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
Lobby lobby lobby
Lobby lobby lobby
Brief comment critiquing the video's guest selection as potentially biased or influenced by lobbying interests.
Meta-Commentary
0.70
fernandop4393
Jan 21, 2026
Very creepy being.
Very creepy being.
Brief dismissive comment about the speaker/video subject rather than substantive engagement with content.
Meta-Commentary
0.70
@RyanSalazar-dv6dn
Mar 4, 2025
Trump is a moron
Trump is a moron
A dismissive personal judgment about a political figure, tangentially related to the video's context but primarily commentary on Trump rather than Canadian immigration.
Meta-Commentary
0.70
@lynnbainer1088
Mar 4, 2025
Patriot Alert for the guy in the orange vest
Patriot Alert for the guy in the orange vest
References a specific person visible in the video, commenting on the video content itself.
Meta-Commentary
0.70
Falangestan
Jan 27, 2026
I can feel anger
I can feel anger
Brief emotional reaction to the video content without substantive argument.
Meta-Commentary
0.70
@itsjustmax5208
Mar 5, 2025
You should go there again during the summer, Wasega beach. 😅
You should go there again during the summer, Wasega beach. 😅
Comment references the video content (Wasega beach location) with a casual suggestion, showing engagement with the video itself rather than broader immigration discourse.
Meta-Commentary
0.70
groyperium-d7c
Jan 27, 2026
What is LOSER
What is LOSER
Appears to be a dismissive comment about the video or speaker, though context is unclear.
Meta-Commentary
0.70
@kennynguyen3850
Mar 5, 2025
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
Stupid people do dump things
Stupid people do dump things
A dismissive one-liner about commenters or people in general, functioning as meta-commentary on the discussion rather than substantive policy engagement.
Meta-Commentary
0.70
@stevenchew8368
Mar 4, 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
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
Your master call u sit u must sit puppet
Your master call u sit u must sit puppet
Cryptic comment about the speaker being controlled or a puppet, critiquing the speaker rather than discussing policy.
Meta-Commentary
0.70
@Khaw1367
Mar 4, 2025
quit painting your hair, vanity isn't going to help. I appreciate the direct call out, thank you for having big balls.
quit painting your hair, vanity isn't going to help. I appreciate the direct call out, thank you for having big balls.
Comments on the video creator's appearance and praises their directness, focusing on the communicator rather than the message.
Meta-Commentary
0.70
@Boombayadda
Mar 4, 2025
Nice one trudeau
Nice one trudeau
Brief, sarcastic comment about Trudeau that appears to reference the video content rather than substantive policy discussion.
Meta-Commentary
0.70
@popzytvchannel3883
Mar 4, 2025
Bro buggin ?
Bro buggin ?
Brief, unclear comment questioning the video or commenter behavior rather than engaging with substantive content.
Meta-Commentary
0.70
@emmanuelperez541
Mar 4, 2025
Go to Frisco Texas lol
Go to Frisco Texas lol
A brief, cryptic suggestion unrelated to the main discussion, likely a tangential comment about another location.
Meta-Commentary
0.70
eliy5483
Jan 28, 2026
Whatever! Come\nOn. This is a stalemate argument. ?
Whatever! Come\nOn. This is a stalemate argument. ?
Dismissive commentary on the debate itself, characterizing the discussion as a stalemate argument rather than engaging with substantive content.
Meta-Commentary
0.70
@shanemckenzie8681
Mar 4, 2025
TWENTY F(VE PERCENT LETS GO CANADA
TWENTY F(VE PERCENT LETS GO CANADA
Cryptic exclamation referencing a statistic or video moment without clear substantive argument.
Meta-Commentary
0.70
@ianmcgarr8085
Mar 4, 2025
This is chess not checkers
This is chess not checkers
Cryptic metaphorical comment about the nature of the situation itself rather than substantive engagement with the topic.
Meta-Commentary
0.70
@noteflippers5474
Mar 4, 2025
Westjett was right
Westjett was right
Cryptic reference to an external figure or previous statement, likely commenting on the video's subject matter or creator.
Meta-Commentary
0.70
Clankersinparis
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)