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
Patrick Brown........................................................................................................................................................................................ and I'll leave it there.
Patrick Brown........................................................................................................................................................................................
and I'll leave it there.
Comment references Patrick Brown (likely a political figure) with ellipses suggesting commentary on the video's content or framing, though incomplete.
Meta-Commentary
0.70
johnnienitro6812
Sep 20, 2025
Canada has called Trump’s bluff!
Canada has called Trump’s bluff!
Brief commentary on the video's subject matter or the political situation being discussed, lacking substantive argument.
Meta-Commentary
0.70
@Truth4Freedom
Mar 4, 2025
Go to Vanier ottawa
Go to Vanier ottawa
Brief reference to a specific location (Vanier, Ottawa) likely commenting on the video's content or relevance, though context is minimal.
Meta-Commentary
0.70
WFGH1656
Sep 20, 2025
Humanity has an issue and that is elites running Social Media😢
Humanity has an issue and that is elites running Social Media😢
Commentary on broader societal issues related to media and elite control, tangentially related to the immigration discussion.
Meta-Commentary
0.70
Mehr_Sidhu
Sep 20, 2025
The Governor of Canada is mad ? ? ?
The Governor of Canada is mad ? ? ?
Appears to be a confused or off-topic comment about 'the Governor of Canada,' possibly misunderstanding the video context or making a meta observation.
Meta-Commentary
0.70
@DsvidBlanton
Mar 4, 2025
The reporters are especially good in repeating, what is just sad?
The reporters are especially good in repeating, what is just sad?
Comment critiques the reporters' communication style and approach in the video itself.
Meta-Commentary
0.70
@TheDM3002XTuber
Mar 4, 2025
Thanks to the parties
Thanks to the parties
Vague reference to political parties appears to be commentary on video content or broader discourse rather than substantive argument.
Meta-Commentary
0.70
ahrick08
Sep 21, 2025
CNN communist News Network?
CNN communist News Network?
Dismissive comment about the news source (CNN) with sarcastic framing, critiquing the media outlet rather than the content.
@donaldyanson8144
Mar 4, 2025
You better pray to god only
You better pray to god only
Cryptic comment unrelated to immigration substance, possibly spam or off-topic.
Meta-Commentary
0.70
dawnwheeler432
Jan 28, 2026
Sad to see him leaving. Such a great president.
Sad to see him leaving. Such a great president.
Comment expresses opinion about a public figure's departure, likely responding to video content rather than engaging with immigration policy substantively.
Meta-Commentary
0.70
@fuchman6444
Mar 4, 2025
12:55 ❤ 14:50 ❤ Hindu Sikh
12:55 ❤ 14:50 ❤ Hindu Sikh
Comment references timestamps and religious identities visible in the video, indicating engagement with video content rather than substantive discourse about immigration.
Meta-Commentary
0.70
Nue195
Sep 23, 2025
COMICO IN ALASKA ...!!!???????
COMICO IN ALASKA ...!!!???????
Cryptic reference to content or context that appears to be about the video itself rather than the topic.
Meta-Commentary
0.70
@BillHagen-l2q
Mar 4, 2025
A leader who’s brain works
A leader who’s brain works
Brief evaluative comment about the speaker's intelligence, functioning as commentary on the video subject rather than substantive discourse.
Meta-Commentary
0.70
@CathyLoughran
Mar 4, 2025
I heard enough 😂
I heard enough 😂
Brief dismissive reaction to the video content itself, expressing disengagement through humor.
alexisvillaroman
Sep 29, 2025
This indian women didn't want answer
This indian women didn't want answer
Comments on a specific person's behavior in the video, with ethnic identity undertones.
samyy3559
Sep 29, 2025
Just one thing after another.
Just one thing after another.
Vague commentary about the video's content or narrative structure rather than substantive engagement with immigration issues.
Meta-Commentary
0.70
jhart3983
Sep 30, 2025
Yup what a professional person
Yup what a professional person
Brief comment about the speaker's professionalism, likely responding to the video content or speaker.
Meta-Commentary
0.70
@tudiS-uw5yt
Mar 4, 2025
An entire panel of I'm guessing liberal women...and fraud. hmmm. yep nothing to see here....lol
An entire panel of I'm guessing liberal women...and fraud. hmmm. yep nothing to see here....lol
Comments on the composition of the panel while making a political assertion, primarily critiquing the video/discussion itself.
peterpaul9304
Sep 30, 2025
Make it make sense, indeed.
Make it make sense, indeed.
Cryptic response referencing the video's content or title without substantive engagement.
Meta-Commentary
0.70
@kfidd
Mar 4, 2025
Stay Jason please stay
Stay Jason please stay
Appears to reference a specific person (likely Jason Kenney) in relation to the video content.
Meta-Commentary
0.70
@susicanuk
Mar 4, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)