bike with the high vis vest is spittin.
Comment about a specific person featured in the video rather than substantive immigration discussion.
Meta-Commentary
0.90
MrGodPowered
Jan 28, 2026
Finally an honest review
Finally an honest review
Brief comment evaluating the video content itself rather than engaging with immigration discourse substantively.
Meta-Commentary
0.90
Zorro5.1.4
Jan 28, 2026
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for …
Search Assist
In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for certain processes like applying for citizenship, proof of language proficiency in English or French may be required for applicants aged 18 to 54.
Wikipedia Department of Justice Canada
Provides factual information about language requirements, appears to be a clarifying response to video content.
Meta-Commentary
0.90
Heather-vq1ly
Sep 5, 2025
Knock down that ugly statue its hideous looking
Knock down that ugly statue its hideous looking
Comment about a statue visible in the video, unrelated to immigration discourse.
Meta-Commentary
0.90
loraleea16
Sep 10, 2025
Bro what that thumbnail bro ?
Bro what that thumbnail bro ?
Directly critiques the video's thumbnail design rather than engaging with immigration content.
Meta-Commentary
0.90
nithinreddysalkuti6908
Jan 28, 2026
Thank god you covered this bullshit
Thank god you covered this bullshit
Praises the video creator for covering a topic, commenting on the video itself rather than the immigration topic.
Meta-Commentary
0.90
Splicea
Jan 27, 2026
I love helmet guy))))
I love helmet guy))))
References a specific moment in the video ('helmet guy'), indicating commentary about video content rather than the immigration topic itself.
Meta-Commentary
0.90
levankukulava8536
Jan 28, 2026
16::14 harayanvi hindu guy
16::14 harayanvi hindu guy
References a specific timestamp and person in the video, appearing to identify or comment on a video participant rather than engage with immigration policy.
Meta-Commentary
0.90
jashanpannu2557
Jan 27, 2026
0:39 as an American I can’t make it make sense.
0:39 as an American I can’t make it make sense.
References a specific timestamp in the video and expresses confusion about video content.
Meta-Commentary
0.90
@newbreezy100
Mar 4, 2025
That guy on the bike 🚲 5:47 haven’t seen him since 😂😂
That guy on the bike 🚲 5:47 haven’t seen him since 😂😂
References a specific moment in the video (5:47) with a personal anecdote and laughing emojis, commenting on video content rather than immigration policy.
freeslittv6764
Feb 23, 2026
Bro what is that thumbnail genuinely 💔💔
Bro what is that thumbnail genuinely 💔💔
Comment critiques the video's thumbnail design, directly addressing the video production itself.
Meta-Commentary
0.90
SourishPat
Jan 28, 2026
High viz man has a point.
High viz man has a point.
This is a brief reference to another commenter or video subject ('High viz man'), engaging with the content rather than making a substantive argument.
Meta-Commentary
0.90
Paroxsy
Jan 28, 2026
Next video, Brits retiring in Spain. Need to see that doc
Next video, Brits retiring in Spain. Need to see that doc
Request for the creator to produce similar documentary content on a different topic.
Meta-Commentary
0.90
ThaThree
Jan 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)